Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-28 17:25 UTC

wshobson / maverick-mcp

MaverickMCP - Personal Stock Analysis MCP Server

PythonMIT★ 640 stars⑂ 155 forkssince Aug 2025View on GitHub ↗

wshobson/maverick-mcp holds a health index of 69 out of 100, placing it in the Moderate band. It scores highest on Vitality (80/100) and lowest on Sustainability & Governance (55/100). It was last updated 7 days ago. A single contributor accounts for most of its recent work.

69
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

69
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

Seth HobsonPersonal account
2,107 followers34 public repossince Jan 2011UDT | Major 7 Apps

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

80Good · 22% of overall
How it's scored
36/36Push recency — last push 7 days ago
19.4/36Commit cadence — 28/52 weeks with commits
18/18Commit volume — 475 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year475
human_commit_share1
days_since_last_push7
active_weeks_last_year28
How it's scored
27/27Ships releases — 1 releases published
36/36Release recency — latest release 8 days ago
12.6/27Release cadence — cadence unknown (single release)
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count1
latest_release_tagv1.0.0
releases_from_tagsno
days_since_latest_release8
mean_days_between_releases

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

80Good · 18% of overall
How it's scored
45.5/60Stars — 640 stars
18.2/25Forks — 155 forks
6/15Watchers — 13 watchers
Inputs used
forks155
stars640
watchers13
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

55Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.8/22.5Commit distribution — top contributor authored 96% of commits
13.5/13.5Contributor breadth — 11 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled11
top_contributor_share0.965
How it's scored
37.4/46.8Issue resolution — 80% of issues closed
33.7/38.3PR acceptance — 163/185 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs163
open_issues4
closed_issues16
issue_closed_ratio0.8
closed_unmerged_prs22
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
23.9/25Owner reach — 2,107 followers of wshobson
23.2/25Track record — 34 public repos, account ~15 yr old
Inputs used
followers2,107
owner_typeUser
is_verified
owner_loginwshobson
public_repos34
account_age_days5,679
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

76Good · 20% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://sethhobson.com
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
topicsanthropic, artificial-intelligence, claude, equities, finance, financial-analysis, fintech, investing, mcp, mcp-server, pandas, python, technical-analysis, tiingo, tiingo-api, trading, fastmcp, mcp-servers, stock-market, stocks
has_wikiyes
homepagehttps://sethhobson.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

56Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
2.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 24 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.5
Excluded from scoring (no data or not applicable): ci_tests, packaging. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories47
affected_packages4
assessed_packages253
unassessed_packages0
affected_by_severitycritical 2, high 2
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 253 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

69Moderate · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md, GEMINI.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md, GEMINI.md
agent_instruction_max_bytes5,027
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — maverick/py.typed, pyrightconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
5/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 5
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configno
typecheck_configsmaverick/py.typed, pyrightconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (maverick/py.typed, pyrightconfig.json)
55/55Manageable file sizes — 0/190 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes48,923
source_files_sampled190
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalyes
api_schema_files

Key facts

640GitHub stars
11contributors
475commits, last 12 months
7days since last push
1releases
1bus factor
4open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'maverick-mcp-server' from its registry

More detail

Star and fork history 0 ★ / 155 ⇿
0Stars
155Forks
1Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

0408012016015442025-082026-022026-07
Major 1Minor 0Patch 0
OpenSSF Scorecard 4.5 / 10
4.5aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-28 17:25 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities24 existing vulnerabilities detected
Direct dependencies 26
RegistryPackageVersion constraintManifest
PyPIfastmcp>=3.3.1pyproject.toml
PyPImcp>=1.28.1pyproject.toml
PyPIuvicorn>=0.48.0pyproject.toml
PyPIpython-multipart>=0.0.31pyproject.toml
PyPIaiofiles>=25.1.0pyproject.toml
PyPIhttpx>=0.28.1pyproject.toml
PyPIpython-dotenv>=1.2.2pyproject.toml
PyPIanthropic>=0.104.1pyproject.toml
PyPIopenai>=2.38.0pyproject.toml
PyPIsqlalchemy>=2.0.50pyproject.toml
PyPIpsycopg2-binary>=2.9.12pyproject.toml
PyPIaiosqlite>=0.22.1pyproject.toml
PyPIasyncpg>=0.31.0pyproject.toml
PyPIgreenlet>=3.5.1pyproject.toml
PyPIredis>=7.4.0pyproject.toml
PyPIhiredis>=3.3.1pyproject.toml
PyPImsgpack>=1.2.1pyproject.toml
PyPIcertifi>=2026.5.20pyproject.toml
PyPInumpy>=2.2.6pyproject.toml
PyPIpandas>=2.3.3pyproject.toml
PyPIyfinance>=1.4.0pyproject.toml
PyPIfinvizfinance>=1.3.0pyproject.toml
PyPIpytz>=2026.2pyproject.toml
PyPIcryptography>=48.0.1pyproject.toml
PyPIpsutil>=7.2.2pyproject.toml
PyPIpandas-market-calendars>=5.4.0pyproject.toml
All dependencies 253

Full resolved dependency set from the GitHub dependency graph: 26 direct and 227 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiofiles25.1.0direct
PyPIaiosqlite0.22.1direct
PyPIanthropic0.104.1direct
PyPIasyncpg0.31.0direct
PyPIcertifi2026.5.20direct
PyPIcryptography48.0.1direct
PyPIfastmcp3.3.1direct
PyPIfinvizfinance1.3.0direct
PyPIgreenlet3.5.1direct
PyPIhiredis3.3.1direct
PyPIhttpx0.28.1direct
PyPImcp1.28.1direct
PyPImsgpack1.2.1direct
PyPInumpy2.2.6direct
PyPIopenai2.38.0direct
PyPIpandas2.3.3direct
PyPIpandas-market-calendars5.4.0direct
PyPIpsutil7.2.2direct
PyPIpsycopg2-binary2.9.12direct
PyPIpython-dotenv1.2.2direct
PyPIpython-multipart0.0.31direct
PyPIpytz2026.2direct
PyPIredis7.4.0direct
PyPIsqlalchemy2.0.50direct
PyPIuvicorn0.48.0direct
PyPIyfinance1.4.0direct
PyPIaiofile3.11.1indirect
PyPIaiohappyeyeballs2.6.2indirect
PyPIaiohttp3.14.0indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.13.0indirect
PyPIanywidget0.11.0indirect
PyPIasttokens3.0.1indirect
PyPIattrs26.1.0indirect
PyPIauthlib1.7.2indirect
PyPIbackoff1.11.1indirect
PyPIbandit1.9.4indirect
PyPIbcrypt5.0.0indirect
PyPIbeartype0.22.9indirect
PyPIbeautifulsoup44.14.3indirect
PyPIbuild1.5.0indirect
PyPIcachetools7.1.4indirect
PyPIcaio0.9.25indirect
PyPIcffi2.0.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIchromadb1.5.9indirect
PyPIclick8.4.1indirect
PyPIcolorama0.4.6indirect
PyPIcomm0.2.3indirect
PyPIcontourpy1.3.3indirect
PyPIcoverage7.14.0indirect
PyPIcurl-cffi0.15.0indirect
PyPIcycler0.12.1indirect
PyPIcyclopts4.16.0indirect
PyPIdateparser1.4.0indirect
PyPIdecorator5.3.1indirect
PyPIdill0.4.1indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocker7.1.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIdparse0.6.4indirect
PyPIdurationpy0.10indirect
PyPIemail-validator2.3.0indirect
PyPIexa-py2.13.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexchange-calendars4.13.2indirect
PyPIexecnet2.1.2indirect
PyPIexecuting2.2.1indirect
PyPIfastmcp-slim3.3.1indirect
PyPIfilelock3.29.0indirect
PyPIflatbuffers25.12.19indirect
PyPIfonttools4.63.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.4.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgriffelib2.0.2indirect
PyPIgrimp3.15indirect
PyPIgrpcio1.80.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.5.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.7.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhuggingface-hub1.16.1indirect
PyPIidna3.16indirect
PyPIimageio2.37.3indirect
PyPIimport-linter2.13indirect
PyPIimportlib-resources7.1.0indirect
PyPIiniconfig2.3.0indirect
PyPIipython9.13.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIipywidgets8.1.8indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.5.0indirect
PyPIjedi0.20.0indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.15.0indirect
PyPIjoblib1.5.3indirect
PyPIjoserfc1.6.8indirect
PyPIjsonpatch1.33indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.5.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyterlab-widgets3.0.16indirect
PyPIkeyring25.7.0indirect
PyPIkiwisolver1.5.0indirect
PyPIkorean-lunar-calendar0.3.1indirect
PyPIkubernetes36.0.0indirect
PyPIlangchain1.3.9indirect
PyPIlangchain-anthropic1.4.6indirect
PyPIlangchain-classic1.0.7indirect
PyPIlangchain-community0.4.2indirect
PyPIlangchain-core1.4.7indirect
PyPIlangchain-openai1.2.2indirect
PyPIlangchain-protocol0.0.15indirect
PyPIlangchain-text-splitters1.1.2indirect
PyPIlanggraph1.2.4indirect
PyPIlanggraph-checkpoint4.1.1indirect
PyPIlanggraph-prebuilt1.1.0indirect
PyPIlanggraph-sdk0.4.2indirect
PyPIlangsmith0.8.18indirect
PyPIllvmlite0.44.0indirect
PyPIlxml6.1.1indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow4.3.0indirect
PyPImatplotlib3.10.9indirect
PyPImatplotlib-inline0.2.2indirect
PyPImaverick-mcp-server1.0.0indirect
PyPImdurl0.1.2indirect
PyPImmh35.2.1indirect
PyPImore-itertools11.1.0indirect
PyPImultidict6.7.1indirect
PyPImultitasking0.0.13indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals2.21.2indirect
PyPInltk3.9.4indirect
PyPInodeenv1.10.0indirect
PyPInumba0.61.2indirect
PyPIoauthlib3.3.1indirect
PyPIonnxruntime1.26.0indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopentelemetry-api1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.11.1indirect
PyPIopentelemetry-proto1.11.1indirect
PyPIopentelemetry-sdk1.42.1indirect
PyPIopentelemetry-semantic-conventions0.63b1indirect
PyPIorjson3.11.9indirect
PyPIormsgpack1.12.2indirect
PyPIoverrides7.7.0indirect
PyPIpackaging26.2indirect
PyPIpandas-ta0.4.71b0indirect
PyPIparso0.8.7indirect
PyPIpathable0.6.0indirect
PyPIpeewee4.0.6indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.9.6indirect
PyPIplotly6.7.0indirect
PyPIpluggy1.6.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf7.35.0indirect
PyPIpsygnal0.15.1indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpy-key-value-aio0.4.4indirect
PyPIpybase641.4.3indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpyluach2.3.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip1.11.0indirect
PyPIpypika0.51.1indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpyright1.1.409indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.3indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich15.0.0indirect
PyPIrich-rst2.0.1indirect
PyPIrpds-py0.30.0indirect
PyPIruamel-yaml0.19.1indirect
PyPIruff0.15.14indirect
PyPIsafety3.7.0indirect
PyPIsafety-schemas0.0.16indirect
PyPIschedule1.2.2indirect
PyPIscikit-learn1.9.0indirect
PyPIscipy1.17.1indirect
PyPIsecretstorage3.5.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8.4indirect
PyPIsse-starlette3.4.4indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.3.1indirect
PyPIstevedore5.8.0indirect
PyPItenacity9.1.4indirect
PyPItestcontainers4.14.2indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.23.1indirect
PyPItomlkit0.15.0indirect
PyPItoolz1.1.0indirect
PyPItqdm4.67.3indirect
PyPItraitlets5.15.0indirect
PyPIty0.0.43indirect
PyPItyper0.25.1indirect
PyPItypes-pytz2026.2.0.20260518indirect
PyPItypes-requests2.33.0.20260518indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPItzlocal5.3.1indirect
PyPIuncalled-for0.3.2indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.16.0indirect
PyPIuvloop0.22.1indirect
PyPIvcrpy8.2.1indirect
PyPIvectorbt1.0.0indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.7.0indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets15.0.1indirect
PyPIwidgetsnbextension4.0.15indirect
PyPIwrapt2.2.1indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.24.2indirect
PyPIzstandard0.25.0indirect
Dependency advisories 4

This repository publishes no package the index resolves, so its own dependency graph was assessed — 253 packages, which also include development and test pins that never ship: 4 carry known advisories, of which 0 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
chromadb1.5.9indirectcritical2
pillow12.2.0indirectcritical2612.3.0
aiohttp3.14.0indirecthigh163.14.1
nltk3.9.4indirecthigh33.10.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "anthropic",
        "artificial-intelligence",
        "claude",
        "equities",
        "finance",
        "financial-analysis",
        "fintech",
        "investing",
        "mcp",
        "mcp-server",
        "pandas",
        "python",
        "technical-analysis",
        "tiingo",
        "tiingo-api",
        "trading",
        "fastmcp",
        "mcp-servers",
        "stock-market",
        "stocks"
      ],
      "is_fork": false,
      "size_kb": 5858,
      "has_wiki": true,
      "homepage": "https://sethhobson.com",
      "languages": {
        "Python": 1481912,
        "Makefile": 4780,
        "Dockerfile": 1765
      },
      "pushed_at": "2026-07-21T10:16:54Z",
      "created_at": "2025-08-24T15:24:20Z",
      "owner_type": "User",
      "updated_at": "2026-07-28T16:39:28Z",
      "description": "MaverickMCP - Personal Stock Analysis MCP Server",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://major7apps.com",
      "name": "Seth Hobson",
      "type": "User",
      "login": "wshobson",
      "company": "UDT | Major 7 Apps",
      "location": "NC, USA",
      "followers": 2107,
      "avatar_url": "https://avatars.githubusercontent.com/u/553618?v=4",
      "created_at": "2011-01-08T22:00:03Z",
      "is_verified": null,
      "public_repos": 34,
      "account_age_days": 5679
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2026-07-20T08:35:57Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "b6379894880a91604f280abb13fed985fdad7ef3",
          "body": "….json\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(dist): add the live GHCR image as an OCI package entry in server…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T13:20:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ae3b1ac11be37f426da78f720f51302a36d0e8d",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: record phase 9 prep addenda",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T10:43:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d4f42af37dc0e3155e400695b6deb064f74c5e1",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(dist): add .mcpb bundle build and GHCR registry label",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T10:43:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0320438584d0b2270938d9f4361638cff272f774",
          "body": "Inert until PyPI trusted publishing is configured and a new v* tag\nlands (v1.0.0 predates this workflow). MCP Registry job uses OIDC per\nthe registry's own github-actions guide.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "ci: add tag-triggered PyPI + MCP registry + GHCR publish workflow",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T10:43:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9de7df078937348f8d82aa227e59a26c6a5f760a",
          "body": "… camelCase)\n\nThe 2025-07-09 schema referenced in-file predates the registry's\nSeptember 2025 snake_case->camelCase breaking change; the old field\nnames are rejected at publish time. Validated against the live\n2025-12-11 schema. Also caveat the mcp-publisher command syntax in\nthe releasing runbook.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(dist): migrate server.json to current registry schema (2025-12-11…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T10:36:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7026d4364e196a58aaa3ca9d93c0c0f7cf75741a",
          "body": "Add the mcp-name provenance comment to README so the official MCP\nregistry can verify PyPI/repo ownership. Fix server.json's remotes\nentry (streamable-http transport fields must sit at the top level per\nthe fetched registry schema, not nested under a transport key) and\nadd registry_base_url to the PyPI package entry. Add\ndocs/runbooks/releasing.md documenting the full owner-run publish\nsequence (PyPI, official MCP Registry, GHCR, third-party registries,\nmcpb release asset), and catalog it.",
          "is_bot": false,
          "headline": "docs: add mcp-name provenance and finalize server.json for registry",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T10:27:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2cffd1415e8093c04cf77b856af001f8990cfc53",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: add phase 9 execution plan (distribution and registry rollout)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:50:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33f910abae1e8a5400126da7cad7be3f936edd97",
          "body": "…nstall caveat\n\nApplies Phase 8 final-review findings before any Phase 9 publish:\n- explicit hatchling sdist include-scope so local builds never ship\n  .claude/data/.superpowers scratch (personal SQLite, deleted-legacy copies)\n- gitignore those scratch dirs\n- drop stale MANIFEST.in (inert under hatchling, referenced a dead package)\n- README: mark uvx/pip install as post-publish; source install works today\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(dist): clean sdist scope, gitignore scratch dirs, honest README i…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:46:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2b33203ebde0c608dd94b6da03dcc680f2487d9",
          "body": "Append decision-log addenda for material deviations surfaced across\nPhase 8 execution (pricing-path divergence, watchlist remove-result\nfidelity, journal timestamp/profit-factor/r_multiple quirks,\nstandalone JournalService wiring, Dockerfile healthcheck/extras\nchoices, tech-debt-tracker sweep), then move the Phase 8 exec plan\nfrom active/ to completed/ and update docs/INDEX.md and\ndocs/CATALOG.md to match.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: complete phase 8 (server assembly and cutover)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:32:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c42584d07a6b75decfccba2d8d7b98bb195be579",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: complete .env.example advanced-tuning vars (review gap)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:27:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1731f83ef40721dd69097a168e6d64eaf6d4994e",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: record the console-script alias in the phase 8 decision log",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:20:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aad6a3d9875ad5e43a7f673e0e2e07199d6cc162",
          "body": "Continuation of the previous commit: a batched git add aborted partway\nthrough on a stale pathspec, so most of the docs sweep landed unstaged.\nThis commit lands the rest: ARCHITECTURE.md, README.md, .env.example,\nAGENTS.md/CLAUDE.md, the refreshed runbooks, QUALITY_SCORE/RELIABILITY/\nSECURITY, CATAL\n[…]\nixes in\nfeatures/portfolio.md, testing/in-memory.md, and\nexec-plans/tech-debt-tracker.md described in the prior commit message.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: rewrite documentation for v1.0.0 (part 2)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:18:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0b0f46d66565e331b4899569783b26c758fdfc5d",
          "body": "Sweeps every current-behavior doc mentioning the deleted legacy\nmaverick_mcp package to describe the maverick/ v1.0.0 server instead.\n\n- ARCHITECTURE.md: full rewrite describing the platform seam, six domains,\n  and server assembly (previously described the legacy package layout).\n- README.md: full \n[…]\n exec-plans/tech-debt-tracker.md (stale legacy-tree debt rows removed).\n\nmake docs-check, tests/server, and make lint all pass.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: rewrite documentation for v1.0.0",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:17:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "594cec6951de108ef117fbdd4f402db7f2230941",
          "body": "…uvx resolves\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(packaging): add maverick-mcp-server console-script alias so bare …",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T08:06:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93d8113e6597cbb282f307b299e0efdc160b911a",
          "body": "Packaging cutover for the v1.0.0 release: pyproject renamed to\nmaverick-mcp-server (1.0.0), wheel scoped to the maverick/ package only,\nand a maverick-mcp console script wired to maverick.server.app:main.\nDeletes the legacy setup.py (hatchling via pyproject is now the sole\nbuild system). Rewrites se\n[…]\no fix now-false install/run instructions\n(package name, console script, Claude Desktop stdio config, dropped SSE\ntransport, corrected default SQLite path). The full docs rewrite is\ndeferred to Task 7.",
          "is_bot": false,
          "headline": "feat: rename to maverick-mcp-server and cut v1.0.0 packaging",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T07:59:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1637f6086b9502f2ce431fa14dccd6209afd7095",
          "body": "… (cutover)\n\nDeletes the entire legacy maverick_mcp/ package (83k LOC), the 87 test\nfiles that only tested it (8 dead test subtrees + 51 root test_*.py\nfiles + 2 .disabled files + orphaned fixtures), alembic/ (migrations\nreplaced by platform.db.ensure_schema), examples/ (8 legacy demos),\nlegacy scri\n[…]\n ty check maverick: clean. Boot-verify: python -m maverick.server\n--transport stdio comes up clean against a scratch SQLite DB.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "refactor!: delete legacy maverick_mcp package and its dependency tail…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T07:39:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "23fa8aa27d69d0ebb002593b8cb4ff6cc3a84a43",
          "body": "…esource\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: reconcile phase 8 decision log to allow the curated portfolio r…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T07:10:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "592043e6bb6d909d7d86f2e21938463310f1c061",
          "body": "…unstaged in task 3)\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "style: ruff format journal files (missed by tracked-files check when …",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T07:03:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba182c594752e0ece1c1cb0a2243b7c887f1b6c2",
          "body": "Add the 3 curated MCP prompts (analyze_stock, review_portfolio,\nrun_backtest_workflow -- the last gated on the backtesting extra via\nits own monkeypatchable probe) and wire them onto build_server().\nAdd maverick/server/app.py's CLI entry point (--transport stdio|http,\nstdio default, streamable HTTP \n[…]\n the new entrypoint;\nthe legacy server stays reachable via its own module path and other\nmake targets until the Task 5 cutover.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(server): add curated prompts and transports",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T06:59:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb70d5b4e50ae8fc353a224c0293f18e66ebf4fa",
          "body": "Wire the shared platform Engine/Cache into MarketDataService first\n(with its build_mover_fetcher-built MoverFetcher), then\nScreeningService/PortfolioService/TechnicalService injecting that one\nMarketDataService instance, JournalService as portfolio's standalone\nsibling, and BacktestingService/Resear\n[…]\ns-present assertions for backtesting (12) and research (3),\nzero-extra degradation, and one stubbed-free smoke round-trip call.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(server): assemble domains on fastmcp",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T06:57:06Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "91fa1adc46c75d3ac8d13f0479eb4254f10736ae",
          "body": "Ports the legacy trade journal (maverick_mcp/api/routers/journal.py +\nservices/journal/) into maverick/portfolio/ as five tools:\nportfolio_journal_add_trade, portfolio_journal_close_trade,\nportfolio_journal_list_trades, portfolio_journal_review, and\nportfolio_get_strategy_performance (which absorbs \n[…]\nbacktesting's tools/tools_ml/tools_support\nsplit) and wired through tools.configure()'s new optional journal_service\nparameter.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(portfolio): port trade journal",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T06:34:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e21d41f724f48cce5606e73fe438fc40b6d172eb",
          "body": "…d narrow duplicate-name mapping\n\nAdds legacy TimestampMixin's NOT NULL created_at/updated_at (Python-side\ndefaults, no server_default) to the watchlists/watchlist_items Core tables:\nwithout them, ensure_schema's checkfirst skip against a pre-existing\nlegacy-shaped database left every create_watchli\n[…]\nalueError; any other\nintegrity failure, such as the NOT NULL violation above, now propagates\ninstead of being mislabeled.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6\nEOF\n)",
          "is_bot": false,
          "headline": "fix(portfolio): carry legacy timestamp columns on watchlist tables an…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T06:12:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7fba82df8bd27c936033d84a844ca74e716b4e5f",
          "body": "Ports the legacy watchlist tools onto the new stack: portfolio_watchlist_\ncreate/add/remove/brief, backed by a new watchlist.py persistence sibling\n(data.py/ledger.py layer) using the legacy watchlists/watchlist_items table\nnames verbatim so existing rows carry over, plus a service_watchlist.py\norch\n[…]\nlways a read against a permanently-empty table, not a live yfinance path.\nDecision-log addendum logged in the phase-8 plan doc.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(portfolio): port watchlist",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T06:00:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0ef729f250c54d57a0047294e4e4ec90a2df0dac",
          "body": "Ports the four legacy risk-dashboard tools (maverick_mcp/api/routers/\nrisk_dashboard.py + services/risk/service.py + services/signals/regime.py)\nonto maverick/portfolio/ per Phase 4's logged cutover-bridge intent: the\nport consumes PortfolioService's own reads (positions, cost basis) plus\nMarketData\n[…]\ne tests (stub\nmarket_data + seeded SQLite positions), 15 tool tests (registration\ncount/annotations/error payloads/round-trip).\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(portfolio): port risk dashboard onto the portfolio service",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T05:37:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8b4d77d51bf6cc14f3895f36604b0f52abeb35c2",
          "body": "Ports Phase 8 Task 0: creates maverick/server/ as a docstring-only\nskeleton (__init__, app, assembly, prompts), the entry point that will\neventually wire every domain's service and tools onto a FastMCP\ninstance (Task 4). Unlike the sibling domains' Task-0 precedent (e.g.\nresearch's byte-empty __init\n[…]\nkers + market_data settings, matching research's own\nTask-0 conftest) -- maverick.server has no settings module of its own\nyet.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(server): add server skeleton and layer contracts",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T05:14:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "efb8bdce299b7c3abcafafac2618fd96c817e8fa",
          "body": "…errors; degrade on non-dict LLM JSON\n\n- ResearchService._configuration_error now catches the ValueError LLMSettings()\n  raises at construction when LLM_PROVIDER is set but LLM_API_KEY/LLM_MODEL is\n  missing, unwrapping pydantic's ValidationError noise and routing it through\n  the same typed Researc\n[…]\n.g. an array),\n  matching the existing JSONDecodeError degrade path instead of raising\n  TypeError on result[\"method\"] = \"llm\".\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(research,backtesting): route incomplete LLM config through typed …",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T05:02:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "66ba252f86e5e009924490e26858c620eb9c9096",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: add phase 8 execution plan (server assembly and cutover)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T04:53:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "56077e96e3181e86f6c8044609d6575b4d7853d3",
          "body": "…ction-order-dependent test\n\nBoth bugs escaped every task's own scoped verification because they only\nsurface when the untargeted full test suite (or ty's strict zone without\nextras) runs together -- something no single task's gate command\nexercised on its own.\n\n.github/workflows/ci.yml: the \"Type c\n[…]\ndomain with\n--extra research synced (clean except the pre-existing, now-tracked exa\nsearch_and_contents() deprecation warning).\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(ci): install [research] extra for strict-zone ty check; fix colle…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T04:42:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3aa4d46b94197fac1f57424af4f5afdd5f06d140",
          "body": "Close out Phase 7: export the public maverick.research surface via\n__init__.py with a two-tier guard (types/config/settings/tool-wiring\nalways importable on a base install; ResearchService, the deep research\nagent core, and the search providers resolved lazily via PEP 562\n__getattr__, checked agains\n[…]\ntracked in tech-debt-tracker), make docs-check passed, and\nthe legacy quick tree unchanged at 110 passed / 59 deselected.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6\nEOF\n)",
          "is_bot": false,
          "headline": "docs: complete phase 7 (research extra)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T04:26:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "09b3525cd3be0d16efe63567232e9be719d9bd98",
          "body": "Port StrategyParser from maverick_mcp/backtesting/strategies/parser.py into\nmaverick/backtesting/strategies/parser.py: parse_simple ported verbatim\n(zero-dependency keyword/regex parsing), parse_with_llm rewired off the\nlegacy's hardcoded (and always-None, since it was never wired to any\nconfig) lan\n[…]\nwhen run after tests/platform in the\nfull gate order.\n\nRemove the parse_strategy row from docs/exec-plans/tech-debt-tracker.md.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(backtesting): restore parse_strategy on the BYOK LLM seam",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T04:09:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6c29ff7c2fb8bf63f1e0d8d638b4282154b301f2",
          "body": "Three tools -- research_run_comprehensive, research_analyze_company,\nresearch_analyze_sentiment -- collapsing the legacy 9-tool research\nsurface per the phase's decision log. tools.py never imports\nmaverick.research.service at module level (ResearchService is\nTYPE_CHECKING-only), mirroring the backt\n[…]\nService that never imports the real ResearchService, and\nan in-memory fastmcp.Client round-trip for research_run_comprehensive.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(research): add MCP tool layer with extra-guarded registration",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T03:53:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c0acf7d79f54dd0f5f462068f4d18097f50e0215",
          "body": "ResearchService(settings=None, *, agent_factory=None) backs the three\nresearch_* MCP tools, mirroring the three surviving legacy paths in\nmaverick_mcp/api/routers/research.py (comprehensive_research,\ncompany_comprehensive_research, analyze_market_sentiment) but wired to\nthe REAL ResearchReport/Resea\n[…]\nct) rather than literal kwargs so ty's synthesized\npydantic __init__ check doesn't reject the model's extra=allow fields.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6\nEOF\n)",
          "is_bot": false,
          "headline": "feat(research): add domain service",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T03:53:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "103c5636d0b2ccf3908623aa31277825a1d45687",
          "body": "…n log\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: record review-confirmed legacy research bugs in phase 7 decisio…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T03:31:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a72ce4ce81030fc5c6b67bd8b740cef143c5cc1f",
          "body": "Port DeepResearchAgent's LangGraph StateGraph workflow, ContentAnalyzer,\nand the four specialized subagents (fundamental/technical/sentiment/\ncompetitive) from maverick_mcp/agents/deep_research.py into\nmaverick/research/agents/, on the platform.llm BYOK seam (one model for\nevery step; no ChatOpenAI/\n[…]\nror propagation, and the\nsentiment-routing branch exercised end to end (the case that would trip\nthe legacy dual-dispatch bug).\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(research): add deep research agent core on the BYOK seam",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T03:24:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d2cb5fd5dcbc1817ed87485e346f0bbd013a1efb",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "test(research): pin defaults for the three provider settings fields",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T02:57:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b28f5e153aff57c9260c2991e409a03a34792842",
          "body": "Port WebSearchProvider + ExaSearchProvider into maverick/research/providers/,\nfaithfully preserving legacy result normalization, adaptive per-search\ntimeout formula, and provider-level health gating. The legacy research\ncircuit manager (CircuitBreakerManager/circuit_manager) is not ported:\nmaverick.\n[…]\nstall without the research extra.\n\nAdds tests/research/test_providers.py (21 tests, fully mocked via\nsys.modules exa_py stubbing, no pytest.importorskip needed since nothing\nimports the real package).",
          "is_bot": false,
          "headline": "feat(research): add search providers on the platform resilience seam",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T02:51:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fb89b8ea02a70af3da57d7fe3d415bf5f209cd97",
          "body": "Review round 1 fixes for Phase 7 Task 3:\n\n- ResearchReport.citations: list[SourceCitation] rejected the vector-store\n  cache-hit branch's real citation shape ({\"url\": ..., \"date\": ...},\n  agents/deep_research.py:1200-1205) with 4 ValidationErrors. Loosened to\n  list[SourceCitation | dict[str, Any]],\n[…]\nministic enough to pin -- with source_count left optional since\n  _calculate_overall_sentiment's empty-sources branch omits it.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(research): tolerate cache-hit citation shape and correct type docs",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T02:37:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "60c63627df9dee9aeec843d2953e583c912365a0",
          "body": "Phase 7 Task 3: types.py ports the real research payload vocabulary\n(SourceCitation/ResearchFindings/ResearchReport from\nagents/deep_research.py, plus the three surviving router functions'\nresponse envelopes) as pydantic models. config.py adds ResearchSettings\n(EXA_API_KEY plus the depth/max_sources\n[…]\nucer, which would break the\nbottom layer's base-install-import-clean contract. It moves to\nmaverick/research/agents/ in Task 5.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(research): add payload types and settings",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T02:27:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7236df55b257b5477aa9973842b095b42e0de462",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "chore: complete tavily/technical-agent config sweep (review findings)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T02:15:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c30554ef3a6f0dc7969cb225a41676a3c939e0a",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "style: ruff format llm seam files",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T02:15:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ccd3e563805e2d84b835840d74229ceec3977137",
          "body": "Delete TechnicalAnalysisAgent (agents/technical_analysis.py, 699 lines):\nget_or_create_agent's \"technical\" slot was hardcoded to None, zero\ninstantiations, zero tests. Remove the dead \"technical\": None branch and\nthe class's only real-code importer (examples/deep_research_integration.py).\n\nDelete Ta\n[…]\nint, ruff format --check, and ty\ncheck all pass. Full grep log and before/after counts in\n.superpowers/sdd/p7-task-2-report.md.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "refactor: delete dead research agents and providers (zero live callers)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T02:05:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bce795cf90819cc4cd8964b400b0be8f93cdb226",
          "body": null,
          "is_bot": false,
          "headline": "feat(platform): add BYOK LLM seam (design credit: ne0ark, PR #132)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T01:40:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93676cc4a3f9a01c5e597a3909380a149e740874",
          "body": "…racts\n\nPorts Phase 7 Task 0: creates maverick/research/ as a docstring-only\nskeleton (types -> config -> {agents, providers} -> service -> tools),\nmirroring the technical/portfolio/screening/backtesting domain templates.\nagents/ and providers/ are third-layer data-tier siblings.\n\nMoves langchain, l\n[…]\nggraph/exa-py imports at any scope and found\nzero hits, so ty resolves the zone cleanly without it; disclosed via a CI\ncomment.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(research): add domain skeleton, [research] extra, and layer cont…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T01:25:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9c316e27f55c0f6070db8b2c2d051e868ced758f",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: add phase 7 execution plan (research extra)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T01:13:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1dac01a5cb390fa9dbc65a681ffd4be2d9057a4b",
          "body": "…s, docstring, tolerances, debt row)\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "chore: phase 6 final-review tidy (contract coverage for split sibling…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T01:03:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2edd0aa8424c5f0dad6b2b43e886146505303727",
          "body": "…imeout\n\nCI's ruff-format-check job caught tests/backtesting/test_init.py unformatted\n(my earlier local `git ls-files '*.py' | xargs ruff format --check` silently\nskipped it -- the file was still untracked at that point, so git ls-files\ndid not list it). CI's unit-test job also timed out at the defa\n[…]\nme process reuses the compiled functions and stays in single digits, so\nonly this module needs the wider pytest-timeout budget.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(backtesting): reformat close-out smoke test and widen first-JIT t…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T00:45:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "849b14e3e6872b80829f237e5f4895682760a428",
          "body": "Close out Phase 6: export the public maverick.backtesting surface via\n__init__.py with a two-tier guard (types/config/settings/rule-based\ntemplates always importable on a base install; BacktestingService, the\nengine, and 5 of 8 ML strategy classes resolved lazily via PEP 562\n__getattr__, checked aga\n[…]\nbt rows; append\ndecision-log addenda for the close-out deviations; move the exec plan to\ncompleted/ with INDEX/CATALOG updates.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: complete phase 6 (backtesting extra)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T00:28:36Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "41fe84df122fb7b617fc980fa8d14519931fdbe4",
          "body": "…ever persisted)\n\nTask 7's review of the full legacy call graph found zero persistence call\nsites across all 11 surviving backtesting tools, contradicting the recon\nclaim the Task 3 store was built on. The store had no consumer -- the new\nservice correctly takes no db handle -- so it is removed this phase per\nYAGNI. The five mcp_backtest_* table definitions remain in git history\n(c1df72f) for reintroduction when a real consumer exists.",
          "is_bot": false,
          "headline": "refactor(backtesting): remove unconsumed result store (legacy tools n…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T00:15:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7a8569e5e04d1ca9fc9c0c5ddc5aa467a4451fa",
          "body": "tools.py (+ tools_ml.py for the 4 ML tools, tools_support.py for shared\nguard/configure state) registers the 11 backtesting_-prefixed tools backing\nBacktestingService. None of the three modules imports vectorbt/sklearn or\nmaverick.backtesting.service at module level -- BacktestingService is\nreferenc\n[…]\nAll 11 tools are marked readOnlyHint=True: nothing persists (see the\nservice commit), so none of them mutate server-side state.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(backtesting): add MCP tool layer with extra-guarded registration",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T00:04:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c73174de691acc3892603bb7e2b66be00fa8c8ca",
          "body": "BacktestingService (service.py + service_ml.py mixin + service_support.py\nhelpers) backs the 7 core and 4 ML-strategy backtesting operations: fetches\nprice history via the injected MarketDataService, generates signals through\nstrategies.signals, and runs the pure engine/analysis/optimization functio\n[…]\n symbols.\n- SimpleMovingAverageStrategy is a net-new, explicitly-authorized\n  tools-tier shim for the ML orchestration methods.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(backtesting): add domain service",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-20T00:03:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "91701e271db1ea739fa827e96053f69bc5be8637",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: correct phase 6 template count in decision log (12, not 13)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T23:24:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "489bc86d0afea3cdf9dd05e3d301f22503750681",
          "body": "Port the 12-entry STRATEGY_TEMPLATES catalog and the full\nVectorBTEngine._generate_signals dispatch from\nmaverick_mcp/backtesting/{strategies/templates.py,vectorbt_engine.py}\ninto maverick/backtesting/strategies/{templates.py,signals.py} (split\nacross two files to stay under the 500-line cap). Adds\n\n[…]\nngine.py, not\na delegation to the ML strategy classes ported in Task 6. Full\nrationale in .superpowers/sdd/p6-task-5-report.md.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(backtesting): add rule-based strategy templates with golden runs",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T23:19:59Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1a58a390666c9d380be4c3967a86aff3e3ab6845",
          "body": "Port maverick_mcp/backtesting/strategies/ml/{feature_engineering,adaptive,\nregime_aware,ensemble}.py and the minimal Strategy ABC (base.py) into\nmaverick/backtesting/strategies/. Each of the four legacy modules exceeded\nthe 500-line-per-module cap, so each was split further by responsibility:\n\n- fea\n[…]\ntraction shapes/NaN\npolicy, seeded regime-detector stability, deterministic adaptive/online\nsignal series, and hand-computed ensemble weighting math.\n\nFull report: .superpowers/sdd/p6-task-6-report.md",
          "is_bot": false,
          "headline": "feat(backtesting): add ML strategies with seeded characterization tests",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T23:07:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7457cc275c21660166b08643f9eea0e7d885524a",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "style: ruff format task 4 test files",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T22:23:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2aee8b95bb9996d988c18726d0ecf8f8b80f2b30",
          "body": "…rowing\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(backtesting): read non-nullable entry_price directly for type nar…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T22:23:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cee8ae03e9af47bf1ed8768a5a7e5711f794acfe",
          "body": "Ports the alive core of VectorBTEngine (run_backtest, optimize_parameters\nwith its total_combos>100 grid chunking) into engine.py, and\nBacktestAnalyzer's grading/risk/trade analysis plus StrategyOptimizer's\nmonte_carlo_simulation into analysis.py -- both pure compute over typed\nTask 2 models, no fet\n[…]\nimize_parameters) so the engine never depends on the\nstill-unported strategies/templates.py. Characterization tests pin real\nrecorded metric/percentile values against a seeded synthetic OHLCV fixture.",
          "is_bot": false,
          "headline": "feat(backtesting): add pure engine core and analysis",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T22:21:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "15c905ae708444d2904508e2091cd0e724eaaff3",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "style: ruff format test_types.py",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T22:18:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c1df72f2c53160efa0a017108bb740c54826456c",
          "body": "Ports the five legacy backtesting tables (mcp_backtest_results,\nmcp_backtest_trades, mcp_optimization_results, mcp_walk_forward_tests,\nmcp_backtest_portfolios) as SQLAlchemy Core tables bound to this domain's\nown MetaData, plus the CRUD operations the 11 surviving backtesting tools\nneed (save backte\n[…]\naverick.platform.db seam.\n\nStructured as a store/ subpackage (mirroring strategies/) rather than a\nsingle module, since the full DDL + CRUD surface exceeds the repo's\n500-line-per-file structural cap.",
          "is_bot": false,
          "headline": "feat(backtesting): add result store on the platform db seam",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T21:51:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ead9414ae5836bd5f44037571745163bbc7b32cf",
          "body": "Fill in the Task 0 skeletons for maverick/backtesting/types.py and config.py: pydantic payload models for the 11 surviving backtesting tools' return shapes (ported from vectorbt_engine.py/analysis.py, not invented), and BacktestingSettings with env-backed initial_capital/fees/slippage plus the legacy optimize_parameters chunking/memory-chunk literals. Extends tests/backtesting/conftest.py with the reset_backtesting_settings fixture noted in Task 0.",
          "is_bot": false,
          "headline": "feat(backtesting): add payload types and settings",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T21:30:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab43750b858b69d1e6ba8bcbab0cb94753af6c19",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "chore: drop deleted test file from slow-marker allowlist",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T21:22:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e070d8fafee60570a1491c7f55b3d9fd1466b44b",
          "body": "…ager (zero live callers)\n\nGrep-verified zero live importers before deletion:\n- maverick_mcp/backtesting/model_manager.py (ModelManager, only user of\n  the undeclared joblib dep)\n- maverick_mcp/workflows/backtesting_workflow.py (BacktestingWorkflow)\n- maverick_mcp/workflows/agents/{market_analyzer,o\n[…]\nropped by exactly 36, matching the deleted\ntest files); make lint clean (12/12 import-linter contracts kept); ruff\nformat clean; ty check clean on maverick, maverick_mcp/services,\nmaverick_mcp/domain.",
          "is_bot": false,
          "headline": "refactor: delete dead intelligent-backtesting subsystem and model man…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T21:18:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "aae34ffcf92c0013b4f055032fbef61809dae1ac",
          "body": "…r contracts\n\nPorts Phase 6 Task 0: creates maverick/backtesting/ as a docstring-only\nskeleton (types -> config -> {store, engine, optimization, analysis,\nstrategies} -> service -> tools), mirroring the technical/portfolio/\nscreening domain templates. strategies/ is a data-tier sibling subpackage\n(b\n[…]\ng, since maverick_mcp/services/signals/\n{regime,conditions}.py import pandas_ta at module scope and sit inside\nthe strict zone.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(backtesting): add domain skeleton, [backtesting] extra, and laye…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T21:05:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1979f78c5043dcc3f72e43f27ae28cc06275d5a6",
          "body": "…ut scope)\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: record phase 5 final-review notes (volume float payloads, timeo…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T20:54:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "777a9e6a1df0b33c6ee7794e1e0bb0026f1e400e",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: add phase 6 execution plan (backtesting extra)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T20:52:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f9859be3d4dee805b75aa8df0a563cc59919614",
          "body": "Close out Phase 5: export the public maverick.technical surface via\n__init__.py (8 indicators, 8 analysis functions, TechnicalService, 8\npayload types, the settings accessor, configure/register) with an\nimport-from-package smoke test; record the QUALITY_SCORE grade and\nthree cutover-tracked tech-deb\n[…]\nurface, and the\nno-data-reads-as-bearish trend guard; move the exec plan to\ncompleted/ with the CATALOG/INDEX pointers updated.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: complete phase 5 (technical domain)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T20:43:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "14272264cbd91e8c3583dccaf0d6c30a8ff52998",
          "body": "Claude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "style: ruff format test_tools.py",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T20:33:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "07ecfa8b697897531f76ddcca1bbebcf95040f9e",
          "body": "Registers the four canonical technical tools: technical_get_rsi_analysis,\ntechnical_get_macd_analysis, technical_get_support_resistance, and\ntechnical_get_full_technical_analysis. All are honestly readOnlyHint\nTrue, follow the domain's configure(service)/_require_service() wiring\nseam, and return a \n[…]\nnal\nperiod/days parameters left None pass straight through to\nTechnicalService, which falls back to TechnicalSettings defaults.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(technical): add MCP tool layer",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T20:32:20Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3a655116753c75c69e368f0c93fc79d1aeaa4869",
          "body": "TechnicalService owns frame preparation: fetches OHLCV history from\nMarketDataService with a calendar-padded window (>= 400 days, mirroring\nscreening's warmup convention), computes every indicator via\nindicators.py, merges the results under the \"prepared DataFrame\" column\ncontract documented in anal\n[…]\nettings.analysis_timeout_seconds (default 25.0), with a\ntimeout translated into the same ValueError shape as every other guard.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(technical): add domain service",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T20:32:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "fe6942f36148cbeb6b45a57785a1b50fb95bb6f6",
          "body": "Port the legacy maverick_mcp.core.technical_analysis labeling logic\n(RSI/MACD/stochastic/bollinger/volume signal thresholds, the 0-7 trend\nscore, and the simple support/resistance algorithm) into\nmaverick/technical/analysis.py as pure functions over a \"prepared\"\nDataFrame plus TechnicalSettings. ana\n[…]\ntakes the typed TrendAnalysis directly and counts score >= 5 as\nbullish, score <= 2 as bearish, documented in the docstring and proven\nby a regression test that would fail against the legacy behavior.",
          "is_bot": false,
          "headline": "feat(technical): add analysis rubrics with fixed outlook trend handling",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T20:11:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "983b7c7a6d3279fb63bd0c25db7ab5344a133f72",
          "body": "The initial adx() golden depended on an environment quirk: pandas-ta's\nadx() does not forward its own talib=False to its internal ATR sub-call,\nso with the compiled TA-Lib package installed (as it is in this dev\nenvironment) that inner ATR silently used TA-Lib's classic Wilder seeding\ninstead of pan\n[…]\nTA-Lib\nseeding note.\n\n33/33 tests/technical/test_indicators.py pass at rtol=1e-9 with no other\nchanges needed to the test file.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix(technical): normalize adx golden to pandas-ta pure seeding",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:58:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f67648bf7c9e8fd1c36cb94a07a61cf8c1216400",
          "body": "Extend scripts/record_indicator_fixtures.py to also record pandas-ta's\nbbands(20, std=2.0), stoch(14/3/3), and adx(14) against the existing\nrandom-walk and constant fixtures (talib=False), additively (existing\nsma/ema/rsi/macd/atr entries are byte-identical after re-recording).\n\nImplement bollinger(\n[…]\nthe series; constant/degenerate series where the pandas-ta\nreference resolves a 0/0 division to a defined value) for all three.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(technical): add bollinger, stochastic, adx with goldens",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:58:39Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "64383081b9f4060845d325a379aa39be4d1e46af",
          "body": "Grep-verified zero live importers of technical_analysis_service.py,\ntechnical_indicators.py, and stock_analysis.py outside the deleted\nset (only maverick_mcp/domain/__init__.py re-exports and their own\ntest file referenced them). Deletes the three modules plus\ntests/domain/test_technical_analysis_se\n[…]\nf 13 matches the\ndeleted test file's test count); 4 skipped and 723 deselected\nunchanged in both runs. Full gate (lint, import-linter contracts,\nruff format --check, pyright, docs-check) passes clean.",
          "is_bot": false,
          "headline": "refactor: delete dead DDD technical slice (zero live callers)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:43:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9e4a40067385dadba3de0b88522483b65e70dabe",
          "body": "Nine pydantic models for the technical domain payload layer:\nRSIAnalysis, MACDAnalysis, StochasticAnalysis, BollingerAnalysis,\nVolumeAnalysis, TrendAnalysis, LevelsResult, and FullTechnicalAnalysis\n(composing the above). Bottom layer of maverick/technical -- imports\nnothing from this domain, per the import-linter layering contract.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(technical): add payload types",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:40:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8524b0da1065148a260e77d98411458b56962b20",
          "body": null,
          "is_bot": false,
          "headline": "feat(technical): add domain settings",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:37:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82b09aa580182387cabe906e586e6aa79ae1edc5",
          "body": "Adds docstring-only types.py, config.py, analysis.py, service.py, and\ntools.py beside the existing indicators.py, plus the technical layers\ncontract (tools -> service -> indicators|analysis -> config -> types).\n\nReworks the old blanket \"technical never imports domains\" forbidden\ncontract, which bann\n[…]\nmirroring how screening consumes it) but\nkeeps them forbidden from screening/portfolio. Screening's existing\ndependency on maverick.technical.indicators is unaffected; all prior\ncontracts remain kept.",
          "is_bot": false,
          "headline": "feat(technical): add domain skeleton and rework layer contracts",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:27:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "45cb626d87636dcb98cf12897cb7a168a10493f9",
          "body": "Three new golden indicators, pure analysis rubrics with the outlook trend\nbug fixed rather than ported, a service on the market-data seam, four\ncanonical tools, no chart rendering, and the dead DDD slice deleted.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: add phase 5 execution plan (technical domain completion)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:22:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8ac0c5b34b3c4e28fadc342e43189dc35f194bd",
          "body": "…res scale latency\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "chore(portfolio): drop unused price_lookback_days setting, note postg…",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:16:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87ac4af4db970bd49d8f54dcfd8f154462eee89d",
          "body": "The file was untracked when the tracked-files ruff format check gate ran\nlocally, so it slipped past that check; the CI whole-tree ruff format\ncheck caught it.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "fix: reformat tests/portfolio/test_analysis.py per ruff",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:06:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2cfce519c5180a0fe31b06909fe8e974d8975e34",
          "body": "Close out Phase 4: add edge-branch coverage for analysis.py private\nhelpers and an earliest-purchase-date assertion to the naive/aware\nservice regression; export the public maverick.portfolio surface via\n__init__.py; record the QUALITY_SCORE grade and three cutover-tracked\ntech-debt rows; append dec\n[…]\ns.py layer\nsplit and UTC purchase-date normalization; move the exec plan to\ncompleted/ with the CATALOG/INDEX pointers updated.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: complete phase 4 (portfolio domain)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T19:01:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1317783a5d0b6b0f70dbab18963a4bf20da24006",
          "body": "Adds seven portfolio_* tools (add_position, get_my_portfolio,\nremove_position, clear_portfolio requiring confirm=True,\nrisk_adjusted_analysis, compare_tickers, correlation_analysis) mirroring\nthe screening/market_data tools.py pattern: configure/_require_service\nseam, uniform portfolio_name paramete\n[…]\neadOnlyHint False\ndestructiveHint True idempotentHint True. Also registers the\nportfolio://my-holdings resource for AI context.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(portfolio): add MCP tool layer and resource",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T18:47:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "30a0e9bee1ead731fd4b24dd417c3938bfdbb6e9",
          "body": "Adds PortfolioService (CRUD composing the ledger + data.py in single\nsession_scope transactions; get_portfolio fetching live quotes per\nposition under Semaphore(4), a failed quote leaving that position's\nprice fields None without failing the read) plus a new analysis.py\nsibling module for the three \n[…]\nn the ledger's earliest-date-wins comparison. add_position\nnow normalizes purchase_date to UTC-aware before calling the ledger.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(portfolio): add domain service",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T18:46:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "81caa1bb2b133f33b677208c7e76b06c8ca25040",
          "body": "The PRAGMA foreign_keys=ON listener added in the portfolio persistence\ncommit was registered at the sqlalchemy.Engine CLASS level, so it fired\nfor every SQLite connection in the process, including legacy\nmaverick_mcp engines whose FK write paths were never audited for this\nbehavior change. Cross-cut\n[…]\nrick/portfolio/data.py no longer registers anything; its\npf_positions.portfolio_id ON DELETE CASCADE now depends on the platform\nlistener, which the existing cascade-delete test continues to exercise.",
          "is_bot": false,
          "headline": "fix(platform): scope sqlite fk enforcement to maverick-created engines",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T18:25:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "67796e6c262f87c943b404e732d3a637f2114838",
          "body": "Adds pf_portfolios/pf_positions tables and five storage functions\n(get_or_create_portfolio, read_positions, upsert_position,\ndelete_position, clear_positions) that store exactly what the ledger\ncomputed -- no math in this layer. Decimal columns round-trip via\nexplicit str-mediated Decimal(str(...)) \n[…]\nsince the\nscenario it exercises -- position_value's divide-by-zero safety -- is\nstill a real ledger-level guarantee worth testing even though it is no\nlonger reachable through validated construction).",
          "is_bot": false,
          "headline": "feat(portfolio): add persistence layer",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T18:17:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a10a8d7ac4bd7d15cbebb17724963f14cc1e7b8f",
          "body": "Ports the legacy Position/Portfolio dataclass math (average-cost\nformula, ROUND_HALF_UP quantization, earliest-date-wins,\npartial-sale-keeps-basis, zero-cost-safe percentages) onto four pure\nfunctions over PositionPayload: add_shares, remove_shares,\nposition_value, portfolio_metrics.",
          "is_bot": false,
          "headline": "feat(portfolio): add decimal position ledger",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T18:06:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a9d62df83b0c577120c32ca2ab79862df4914f4",
          "body": "maverick_mcp/tools/portfolio_manager.py was an unused in-memory/JSON-file\nportfolio duplicate with float math, superseded by maverick/portfolio/.\nZero live importers verified via grep. Cleaned the orphaned re-export in\nmaverick_mcp/tools/__init__.py and removed the module's import-side-effects\nsmoke-test line.",
          "is_bot": false,
          "headline": "refactor: delete dead portfolio_manager duplicate",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T17:58:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eff9cde4fec650329734ba207394028735d3a917",
          "body": null,
          "is_bot": false,
          "headline": "feat(portfolio): add payload types",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T17:56:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "740139c24f960c3821587d018d8b30b71e500bbb",
          "body": "Add PortfolioSettings with the ten fields from the Task 3 spec (three\nenv-backed via PF_DEFAULT_PORTFOLIO_NAME/PF_CORRELATION_DAYS/\nPF_RISK_ACCOUNT_SIZE, the rest static defaults), plus the\nget_portfolio_settings()/reset_portfolio_settings() singleton, mirroring\nthe screening and market_data config modules. TDD: tests written first\n(RED on missing PortfolioSettings), then implementation (GREEN).",
          "is_bot": false,
          "headline": "feat(portfolio): add domain settings",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T17:56:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7a1ea99e0bc76b7fad34caba3a7d043184140be",
          "body": "Mirrors the screening domain template: docstring-only tools -> service\n-> {data, ledger} -> config -> types skeleton, plus an import-linter\nlayers contract enforcing the forward-only ordering. Extends the\nplatform-independence and technical-independence forbidden contracts to\ncover the new portfolio domain.",
          "is_bot": false,
          "headline": "feat(portfolio): add domain skeleton with enforced layer contracts",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T17:46:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ded0848f7b5b0239d6175e988c5443c50997d79",
          "body": "Decimal position ledger ported from the tested domain layer, persistence,\nportfolio-aware analyses on the seam, and the seven canonical portfolio\ntools. Dead float-math duplicate deleted.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "docs: add phase 4 execution plan (portfolio domain)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T17:43:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dc6d543d0d22736dfdd43669ae2239622c4a4fc0",
          "body": "…symbol once per sweep",
          "is_bot": false,
          "headline": "fix(screening): guard snapshots against degraded runs and fetch each …",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T15:03:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1f4e2432996d03fa345f42a4d3fef1bfe144b87e",
          "body": "Closes out phase 3: exports maverick/screening's public API\n(ScreeningService, the four payload types, get_screening_settings,\nconfigure/register, and the three pure rubric functions) with __all__,\nsmoke-tested. Grades maverick/technical/ and maverick/screening/ A in\nQUALITY_SCORE.md and notes the p\n[…]\nning_run_screens' uniform results-map shape). Moves the phase 3\nplan to completed/ and updates its CATALOG/INDEX entries.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6\nEOF\n)",
          "is_bot": false,
          "headline": "docs: complete phase 3 (screening domain)",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T14:47:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4d8a6c596f891518d2eba97a5043c504530d8fa9",
          "body": "Six screening_-prefixed tools over ScreeningService, mirroring market_data's\ntools.py structure exactly: configure(service)/_require_service() module\nseam, try/except-wrapped handlers returning {\"status\": \"error\", \"error\":\n...} on any exception, success payloads as model_dump lists plus status and\nc\n[…]\nreen=None) recomputes one screen or all\nthree (readOnlyHint False, destructiveHint False, idempotentHint True); the\nother five are read-only queries.\n\nFlips Task 9's checkbox in the phase 3 exec plan.",
          "is_bot": false,
          "headline": "feat(screening): add MCP tool layer",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T14:35:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "03bb928e71c54e62b6d47321d3fb507da4dda838",
          "body": "ScreeningService composes MarketDataService price history with the pure\nscreens.py rubrics: run_screen/run_all_screens fetch each universe symbol's\nhistory (bounded by an asyncio.Semaphore(4), a generous 400-day window so\nsupply_demand's 221-bar sma200-rising check always has enough data, skip\nand l\n[…]\ned by a bare\nper-engine boolean, so a second domain's ensure_schema call on the same\nalready-seen engine silently skipped creating its own tables. Now\nmemoized per (engine, table names) instead.\nEOF\n)",
          "is_bot": false,
          "headline": "feat(screening): add domain service with compute and query",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T14:32:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "868847d8d5a9d7c375ab6b2d8261f5a8defd2539",
          "body": "Port the legacy Maverick bullish/bear/supply-demand scoring rubrics as\npure functions over maverick.technical indicators, with one shared\n_build_reason() helper replacing the three near-duplicate legacy\nreason generators. TDD: hand-crafted deterministic frames assert exact\ncombined_score values for each rubric branch, plus history-too-short\nand gate-failure None cases.\n\nClaude-Session: https://claude.ai/code/session_01DsvKJPoecUxCxHGmAaaAT6",
          "is_bot": false,
          "headline": "feat(screening): add pure screen rubrics",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T14:17:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4ddb22f67554e1ca2f19cc85d509377c89cae83c",
          "body": "…dates\n\nAdds a test mirroring read_top's two-date coverage: an older bullish\nsnapshot whose row would satisfy every criterion, and a newer one that\nalso does, asserting read_by_criteria returns only the newer date's row.\nVerified RED-worthy by temporarily dropping the date_analyzed predicate\nfrom read_by_criteria and confirming the test fails.",
          "is_bot": false,
          "headline": "test(screening): pin read_by_criteria latest-date scoping across two …",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T14:05:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f81116a0ca0c96f0a1899ab3b190e58815fac42b",
          "body": "Add maverick/screening/data.py: a single scr_results table (unique on\nscreen+symbol+date_analyzed, indexed on screen+date_analyzed+combined_score)\nreplacing the three near-identical legacy tables. Delete-then-insert\nreplace_screen_snapshot preserves legacy upsert-by-date semantics;\nread_top/read_lat\n[…]\nn tests/screening/test_data.py covering snapshot\nreplace-idempotence, top-N ordering/filters, criteria filtering, latest-all\nacross differing dates, empty states, and JSON/Decimal round-trip fidelity.",
          "is_bot": false,
          "headline": "feat(screening): add results persistence",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T14:05:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f656810e306f8b8838238952d23410602933f7ce",
          "body": "Add ScreeningResult, AllScreeningResults, ScreenRun, and\nScreeningCriteria pydantic models to the bottom layer of the\nscreening domain. screen is constrained to a Literal of\n\"bullish\" | \"bearish\" | \"supply_demand\".",
          "is_bot": false,
          "headline": "feat(screening): add payload types",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T13:52:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e866f4b3a456929e704011b94758d474a2ab2860",
          "body": "ScreeningSettings ports the legacy screening rubric thresholds (bullish/bear min score, min history days, universe cap) as env-backed fields via the platform env_int helper, plus static defaults for the volume/ATR/RSI multipliers and result limits. get_screening_settings()/reset_screening_settings() mirror the market_data config singleton pattern.",
          "is_bot": false,
          "headline": "feat(screening): add domain settings",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T13:51:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d5aa97c4e05bc77fa88bfadf2cf32bceb2d4d997",
          "body": "Mirrors the market_data domain template: docstring-only tools -> service\n-> {data, screens} -> config -> types skeleton, plus an import-linter\nlayers contract enforcing the forward-only ordering. Extends the\nplatform-independence and technical-independence forbidden contracts to\ncover the new screening domain.",
          "is_bot": false,
          "headline": "feat(screening): add domain skeleton with enforced layer contracts",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T13:43:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3791e8dc18395fff47613f683e62a8debb2093e1",
          "body": "Add maverick/technical/indicators.py: pure pandas/numpy sma, ema, rsi, macd, atr, derived term-for-term from pandas-ta's non-TA-Lib formulas. scripts/record_indicator_fixtures.py records the pandas-ta reference values once into tests/technical/fixtures/indicator_goldens.json (the only place pandas_t\n[…]\npy asserts allclose(rtol=1e-9) plus identical NaN positions against those goldens, with edge tests for insufficient history and constant series. Adds the technical-independence import-linter contract.",
          "is_bot": false,
          "headline": "feat(technical): add pure-python indicator core with pandas-ta goldens",
          "author_name": "Seth Hobson",
          "author_login": "wshobson",
          "committed_at": "2026-07-19T13:40:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        }
      ],
      "releases_count": 1,
      "commits_last_year": 475,
      "latest_release_at": "2026-07-20T08:35:57Z",
      "latest_release_tag": "v1.0.0",
      "releases_from_tags": false,
      "days_since_last_push": 7,
      "active_weeks_last_year": 28,
      "days_since_latest_release": 8,
      "mean_days_between_releases": null
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 100,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 155,
      "stars": 640,
      "watchers": 13,
      "fork_history": {
        "days": [
          {
            "date": "2025-08-24",
            "count": 1
          },
          {
            "date": "2025-08-25",
            "count": 1
          },
          {
            "date": "2025-08-26",
            "count": 1
          },
          {
            "date": "2025-08-27",
            "count": 1
          },
          {
            "date": "2025-08-28",
            "count": 1
          },
          {
            "date": "2025-08-29",
            "count": 1
          },
          {
            "date": "2025-08-30",
            "count": 2
          },
          {
            "date": "2025-09-01",
            "count": 1
          },
          {
            "date": "2025-09-04",
            "count": 2
          },
          {
            "date": "2025-09-06",
            "count": 1
          },
          {
            "date": "2025-09-10",
            "count": 1
          },
          {
            "date": "2025-09-13",
            "count": 1
          },
          {
            "date": "2025-09-18",
            "count": 1
          },
          {
            "date": "2025-09-20",
            "count": 1
          },
          {
            "date": "2025-09-24",
            "count": 1
          },
          {
            "date": "2025-09-29",
            "count": 1
          },
          {
            "date": "2025-10-03",
            "count": 1
          },
          {
            "date": "2025-10-06",
            "count": 1
          },
          {
            "date": "2025-10-09",
            "count": 1
          },
          {
            "date": "2025-10-10",
            "count": 2
          },
          {
            "date": "2025-10-11",
            "count": 1
          },
          {
            "date": "2025-10-13",
            "count": 2
          },
          {
            "date": "2025-10-14",
            "count": 1
          },
          {
            "date": "2025-10-15",
            "count": 1
          },
          {
            "date": "2025-10-19",
            "count": 2
          },
          {
            "date": "2025-10-22",
            "count": 1
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2025-10-26",
            "count": 1
          },
          {
            "date": "2025-10-28",
            "count": 1
          },
          {
            "date": "2025-10-29",
            "count": 1
          },
          {
            "date": "2025-10-30",
            "count": 1
          },
          {
            "date": "2025-11-01",
            "count": 1
          },
          {
            "date": "2025-11-03",
            "count": 2
          },
          {
            "date": "2025-11-04",
            "count": 1
          },
          {
            "date": "2025-11-06",
            "count": 1
          },
          {
            "date": "2025-11-07",
            "count": 1
          },
          {
            "date": "2025-11-08",
            "count": 1
          },
          {
            "date": "2025-11-18",
            "count": 1
          },
          {
            "date": "2025-11-19",
            "count": 2
          },
          {
            "date": "2025-11-22",
            "count": 2
          },
          {
            "date": "2025-11-30",
            "count": 1
          },
          {
            "date": "2025-12-01",
            "count": 1
          },
          {
            "date": "2025-12-02",
            "count": 1
          },
          {
            "date": "2025-12-11",
            "count": 1
          },
          {
            "date": "2025-12-15",
            "count": 1
          },
          {
            "date": "2025-12-16",
            "count": 1
          },
          {
            "date": "2025-12-18",
            "count": 2
          },
          {
            "date": "2025-12-24",
            "count": 1
          },
          {
            "date": "2025-12-25",
            "count": 1
          },
          {
            "date": "2025-12-27",
            "count": 1
          },
          {
            "date": "2025-12-29",
            "count": 1
          },
          {
            "date": "2026-01-03",
            "count": 2
          },
          {
            "date": "2026-01-05",
            "count": 1
          },
          {
            "date": "2026-01-09",
            "count": 1
          },
          {
            "date": "2026-01-12",
            "count": 1
          },
          {
            "date": "2026-01-13",
            "count": 4
          },
          {
            "date": "2026-01-14",
            "count": 1
          },
          {
            "date": "2026-01-15",
            "count": 1
          },
          {
            "date": "2026-01-17",
            "count": 1
          },
          {
            "date": "2026-01-19",
            "count": 1
          },
          {
            "date": "2026-01-23",
            "count": 1
          },
          {
            "date": "2026-01-24",
            "count": 2
          },
          {
            "date": "2026-02-01",
            "count": 1
          },
          {
            "date": "2026-02-03",
            "count": 1
          },
          {
            "date": "2026-02-05",
            "count": 2
          },
          {
            "date": "2026-02-07",
            "count": 2
          },
          {
            "date": "2026-02-11",
            "count": 2
          },
          {
            "date": "2026-02-12",
            "count": 3
          },
          {
            "date": "2026-02-14",
            "count": 1
          },
          {
            "date": "2026-02-18",
            "count": 1
          },
          {
            "date": "2026-02-21",
            "count": 1
          },
          {
            "date": "2026-02-22",
            "count": 1
          },
          {
            "date": "2026-02-23",
            "count": 1
          },
          {
            "date": "2026-03-01",
            "count": 1
          },
          {
            "date": "2026-03-03",
            "count": 2
          },
          {
            "date": "2026-03-05",
            "count": 1
          },
          {
            "date": "2026-03-08",
            "count": 2
          },
          {
            "date": "2026-03-09",
            "count": 1
          },
          {
            "date": "2026-03-10",
            "count": 1
          },
          {
            "date": "2026-03-13",
            "count": 1
          },
          {
            "date": "2026-03-19",
            "count": 1
          },
          {
            "date": "2026-03-20",
            "count": 1
          },
          {
            "date": "2026-03-21",
            "count": 1
          },
          {
            "date": "2026-03-22",
            "count": 1
          },
          {
            "date": "2026-03-23",
            "count": 1
          },
          {
            "date": "2026-03-24",
            "count": 1
          },
          {
            "date": "2026-03-28",
            "count": 1
          },
          {
            "date": "2026-03-31",
            "count": 1
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-03",
            "count": 1
          },
          {
            "date": "2026-04-04",
            "count": 1
          },
          {
            "date": "2026-04-06",
            "count": 2
          },
          {
            "date": "2026-04-10",
            "count": 1
          },
          {
            "date": "2026-04-15",
            "count": 4
          },
          {
            "date": "2026-04-18",
            "count": 2
          },
          {
            "date": "2026-04-19",
            "count": 2
          },
          {
            "date": "2026-04-27",
            "count": 1
          },
          {
            "date": "2026-04-28",
            "count": 1
          },
          {
            "date": "2026-05-01",
            "count": 1
          },
          {
            "date": "2026-05-11",
            "count": 1
          },
          {
            "date": "2026-05-13",
            "count": 2
          },
          {
            "date": "2026-05-15",
            "count": 1
          },
          {
            "date": "2026-05-20",
            "count": 1
          },
          {
            "date": "2026-05-28",
            "count": 2
          },
          {
            "date": "2026-05-29",
            "count": 1
          },
          {
            "date": "2026-06-01",
            "count": 1
          },
          {
            "date": "2026-06-07",
            "count": 1
          },
          {
            "date": "2026-06-10",
            "count": 1
          },
          {
            "date": "2026-06-11",
            "count": 1
          },
          {
            "date": "2026-06-13",
            "count": 1
          },
          {
            "date": "2026-06-17",
            "count": 1
          },
          {
            "date": "2026-06-19",
            "count": 1
          },
          {
            "date": "2026-06-20",
            "count": 1
          },
          {
            "date": "2026-06-23",
            "count": 1
          },
          {
            "date": "2026-06-26",
            "count": 1
          },
          {
            "date": "2026-07-01",
            "count": 1
          },
          {
            "date": "2026-07-04",
            "count": 1
          },
          {
            "date": "2026-07-08",
            "count": 1
          },
          {
            "date": "2026-07-09",
            "count": 1
          },
          {
            "date": "2026-07-15",
            "count": 1
          },
          {
            "date": "2026-07-19",
            "count": 2
          },
          {
            "date": "2026-07-26",
            "count": 1
          },
          {
            "date": "2026-07-27",
            "count": 2
          }
        ],
        "complete": true,
        "collected": 154,
        "total_forks": 155
      },
      "star_history": null,
      "open_issues_and_prs": 12
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [
        "Makefile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "maverick/py.typed",
        "pyrightconfig.json"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 48923,
      "source_files_sampled": 190,
      "oversized_source_files": 0,
      "agent_instruction_files": [
        "AGENTS.md",
        "CLAUDE.md",
        "GEMINI.md"
      ],
      "agent_instruction_max_bytes": 5027
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "repository_graph",
        "source": "osv",
        "findings": [
          {
            "name": "chromadb",
            "direct": false,
            "version": "1.5.9",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.8,
            "advisory_ids": [
              "GHSA-f4j7-r4q5-qw2c",
              "PYSEC-2026-311"
            ],
            "fixed_version": null,
            "advisory_count": 2,
            "oldest_advisory_days": 70
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "severity": "critical",
            "ecosystem": "pypi",
            "cvss_score": 9.1,
            "advisory_ids": [
              "GHSA-45hq-cxwh-f6vc",
              "GHSA-4x4j-2g7c-83w6",
              "GHSA-5x94-69rx-g8h2",
              "GHSA-62p4-gmf7-7g93",
              "GHSA-6r8x-57c9-28j4",
              "GHSA-8v84-f9pq-wr9x",
              "GHSA-9hw9-ch79-4vh6",
              "GHSA-fj7v-r99m-22gq",
              "GHSA-jjj6-mw9f-p565",
              "GHSA-pg7v-jwj7-p798"
            ],
            "fixed_version": "12.3.0",
            "advisory_count": 26,
            "oldest_advisory_days": 21
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.0",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-2fqr-mr3j-6wp8",
              "GHSA-4fvr-rgm6-gqmc",
              "GHSA-4m7w-qmgq-4wj5",
              "GHSA-63hw-fmq6-xxg2",
              "GHSA-9x8q-7h8h-wcw9",
              "GHSA-g3cq-j2xw-wf74",
              "GHSA-hpj7-wq8m-9hgp",
              "GHSA-xcgm-r5h9-7989",
              "PYSEC-2026-2107",
              "PYSEC-2026-2108"
            ],
            "fixed_version": "3.14.1",
            "advisory_count": 16,
            "oldest_advisory_days": 42
          },
          {
            "name": "nltk",
            "direct": false,
            "version": "3.9.4",
            "severity": "high",
            "ecosystem": "pypi",
            "cvss_score": 7.5,
            "advisory_ids": [
              "GHSA-p4gq-832x-fm9v",
              "PYSEC-2026-2078",
              "PYSEC-2026-597"
            ],
            "fixed_version": "3.10.0",
            "advisory_count": 3,
            "oldest_advisory_days": 42
          }
        ],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {
          "high": 2,
          "critical": 2
        },
        "advisory_count": 47,
        "affected_count": 4,
        "assessed_count": 253,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "fastmcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.3.1"
        },
        {
          "name": "mcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.28.1"
        },
        {
          "name": "uvicorn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.48.0"
        },
        {
          "name": "python-multipart",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.0.31"
        },
        {
          "name": "aiofiles",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=25.1.0"
        },
        {
          "name": "httpx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.28.1"
        },
        {
          "name": "python-dotenv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2.2"
        },
        {
          "name": "anthropic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.104.1"
        },
        {
          "name": "openai",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.38.0"
        },
        {
          "name": "sqlalchemy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.50"
        },
        {
          "name": "psycopg2-binary",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.9.12"
        },
        {
          "name": "aiosqlite",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.22.1"
        },
        {
          "name": "asyncpg",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.31.0"
        },
        {
          "name": "greenlet",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.5.1"
        },
        {
          "name": "redis",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=7.4.0"
        },
        {
          "name": "hiredis",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.3.1"
        },
        {
          "name": "msgpack",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2.1"
        },
        {
          "name": "certifi",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2026.5.20"
        },
        {
          "name": "numpy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.2.6"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.3.3"
        },
        {
          "name": "yfinance",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.4.0"
        },
        {
          "name": "finvizfinance",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.3.0"
        },
        {
          "name": "pytz",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2026.2"
        },
        {
          "name": "cryptography",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=48.0.1"
        },
        {
          "name": "psutil",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=7.2.2"
        },
        {
          "name": "pandas-market-calendars",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.4.0"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "aiofiles",
            "direct": true,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosqlite",
            "direct": true,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "anthropic",
            "direct": true,
            "version": "0.104.1",
            "ecosystem": "pypi"
          },
          {
            "name": "asyncpg",
            "direct": true,
            "version": "0.31.0",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": true,
            "version": "2026.5.20",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": true,
            "version": "48.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp",
            "direct": true,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "finvizfinance",
            "direct": true,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": true,
            "version": "3.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "hiredis",
            "direct": true,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": true,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": true,
            "version": "1.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "msgpack",
            "direct": true,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.2.6",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": true,
            "version": "2.38.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-market-calendars",
            "direct": true,
            "version": "5.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": true,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg2-binary",
            "direct": true,
            "version": "2.9.12",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": true,
            "version": "0.0.31",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": true,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "redis",
            "direct": true,
            "version": "7.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": true,
            "version": "2.0.50",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": true,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yfinance",
            "direct": true,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofile",
            "direct": false,
            "version": "3.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.6.2",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anywidget",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "authlib",
            "direct": false,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "backoff",
            "direct": false,
            "version": "1.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "bandit",
            "direct": false,
            "version": "1.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "bcrypt",
            "direct": false,
            "version": "5.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.22.9",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "build",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "caio",
            "direct": false,
            "version": "0.9.25",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "chromadb",
            "direct": false,
            "version": "1.5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "curl-cffi",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cyclopts",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dateparser",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "dill",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docker",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dparse",
            "direct": false,
            "version": "0.6.4",
            "ecosystem": "pypi"
          },
          {
            "name": "durationpy",
            "direct": false,
            "version": "0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exa-py",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "exchange-calendars",
            "direct": false,
            "version": "4.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp-slim",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.0",
            "ecosystem": "pypi"
          },
          {
            "name": "flatbuffers",
            "direct": false,
            "version": "25.12.19",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.63.0",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "griffelib",
            "direct": false,
            "version": "2.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "grimp",
            "direct": false,
            "version": "3.15",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.80.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httptools",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.16",
            "ecosystem": "pypi"
          },
          {
            "name": "imageio",
            "direct": false,
            "version": "2.37.3",
            "ecosystem": "pypi"
          },
          {
            "name": "import-linter",
            "direct": false,
            "version": "2.13",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-classes",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-context",
            "direct": false,
            "version": "6.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jaraco-functools",
            "direct": false,
            "version": "4.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jeepney",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "joserfc",
            "direct": false,
            "version": "1.6.8",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": "1.33",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonref",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-path",
            "direct": false,
            "version": "0.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "keyring",
            "direct": false,
            "version": "25.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "korean-lunar-calendar",
            "direct": false,
            "version": "0.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "kubernetes",
            "direct": false,
            "version": "36.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain",
            "direct": false,
            "version": "1.3.9",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-anthropic",
            "direct": false,
            "version": "1.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-classic",
            "direct": false,
            "version": "1.0.7",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-community",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-core",
            "direct": false,
            "version": "1.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-openai",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-protocol",
            "direct": false,
            "version": "0.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "langchain-text-splitters",
            "direct": false,
            "version": "1.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph",
            "direct": false,
            "version": "1.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph-checkpoint",
            "direct": false,
            "version": "4.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph-prebuilt",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langgraph-sdk",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "langsmith",
            "direct": false,
            "version": "0.8.18",
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lxml",
            "direct": false,
            "version": "6.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.9",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "maverick-mcp-server",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mmh3",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "more-itertools",
            "direct": false,
            "version": "11.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multitasking",
            "direct": false,
            "version": "0.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy-extensions",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": false,
            "version": "3.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.61.2",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": "1.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openapi-pydantic",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-grpc",
            "direct": false,
            "version": "1.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "ormsgpack",
            "direct": false,
            "version": "1.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "overrides",
            "direct": false,
            "version": "7.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-ta",
            "direct": false,
            "version": "0.4.71b0",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pathable",
            "direct": false,
            "version": "0.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "peewee",
            "direct": false,
            "version": "4.0.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.9.6",
            "ecosystem": "pypi"
          },
          {
            "name": "plotly",
            "direct": false,
            "version": "6.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "psygnal",
            "direct": false,
            "version": "0.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "py-key-value-aio",
            "direct": false,
            "version": "0.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pybase64",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyluach",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyperclip",
            "direct": false,
            "version": "1.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pypika",
            "direct": false,
            "version": "0.51.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproject-hooks",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyright",
            "direct": false,
            "version": "1.1.409",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32-ctypes",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-toolbelt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-rst",
            "direct": false,
            "version": "2.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ruamel-yaml",
            "direct": false,
            "version": "0.19.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.14",
            "ecosystem": "pypi"
          },
          {
            "name": "safety",
            "direct": false,
            "version": "3.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "safety-schemas",
            "direct": false,
            "version": "0.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "schedule",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "secretstorage",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "stevedore",
            "direct": false,
            "version": "5.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "testcontainers",
            "direct": false,
            "version": "4.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toolz",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.3",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ty",
            "direct": false,
            "version": "0.0.43",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "types-pytz",
            "direct": false,
            "version": "2026.2.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "types-requests",
            "direct": false,
            "version": "2.33.0.20260518",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzlocal",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uncalled-for",
            "direct": false,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uuid-utils",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvloop",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "vcrpy",
            "direct": false,
            "version": "8.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "vectorbt",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "xxhash",
            "direct": false,
            "version": "3.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "zstandard",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 253,
        "direct_count": 26,
        "indirect_count": 227
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 8,
        "merged_prs": 163,
        "open_issues": 4,
        "closed_ratio": 0.8,
        "closed_issues": 16,
        "closed_unmerged_prs": 22
      },
      "bus_factor": 1,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "wshobson",
          "commits": 300,
          "avatar_url": "https://avatars.githubusercontent.com/u/553618?v=4"
        },
        {
          "type": "User",
          "login": "claude",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/81847?v=4"
        },
        {
          "type": "User",
          "login": "alexander-schneider",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/33292100?v=4"
        },
        {
          "type": "User",
          "login": "theishangoswami",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/26306586?v=4"
        },
        {
          "type": "User",
          "login": "lwsinclair",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/2829939?v=4"
        },
        {
          "type": "User",
          "login": "Rishi5377",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/139863711?v=4"
        },
        {
          "type": "User",
          "login": "SuchonC",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/54425973?v=4"
        },
        {
          "type": "User",
          "login": "vldgrch",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/200945616?v=4"
        },
        {
          "type": "User",
          "login": "BobDenar1212",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/31540299?v=4"
        },
        {
          "type": "User",
          "login": "fudujiji",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/58880088?v=4"
        }
      ],
      "contributors_sampled": 11,
      "top_contributor_share": 0.965
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "claude-code-review.yml",
        "claude.yml",
        "publish.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": null,
            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 5,
            "reason": "dependency not pinned by hash detected -- score normalized to 5",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "24 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "b6379894880a91604f280abb13fed985fdad7ef3",
        "ran_at": "2026-07-28T17:25:40Z",
        "aggregate_score": 4.5,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-27T10:33:27Z",
      "oldest_open_prs": [
        {
          "number": 132,
          "created_at": "2026-04-03T21:04:01Z",
          "last_comment_at": "2026-07-18T22:10:05Z",
          "last_comment_author": "wshobson"
        },
        {
          "number": 211,
          "created_at": "2026-07-18T21:58:00Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 213,
          "created_at": "2026-07-20T20:34:41Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 214,
          "created_at": "2026-07-20T20:34:55Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 215,
          "created_at": "2026-07-20T20:35:16Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 216,
          "created_at": "2026-07-20T20:35:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 217,
          "created_at": "2026-07-21T10:16:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 219,
          "created_at": "2026-07-27T10:33:06Z",
          "last_comment_at": "2026-07-27T10:33:23Z",
          "last_comment_author": "coderabbitai"
        }
      ],
      "last_merged_pr_at": "2026-07-18T22:09:44Z",
      "ci_last_conclusion": "SKIPPED",
      "oldest_open_issues": [
        {
          "number": 186,
          "created_at": "2026-05-26T06:15:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 187,
          "created_at": "2026-05-26T07:02:34Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 189,
          "created_at": "2026-05-26T07:10:55Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 218,
          "created_at": "2026-07-25T13:17:54Z",
          "last_comment_at": "2026-07-25T13:18:06Z",
          "last_comment_author": "coderabbitai"
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/wshobson/maverick-mcp",
    "host": "github.com",
    "name": "maverick-mcp",
    "owner": "wshobson"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 69,
      "inputs": {
        "security": 56,
        "vitality": 80,
        "community": 80,
        "governance": 55,
        "engineering": 76
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 80,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 83,
            "inputs": {
              "commits_last_year": 475,
              "human_commit_share": 1,
              "days_since_last_push": 7,
              "active_weeks_last_year": 28
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "28/52 weeks with commits",
                "points": 19.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 28
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "475 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 475
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "good",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "releases_count": 1,
              "latest_release_tag": "v1.0.0",
              "releases_from_tags": false,
              "days_since_latest_release": 8,
              "mean_days_between_releases": null
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "1 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 8 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "cadence unknown (single release)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "release_cadence_unknown",
                    "params": {}
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 8,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 8 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "good",
        "name": "Community & Adoption",
        "value": 80,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "good",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "forks": 155,
              "stars": 640,
              "watchers": 13,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "640 stars",
                "points": 45.5,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 640
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "155 forks",
                "points": 18.2,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 155
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "13 watchers",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 13
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 55,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 29,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 11,
              "top_contributor_share": 0.965
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 96% of commits",
                "points": 0.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 96
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "11 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "merged_prs": 163,
              "open_issues": 4,
              "closed_issues": 16,
              "issue_closed_ratio": 0.8,
              "closed_unmerged_prs": 22
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "80% of issues closed",
                "points": 37.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 80
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "163/185 decided PRs merged",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 163,
                      "decided": 185
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 71,
            "inputs": {
              "followers": 2107,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "wshobson",
              "public_repos": 34,
              "account_age_days": 5679
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "2,107 followers of wshobson",
                "points": 23.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 2107,
                      "login": "wshobson"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "34 public repos, account ~15 yr old",
                "points": 23.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 34
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 15
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "anthropic",
                "artificial-intelligence",
                "claude",
                "equities",
                "finance",
                "financial-analysis",
                "fintech",
                "investing",
                "mcp",
                "mcp-server",
                "pandas",
                "python",
                "technical-analysis",
                "tiingo",
                "tiingo-api",
                "trading",
                "fastmcp",
                "mcp-servers",
                "stock-market",
                "stocks"
              ],
              "has_wiki": true,
              "homepage": "https://sethhobson.com",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://sethhobson.com",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "20 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 56,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 45,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.5
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 2.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "24 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 253 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 253
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 47,
              "affected_packages": 4,
              "assessed_packages": 253,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 2, high 2",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 253,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 7
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 69,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md",
                "GEMINI.md"
              ],
              "agent_instruction_max_bytes": 5027
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, GEMINI.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, GEMINI.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "maverick/py.typed",
                "pyrightconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "maverick/py.typed, pyrightconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "maverick/py.typed, pyrightconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 5",
                "points": 5,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 48923,
              "source_files_sampled": 190,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (maverick/py.typed, pyrightconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "maverick/py.typed, pyrightconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/190 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 190,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'maverick-mcp-server' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T17:25:50.783054Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/wshobson/maverick-mcp.svg",
  "full_name": "wshobson/maverick-mcp",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics.