Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-30 22:22 UTC

alpacahq / alpaca-py

The Official Python SDK for Alpaca API

PythonApache-2.0★ 1,440 stars⑂ 381 forkssince Feb 2022View on GitHub ↗

alpacahq/alpaca-py holds a health index of 81 out of 100, placing it in the Good band. It scores highest on Engineering Quality (96/100) and lowest on AI Readiness (63/100). It was last updated today. A single contributor accounts for most of its recent work.

81
overall / 100
Good

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.

81
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

AlpacaOrganization
1,543 followers93 public repossince Jul 2017

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIalpaca-py0.43.51,892,6819528 days ago

Metrics by category

Vitality

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

83Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
11.1/36Commit cadence — 16/52 weeks with commits
15.1/18Commit volume — 47 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_year47
human_commit_share0.73
days_since_last_push0
active_weeks_last_year16

Release discipline

100Excellent
How it's scored
27/27Ships releases — 87 releases published
36/36Release recency — latest release 28 days ago
27/27Release cadence — a release every ~40.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count87
latest_release_tagv0.43.5
releases_from_tagsno
days_since_latest_release28
mean_days_between_releases40.7
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

82Good · 18% of overall
How it's scored
51.2/60Stars — 1,440 stars
21.5/25Forks — 381 forks
9.7/15Watchers — 57 watchers
Inputs used
forks381
stars1,440
watchers57
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
How it's scored
80/80Monthly downloads — 1,892,681 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesalpaca-py
dependents
ecosystemspypi
total_downloads
monthly_downloads1,892,681
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

72Good · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10.1/22.5Commit distribution — top contributor authored 55% of commits
13.5/13.5Contributor breadth — 52 contributors
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled52
top_contributor_share0.551
How it's scored
33.8/46.8Issue resolution — 72% of issues closed
31.2/38.3PR acceptance — 351/430 decided PRs merged
12/15OpenSSF Scorecard: Code-Review — Found 6/7 approved changesets -- score normalized to 8
Inputs used
merged_prs351
open_issues77
closed_issues202
issue_closed_ratio0.724
closed_unmerged_prs79
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
22.9/25Owner reach — 1,543 followers of alpacahq
25/25Track record — 93 public repos, account ~9 yr old
Inputs used
followers1,543
owner_typeOrganization
is_verified
owner_loginalpacahq
public_repos93
account_age_days3,293
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 28 days ago
20/20Version history — 95 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesalpaca-py
ecosystemspypi
any_deprecatedno
min_days_since_publish28

Engineering Quality

Are baseline engineering and documentation practices in place?

96Excellent · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://alpaca.markets/sdks/python/getting_started.html
10/10Repository description
10/10Topics — 15 topics
10/10Wiki
Inputs used
topicsalgorithmic-trading, brokerage, crypto, finance, market-data, python, trading, alpaca, alpaca-api, equities, options, quant, stock-trading, quantitative-finance, algotrading
has_wikiyes
homepagehttps://alpaca.markets/sdks/python/getting_started.html
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

74Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6/7.5Code-Review — Found 6/7 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 5 contributing companies or organizations
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
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool is not run on all commits -- score normalized to 9
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate6.7
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages18
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:alpaca-py@0.43.5 runtime dependency closure — what installing the published package pulls in — 18 packages. 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.

63Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 70 of 73 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.959
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — Makefile, docs/Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — alpaca/py.typed
10/10Reproducible environment — Dockerfile, lockfile
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 27 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, poetry.lock, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesMakefile, docs/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsalpaca/py.typed
agent_commit_share0.01
toolchain_manifests
dependency_bot_commit_share0.27
How it's scored
27/45Type-checkable code — Python with type-check config (alpaca/py.typed)
54.5/55Manageable file sizes — 1/102 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes80,742
source_files_sampled102
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files

Key facts

1,440GitHub stars
52contributors
47commits, last 12 months
0days since last push
87releases
1bus factor
77open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 381 ⇿
0Stars
381Forks
85Releases

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.

010020030040038062022-052024-062026-07
Major 0Minor 41Patch 44

Each point covers 4 days.

OpenSSF Scorecard 6.7 / 10
6.7aggregate

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 · 2026-07-30 22:21 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 6/7 approved changesets -- score normalized to 8
10Contributorsproject has 5 contributing companies or organizations
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
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool is not run on all commits -- score normalized to 9
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities12 existing vulnerabilities detected
Direct dependencies 7
RegistryPackageVersion constraintManifest
PyPIrequests^2.30.0pyproject.toml
PyPIpydantic^2.0.3pyproject.toml
PyPIpandas>=1.5.3pyproject.toml
PyPImsgpack^1.0.3pyproject.toml
PyPIwebsockets>=10.4pyproject.toml
PyPIsseclient-py^1.7.2pyproject.toml
PyPIpytz>=2020.1pyproject.toml
All dependencies 175

Full resolved dependency set from the GitHub dependency graph: 20 direct and 155 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPImsgpackdirect
PyPImsgpack1.0.8direct
PyPImsgpack1.2.1direct
PyPIpandasdirect
PyPIpandas2.3.3direct
PyPIpandas3.0.1direct
PyPIpydanticdirect
PyPIpydantic2.12.5direct
PyPIpydantic2.13.4direct
PyPIpytzdirect
PyPIpytz2026.1.post1direct
PyPIpytz2026.3.post1direct
PyPIrequestsdirect
PyPIrequests2.33.0direct
PyPIrequests2.34.2direct
PyPIsseclient-pydirect
PyPIsseclient-py1.9.0direct
PyPIwebsocketsdirect
PyPIwebsockets12.0direct
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npmagent-base6.0.2indirect
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npmaxios1.18.1indirect
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npmdunder-proto1.0.1indirect
npmes-define-property1.0.1indirect
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npmes-set-tostringtag2.1.0indirect
npmfollow-redirects1.16.0indirect
npmform-data4.0.6indirect
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npmhas-symbols1.1.0indirect
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npmlru-cache11.2.7indirect
npmmath-intrinsics1.1.0indirect
npmmime-db1.52.0indirect
npmmime-types2.1.35indirect
npmminimatch10.2.4indirect
npmminipass7.1.3indirect
npmms2.1.3indirect
npmpackage-json-from-dist1.0.1indirect
npmpath-scurry2.0.2indirect
npmproxy-from-env2.1.0indirect
npmrimraf6.1.3indirect
npmsax1.6.0indirect
npmserverless4.33.0indirect
npmtunnel0.0.6indirect
npmxml2js0.6.2indirect
npmxmlbuilder11.0.1indirect
PyPIalabaster0.7.16indirect
PyPIalgo-trading-alpaca0.1.0indirect
PyPIalpaca-pyindirect
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PyPIannotated-types0.6.0indirect
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Dependency advisories 0

Installing pypi:alpaca-py@0.43.5 pulls in 18 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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": [
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        "algotrading"
      ],
      "is_fork": false,
      "size_kb": 3277,
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        "Dockerfile": 694
      },
      "pushed_at": "2026-07-30T12:52:53Z",
      "created_at": "2022-02-19T23:10:34Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-30T17:45:33Z",
      "description": "The Official Python SDK for Alpaca API",
      "is_archived": false,
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      "license_spdx": "Apache-2.0",
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    "owner": {
      "blog": "https://alpaca.markets/",
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      "company": null,
      "location": "United States of America",
      "followers": 1543,
      "avatar_url": "https://avatars.githubusercontent.com/u/30398729?v=4",
      "created_at": "2017-07-24T03:55:24Z",
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    "license": {
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    "activity": {
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        {
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          "kind": "patch",
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        },
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          "kind": "patch",
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          "kind": "patch",
          "published_at": "2025-11-04T06:13:50Z"
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          "kind": "patch",
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        {
          "tag": "v0.43.0",
          "kind": "minor",
          "published_at": "2025-10-18T23:44:57Z"
        },
        {
          "tag": "v0.42.2",
          "kind": "patch",
          "published_at": "2025-09-26T16:13:20Z"
        },
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          "tag": "v0.42.1",
          "kind": "patch",
          "published_at": "2025-08-29T18:39:57Z"
        },
        {
          "tag": "v0.42.0",
          "kind": "minor",
          "published_at": "2025-07-04T15:31:11Z"
        },
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          "tag": "v0.41.0",
          "kind": "minor",
          "published_at": "2025-07-01T10:56:25Z"
        },
        {
          "tag": "v0.40.2",
          "kind": "patch",
          "published_at": "2025-06-27T06:42:02Z"
        },
        {
          "tag": "v0.40.1",
          "kind": "patch",
          "published_at": "2025-05-16T10:11:16Z"
        },
        {
          "tag": "v0.40.0",
          "kind": "minor",
          "published_at": "2025-04-28T05:19:20Z"
        },
        {
          "tag": "v0.39.4",
          "kind": "patch",
          "published_at": "2025-04-17T03:51:02Z"
        },
        {
          "tag": "v0.39.3",
          "kind": "patch",
          "published_at": "2025-04-14T04:24:46Z"
        },
        {
          "tag": "v0.39.2",
          "kind": "patch",
          "published_at": "2025-04-12T09:54:01Z"
        },
        {
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          "is_bot": false,
          "headline": "Configure Dependabot for multiple package ecosystems",
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          "body": "Add OrderRequest validation for required and unsupported price fields so invalid\nlimit, stop, stop-limit, trailing-stop, mleg, bracket, oco, and oto combinations\nfail before submission.\n\nThis aligns SDK behavior with Trading API validation and fixes #627.",
          "is_bot": false,
          "headline": "fix(trading): validate order price requirements client-side (#691)",
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          "is_bot": false,
          "headline": "fix: Limit GitHub Actions token permissions (#689)",
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          "headline": "chore(deps-dev): bump form-data (#685)",
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          "headline": "chore(deps-dev): bump axios (#683)",
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          "body": "Added migration guideline to move from the deprecated [alpaca-trade-api-python](https://github.com/alpacahq/alpaca-trade-api-python) to `alpaca-py`",
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          "headline": "feat: Add migration guidelines (#688)",
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          "body": "* examples: add LBR Anti-Setup algo trading bot\n\nAdds a production-ready implementation of Linda Raschke's LBR 3/10\nAnti-Setup strategy for the Magnificent 7 stocks using AWS Lambda and\nAlpaca's Trading API, including:\n- Serverless deployment via AWS Lambda + EventBridge (9:30 AM ET daily)\n- MACD/AD\n[…]\nchanges verified against current code; callers already safely handle None returns and graceful degradation.\n\n* fix: address LBR bot review feedback\n\n* fix: address additional LBR bot review feedback 2",
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          "headline": "examples: add LBR Anti-Setup algo trading bot for Magnificent 7 (#665)",
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          "headline": "fix: add missing \"other\" value to DocumentType enum (#667)",
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          "headline": "Add missing pytz dependency (#653)",
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        {
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          "body": "* fix: show NewsSet data in repr\n\nEnsure NewsSet notebook display uses serialized data and next_page_token.\n\n* fix: type NewsSet data for repr\n\nAlign NewsSet data typing with other *Set models so serialization\nshows nested news fields without custom repr.\n\nMade-with: Cursor\n\n* style: apply Black formatting to news.py\n\nMade-with: Cursor",
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          "headline": "fix: show NewsSet data in repr (#660)",
          "author_name": "Satoshi Ido",
          "author_login": "idsts2670",
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          "headline": "chore: add Alex into codeowner (#639)",
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          "headline": "Update TaxIdType in enums.py (#636)",
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          "author_login": "chrisjtraver",
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          "headline": "chore(deps-dev): bump jinja2 from 3.1.4 to 3.1.5 (#543)",
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          "headline": "fix: sert position_intent optional (#541)",
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          "headline": "feat: add PENDING_NEW trade event to TradeEvent enum (#542)",
          "author_name": "Adam Lineberry",
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              "total_downloads": null,
              "monthly_downloads": 1892681
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,892,681 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
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                      "count": 1892681,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 80
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              {
                "key": "registry_dependents",
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                "points": 0,
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 72,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 1,
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              "top_contributor_share": 0.551
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            "components": [
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                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 55% of commits",
                "points": 10.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 55
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                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "52 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 52
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "merged_prs": 351,
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              "closed_issues": 202,
              "issue_closed_ratio": 0.724,
              "closed_unmerged_prs": 79
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "72% of issues closed",
                "points": 33.8,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 72
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "351/430 decided PRs merged",
                "points": 31.2,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                      "merged": 351,
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 78,
            "inputs": {
              "followers": 1543,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "alpacahq",
              "public_repos": 93,
              "account_age_days": 3293
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            "components": [
              {
                "key": "ownership_backing",
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                "detail": "organization-owned",
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                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,543 followers of alpacahq",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1543,
                      "login": "alpacahq"
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                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "93 public repos, account ~9 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 93
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 9
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "alpaca-py"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 28
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 28 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 28
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "95 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 95
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 96,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "algorithmic-trading",
                "brokerage",
                "crypto",
                "finance",
                "market-data",
                "python",
                "trading",
                "alpaca",
                "alpaca-api",
                "equities",
                "options",
                "quant",
                "stock-trading",
                "quantitative-finance",
                "algotrading"
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              "has_wiki": true,
              "homepage": "https://alpaca.markets/sdks/python/getting_started.html",
              "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://alpaca.markets/sdks/python/getting_started.html",
                "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": "15 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 15
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                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 74,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 67,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 6.7
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 29 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "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 6/7 approved changesets -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "12 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): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:alpaca-py@0.43.5 runtime dependency closure — what installing the published package pulls in — 18 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:alpaca-py@0.43.5",
                  "assessed": 18
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 18,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": 18,
              "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": 63,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.959,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
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        ],
        "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"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-30T22:22:19.203286Z",
  "schema_version": "0.27.0",
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  "full_name": "alpacahq/alpaca-py",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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 statisticsPyPI.