Public record
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-05 03:14 UTC

HKUDS / Vibe-Trading

"Vibe-Trading: Your Personal Trading Agent"

PythonMIT★ 29,650 stars⑂ 4,784 forkssince Apr 2026View on GitHub ↗
KindCommand-line toolNetwork serviceMCP serverWeb interfacehow this is determined
#backtesting#multi-agent#quantitative-finance#trading#ai-agent#algorithmic-trading#fintech#llm#mcp#python

HKUDS/Vibe-Trading holds a health index of 91 out of 100, placing it in the Excellent band. It scores highest on Community & Adoption (90/100) and lowest on AI Readiness (51/100). It was last updated today. A single contributor accounts for most of its recent work.

91
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

91
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.

The weighted overall 77 is calibrated to 91 on the published index scale (record calibration 2026-08-02).

Ownership

✨Data Intelligence Lab@HKU✨Organization
12,920 followers91 public repossince Nov 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIvibe-trading-ai0.1.1231,3241313 days agofinancetradingbacktestingagentswarmquantitative

Metrics by category

Vitality

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

82Excellent · 21% of overall

Development activity

76Good
How it's scored
36/36Push recency — last push 0 days ago
12.5/36Commit cadence — 18/52 weeks with commits
18/18Commit volume — 1,170 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 24 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,170
human_commit_share0.96
days_since_last_push0
active_weeks_last_year18

Release discipline

90Excellent
How it's scored
27/27Ships releases — 9 releases published
36/36Release recency — latest release 13 days ago
27/27Release cadence — a release every ~12.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count9
latest_release_tagv0.1.12
releases_from_tagsno
days_since_latest_release13
mean_days_between_releases12.8

Community & Adoption

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

90Excellent · 17% of overall

Popularity & adoption

97Exceptional
How it's scored
60/60Stars — 29,650 stars
25/25Forks — 4,784 forks
12.3/15Watchers — 164 watchers
Inputs used
forks4,784
stars29,650
watchers164
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
readme_badges8
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

75Good
How it's scored
59.9/80Monthly downloads — 31,324 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesvibe-trading-ai
dependents—
ecosystemspypi
total_downloads—
monthly_downloads31,324
unverified_packages_excluded—
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?

73Good · 23% of overall

Maintainer resilience (bus factor)

43Weak
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10.7/22.5Commit distribution — top contributor authored 52% of commits
13.5/13.5Contributor breadth — 99 contributors
10/10OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled99
top_contributor_share0.523

Issue & PR responsiveness

68Good
How it's scored
40/42Issue resolution — 95% of issues closed
20.4/30PR acceptance — 445/655 decided PRs merged
3.5/13Newcomer PR acceptance — 3/11 first-time contributors' PRs merged in 30d
4.5/15OpenSSF Scorecard: Code-Review — Found 10/27 approved changesets -- score normalized to 3
Inputs used
merged_prs445
open_issues13
closed_issues257
prs_merged_7d22
prs_decided_7d57
prs_merged_30d22
prs_decided_30d57
issue_closed_ratio0.952
closed_unmerged_prs210
first_time_authors_30d8
first_time_prs_merged_30d3
first_time_prs_decided_30d11

Ownership & stewardship

94Exceptional
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
25/25Owner reach — 12,920 followers of HKUDS
20.4/25Track record — 91 public repos, account ~3 yr old
Inputs used
followers12,920
owner_typeOrganization
is_verified—
owner_loginHKUDS
public_repos91
account_age_days1,359
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 13 days ago
20/20Version history — 13 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesvibe-trading-ai
ecosystemspypi
any_deprecatedno
min_days_since_publish13

Engineering Quality

Are baseline engineering and documentation practices in place?

84Excellent · 19% of overall

Engineering practices

74Good
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configno
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://vibetrading.wiki/
10/10Repository description
10/10Topics — 10 topics
10/10Wiki
Inputs used
topicsbacktesting, multi-agent, quantitative-finance, trading, ai-agent, algorithmic-trading, fintech, llm, mcp, python
has_wikiyes
homepagehttps://vibetrading.wiki/
docs_sitehttps://vibetrading.wiki/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

58Moderate · 16% of overall

Security posture

51Moderate
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
2.5/2.5CI-Tests — 13 out of 13 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
2.2/7.5Code-Review — Found 10/27 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 7 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 24 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
3.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
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 — 17 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.1
Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.

Dependency advisories

87Excellent
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
11.7/25Indirect dependencies free of known advisories — 2 affected: aiohttp 3.14.1 (moderate 5.3), cryptography 49.0.0 (moderate 5.9)
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories8
affected_packages2
assessed_packages182
unassessed_packages0
affected_by_severitymoderate 2
direct_affected_packages0
Matched the pypi:vibe-trading-ai@0.1.12 runtime dependency closure — what installing the published package pulls in — 182 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

51Moderate · 4% of overall

Agent context & guidance

40Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 96 of 96 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

60Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 4 of the last 100 commits are automated dependency updates
7/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontaineryes
has_linter_configno
typecheck_configsfrontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json
agent_commit_share0.01
toolchain_manifests—
dependency_bot_commit_share0.04

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json)
54.7/55Manageable file sizes — 9/1,497 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes231,745
source_files_sampled1,497
oversized_source_files9

Machine-readable interfaces

20At Risk
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—
interfaces_expected_ofnetwork-service

Key facts

29,650GitHub stars
99contributors
1,170commits, last 12 months
0days since last push
9releases
1bus factor
13open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 23 authors (cap 12)

More detail

Star and fork history 0 ★ / 4,784 ⇿
0Stars
4,784Forks
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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

3,6004,0004,4004,8004,784992026-072026-072026-08
Major 0Minor 0Patch 1
OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 · 2026-08-05 03:13 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests13 out of 13 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 10/27 approved changesets -- score normalized to 3
10Contributorsproject has 7 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 24 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
7Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 7
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities17 existing vulnerabilities detected
Direct dependencies 62
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All dependencies 676

Full resolved dependency set from the GitHub dependency graph: 104 direct and 572 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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npmjs-tokens10.0.0indirect
npmjs-tokens4.0.0indirect
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npmmdast-util-mdx-jsx3.2.0indirect
npmmdast-util-mdxjs-esm2.0.1indirect
npmmdast-util-phrasing4.1.0indirect
npmmdast-util-to-hast13.2.1indirect
npmmdast-util-to-markdown2.1.2indirect
npmmdast-util-to-string4.0.0indirect
npmmdn-data2.27.1indirect
npmmerge21.4.1indirect
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npmmicromark-util-decode-numeric-character-reference2.0.2indirect
npmmicromark-util-decode-string2.0.1indirect
npmmicromark-util-encode2.0.1indirect
npmmicromark-util-html-tag-name2.0.1indirect
npmmicromark-util-normalize-identifier2.0.1indirect
npmmicromark-util-resolve-all2.0.1indirect
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npmmicromark-util-subtokenize2.1.0indirect
npmmicromark-util-symbol2.0.1indirect
npmmicromark-util-types2.0.2indirect
npmmicromatch4.0.8indirect
npmmin-indent1.0.1indirect
npmms2.1.3indirect
npmmz2.7.0indirect
npmnanoid3.3.16indirect
npmnode-releases2.0.51indirect
npmnormalize-path3.0.0indirect
npmobject-assign4.1.1indirect
npmobject-hash3.0.0indirect
npmobug2.1.2indirect
npmparse-entities4.0.2indirect
npmparse57.3.0indirect
npmparse58.0.1indirect
npmpath-parse1.0.7indirect
npmpathe2.0.3indirect
npmpicocolors1.1.1indirect
npmpicomatch2.3.2indirect
npmpicomatch4.0.4indirect
npmpify2.3.0indirect
npmpirates4.0.7indirect
npmpostcss8.5.25indirect
npmpostcss-import15.1.0indirect
npmpostcss-js4.1.0indirect
npmpostcss-load-config6.0.1indirect
npmpostcss-nested6.2.0indirect
npmpostcss-selector-parser6.0.10indirect
npmpostcss-selector-parser6.1.2indirect
npmpostcss-value-parser4.2.0indirect
npmpretty-format27.5.1indirect
npmproperty-information7.1.0indirect
npmpunycode2.3.1indirect
npmqueue-microtask1.2.3indirect
npmreact-is17.0.2indirect
npmreact-refresh0.17.0indirect
npmread-cache1.0.0indirect
npmreaddirp3.6.0indirect
npmredent3.0.0indirect
npmremark-parse11.0.0indirect
npmremark-rehype11.1.2indirect
npmremark-stringify11.0.0indirect
npmrequire-from-string2.0.2indirect
npmresolve1.22.11indirect
npmreusify1.1.0indirect
npmrollup4.59.0indirect
npmrun-parallel1.2.0indirect
npmsaxes6.0.0indirect
npmscheduler0.27.0indirect
npmsemver6.3.1indirect
npmsemver7.8.1indirect
npmsiginfo2.0.0indirect
npmsource-map-js1.2.1indirect
npmspace-separated-tokens2.0.2indirect
npmstackback0.0.2indirect
npmstd-env4.1.0indirect
npmstringify-entities4.0.4indirect
npmstrip-indent3.0.0indirect
npmstyle-to-js1.1.21indirect
npmstyle-to-object1.0.14indirect
npmsucrase3.35.1indirect
npmsupports-color7.2.0indirect
npmsupports-preserve-symlinks-flag1.0.0indirect
npmsymbol-tree3.2.4indirect
npmtailwindcss3.4.19indirect
npmthenify3.3.1indirect
npmthenify-all1.6.0indirect
npmtinybench2.9.0indirect
npmtinyexec1.2.4indirect
npmtinyglobby0.2.15indirect
npmtinyrainbow3.1.0indirect
npmtldts7.4.9indirect
npmtldts-core7.4.9indirect
npmto-regex-range5.0.1indirect
npmtough-cookie6.0.2indirect
npmtr466.0.0indirect
npmtrim-lines3.0.1indirect
npmtrough2.2.0indirect
npmts-interface-checker0.1.13indirect
npmtslib2.3.0indirect
npmtypescript5.9.3indirect
npmundici8.9.0indirect
npmunified11.0.5indirect
npmunist-util-find-after5.0.0indirect
npmunist-util-is6.0.1indirect
npmunist-util-position5.0.0indirect
npmunist-util-remove-position5.0.0indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit5.1.0indirect
npmunist-util-visit-parents6.0.2indirect
npmupdate-browserslist-db1.2.3indirect
npmuse-sync-external-store1.6.0indirect
npmutil-deprecate1.0.2indirect
npmvfile6.0.3indirect
npmvfile-location5.0.3indirect
npmvfile-message4.0.3indirect
npmvite6.4.3indirect
npmvitest4.1.10indirect
npmw3c-xmlserializer5.0.0indirect
npmweb-namespaces2.0.1indirect
npmwebidl-conversions8.0.1indirect
npmwhatwg-mimetype5.0.0indirect
npmwhatwg-url16.0.1indirect
npmwhatwg-url17.1.0indirect
npmwhy-is-node-running2.3.0indirect
npmxml-name-validator5.0.0indirect
npmxmlchars2.2.0indirect
npmyallist3.1.1indirect
npmzrender6.1.0indirect
npmzwitch2.0.4indirect
PyPIaiofile3.11.1indirect
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp—indirect
PyPIaiohttp3.14.1indirect
PyPIaiohttp-fast-zlib0.3.0indirect
PyPIaiosignal1.4.0indirect
PyPIakracer0.0.14indirect
PyPIannotated-doc0.0.5indirect
PyPIannotated-types0.8.0indirect
PyPIanyio4.14.2indirect
PyPIattrs26.1.0indirect
PyPIauthlib1.7.2indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbaostock—indirect
PyPIbeartype0.22.9indirect
PyPIbeautifulsoup44.15.0indirect
PyPIblack—indirect
PyPIbrotli1.2.0indirect
PyPIbs40.0.2indirect
PyPIcachetools7.1.6indirect
PyPIcaio0.9.25indirect
PyPIcertifi2026.6.17indirect
PyPIcffi2.0.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.4.2indirect
PyPIcoincurve21.0.0indirect
PyPIcontourpy1.3.3indirect
PyPIcryptography—indirect
PyPIcryptography49.0.0indirect
PyPIcssselect20.9.0indirect
PyPIcurl-cffi0.15.0indirect
PyPIcycler0.12.1indirect
PyPIcyclopts4.22.2indirect
PyPIdecorator5.3.1indirect
PyPIdingtalk-stream—indirect
PyPIdiscord-py—indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIemail-validator2.3.0indirect
PyPIet-xmlfile2.0.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIfake-useragent2.2.0indirect
PyPIfastmcp-slim3.4.5indirect
PyPIfonttools4.63.0indirect
PyPIfrozenlist1.8.0indirect
PyPIgriffelib2.1.0indirect
PyPIh110.16.0indirect
PyPIh24.4.0indirect
PyPIhpack4.2.0indirect
PyPIhtml5lib1.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.8.0indirect
PyPIhttpx-sse0.4.3indirect
PyPIhyperframe6.1.0indirect
PyPIib-async—indirect
PyPIidna3.18indirect
PyPIimportlib-metadata9.0.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.6.0indirect
PyPIjeepney0.9.0indirect
PyPIjiter0.16.0indirect
PyPIjoserfc1.7.4indirect
PyPIjsonpatch1.33indirect
PyPIjsonpath0.82.2indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.5.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIkiwisolver1.5.0indirect
PyPIlangchain-anthropic—indirect
PyPIlangchain-deepseek—indirect
PyPIlangchain-protocol0.0.18indirect
PyPIlanggraph-prebuilt1.1.0indirect
PyPIlanggraph-sdk0.4.2indirect
PyPIlangsmith0.10.12indirect
PyPIlark-oapi—indirect
PyPIllvmlite0.48.0indirect
PyPIlongbridge—indirect
PyPIlxml6.1.1indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatrix-nio—indirect
PyPImcp1.28.1indirect
PyPImdurl0.1.2indirect
PyPImetatrader5—indirect
PyPImistune—indirect
PyPImore-itertools11.1.0indirect
PyPImsgpack—indirect
PyPImultidict6.7.1indirect
PyPImultitasking0.0.13indirect
PyPInarwhals2.24.0indirect
PyPIneonize—indirect
PyPInh3—indirect
PyPInumba0.66.0indirect
PyPIopenai2.50.0indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopenbb-ai—indirect
PyPIopentelemetry-api1.44.0indirect
PyPIorjson3.11.9indirect
PyPIormsgpack1.12.2indirect
PyPIpackaging26.2indirect
PyPIpathable0.6.0indirect
PyPIpeewee4.2.6indirect
PyPIplatformdirs4.11.0indirect
PyPIprimp1.3.1indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf7.35.1indirect
PyPIpy-key-value-aio0.4.5indirect
PyPIpy-mini-racer0.6.0indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-settings2.14.2indirect
PyPIpydyf0.12.1indirect
PyPIpygments2.20.0indirect
PyPIpyharmonics—indirect
PyPIpyjwt—indirect
PyPIpyjwt2.13.0indirect
PyPIpykrx—indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip1.11.0indirect
PyPIpyphen0.17.2indirect
PyPIpytest—indirect
PyPIpytest-cov—indirect
PyPIpytest-socket—indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-socketio—indirect
PyPIpython-telegram-bot—indirect
PyPIpytz2026.3.post1indirect
PyPIqq-botpy—indirect
PyPIqrcode—indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.7.19indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich-rst2.1.0indirect
PyPIrpds-py2026.6.3indirect
PyPIruff—indirect
PyPIsecretstorage3.5.0indirect
PyPIsetuptools83.0.0indirect
PyPIsimplejson4.1.1indirect
PyPIsix1.17.0indirect
PyPIslack-sdk—indirect
PyPIslackify-markdown—indirect
PyPIsniffio1.3.1indirect
PyPIsocksio1.0.0indirect
PyPIsoupsieve2.9.1indirect
PyPIstarlette1.3.1indirect
PyPItabulate0.10.0indirect
PyPItenacity9.1.4indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.13.0indirect
PyPItinycss21.5.1indirect
PyPItinyhtml52.1.0indirect
PyPItqdm4.70.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.3indirect
PyPIuncalled-for0.3.2indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.17.0indirect
PyPIuvloop0.22.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwecom-aibot-sdk—indirect
PyPIxlrd2.0.2indirect
PyPIxlsxwriter3.2.9indirect
PyPIxxhash3.8.1indirect
PyPIyarl1.24.2indirect
PyPIzipp4.1.0indirect
PyPIzlib-ng1.0.0indirect
PyPIzopfli0.4.3indirect
PyPIzstandard0.25.0indirect
Dependency advisories 2

Installing pypi:vibe-trading-ai@0.1.12 pulls in 182 packages, direct and transitive: 2 carry known advisories, of which 0 are direct dependencies.

PackageVersionRelationSeverityAdvisoriesFixed in
aiohttp3.14.1indirectmoderate63.14.3
cryptography49.0.0indirectmoderate250.0.0

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

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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 v2.10.0, schema v0.31.0 — full methodology · metrics wiki.

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