Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-17 14:10 UTC

MervinPraison / PraisonAI

PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous self-improving agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, RAG, and support for 100+ LLMs.

PythonMIT★ 8,469 stars⑂ 1,315 forkssince Mar 2024View on GitHub ↗
#agents#ai#aiagent#aiagents#framework#aiagentframework#aiagentsframework#ai-agent-framework#ai-agents#ai-agents-framework#multi-agent#multi-agent-system#multi-agents#multi-ai-agents#ai-agent-sdk#ai-agents-sdk#ai-framwork#openclaw#hermes#hermes-agent

MervinPraison/PraisonAI holds a health index of 74 out of 100, placing it in the Good band. It scores highest on Vitality (94/100) and lowest on Security (55/100). It was last updated today. A single contributor accounts for most of its recent work.

74
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.

74
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

Mervin PraisonPersonal account
1,136 followers347 public repossince Oct 2010

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?

94Excellent · 22% of overall

Development activity

90Excellent
How it's scored
36/36Push recency — last push 0 days ago
25.6/36Commit cadence — 37/52 weeks with commits
18/18Commit volume — 4,016 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year4,016
human_commit_share—
days_since_last_push0
active_weeks_last_year37

Release discipline

100Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv4.6.151
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.7
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?

83Good · 18% of overall

Popularity & adoption

95Excellent
How it's scored
60/60Stars — 8,469 stars
25/25Forks — 1,315 forks
10.4/15Watchers — 75 watchers
Inputs used
forks1,315
stars8,469
watchers75
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
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

Sustainability & Governance

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

63Moderate · 24% of overall

Maintainer resilience (bus factor)

41At risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
8.8/22.5Commit distribution — top contributor authored 61% of commits
13.5/13.5Contributor breadth — 57 contributors
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled57
top_contributor_share0.609

Issue & PR responsiveness

83Good
How it's scored
45.2/46.8Issue resolution — 97% of issues closed
34.5/38.3PR acceptance — 1,705/1,893 decided PRs merged
3/15OpenSSF Scorecard: Code-Review — Found 1/5 approved changesets -- score normalized to 2
Inputs used
merged_prs1,705
open_issues39
closed_issues1,160
issue_closed_ratio0.967
closed_unmerged_prs188

Ownership & stewardship

71Good
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
22/25Owner reach — 1,136 followers of MervinPraison
25/25Track record — 347 public repos, account ~15 yr old
Inputs used
followers1,136
owner_typeUser
is_verified—
owner_loginMervinPraison
public_repos347
account_age_days5,742
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

71Good · 20% of overall

Engineering practices

68Moderate
How it's scored
24/24CI workflows — 36 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 16 out of 16 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

75Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://praison.ai/docs
10/10Repository description
10/10Topics — 20 topics
10/10Wiki
Inputs used
topicsagents, ai, aiagent, aiagents, framework, aiagentframework, aiagentsframework, ai-agent-framework, ai-agents, ai-agents-framework, multi-agent, multi-agent-system, multi-agents, multi-ai-agents, ai-agent-sdk, ai-agents-sdk, ai-framwork, openclaw, hermes, hermes-agent
has_wikiyes
homepagehttps://praison.ai/docs
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

55Moderate · 16% of overall

Security posture

55Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 16 out of 16 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
1.5/7.5Code-Review — Found 1/5 approved changesets -- score normalized to 2
2.5/2.5Contributors — project has 8 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 21 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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 — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 444 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.5
Excluded from scoring (no data or not applicable): signed_releases. Remaining weights renormalized.

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.

65Moderate · 0% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — AGENTS.md, src/praisonai-agents/.cursorrules, src/praisonai-agents/AGENTS.md, src/praisonai-agents/tests/.windsurfrules, src/praisonai-rust/AGENTS.md, src/praisonai-ts/.cursorrules, src/praisonai-ts/.windsurfrules, src/praisonai-ts/AGENTS.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share—
agent_instruction_filesAGENTS.md, src/praisonai-agents/.cursorrules, src/praisonai-agents/AGENTS.md, src/praisonai-agents/tests/.windsurfrules, src/praisonai-rust/AGENTS.md, src/praisonai-ts/.cursorrules, src/praisonai-ts/.windsurfrules, src/praisonai-ts/AGENTS.md
agent_instruction_max_bytes41,529
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

52Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — src/praisonai-ts/tsconfig.json
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, pnpm-lock.yaml, poetry.lock, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontaineryes
has_linter_configno
typecheck_configssrc/praisonai-ts/tsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

Code legibility for models

82Good
How it's scored
27/45Type-checkable code — Python with type-check config (src/praisonai-ts/tsconfig.json)
54.6/55Manageable file sizes — 35/4,721 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes331,372
source_files_sampled4,721
oversized_source_files35

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples, notebooks, recipes
Inputs used
example_dirsexamples, notebooks, recipes
has_mcp_signalyes
api_schema_files—

Key facts

8,469GitHub stars
57contributors
4,016commits, last 12 months
0days since last push
100releases
1bus factor
39open issues
—package ecosystems

Data collection warnings

  • Resolved dependency list truncated to 2000 of 2362 packages (counts remain complete)

More detail

OpenSSF Scorecard 5.5 / 10
5.5aggregate

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 · 2026-07-17 14:09 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests16 out of 16 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
2Code-ReviewFound 1/5 approved changesets -- score normalized to 2
10Contributorsproject has 8 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 21 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities444 existing vulnerabilities detected
All dependencies 2,362

Full resolved dependency set from the GitHub dependency graph: 0 direct and 2,362 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.Listing the first 2000 packages, direct first — the counts cover the complete graph.

RegistryPackageVersionRelation
crates.iochrono—indirect
crates.iocrossterm—indirect
crates.iodirs—indirect
crates.iolazy_static—indirect
crates.ioonce_cell—indirect
crates.iopraisonai—indirect
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crates.ioratatui—indirect
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PyPIaiui0.3.121indirect
PyPIalembic1.15.2indirect
PyPIalembic1.18.4indirect
PyPIalphashape1.3.1indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic0.49.0indirect
PyPIanyio4.13.0indirect
PyPIanyio4.14.1indirect
PyPIanyio4.14.2indirect
PyPIanyio4.9.0indirect
PyPIappdirs1.4.4indirect
PyPIappnope0.1.4indirect
PyPIargparse1.4.0indirect
PyPIasgiref3.8.1indirect
PyPIast-grep-cli0.41.0indirect
PyPIast-grep-cli0.42.2indirect
PyPIasttokens3.0.0indirect
PyPIasync-timeout4.0.3indirect
PyPIasync-timeout5.0.1indirect
PyPIasyncer0.0.7indirect
PyPIasyncpg0.31.0indirect
PyPIasyncssh2.22.0indirect
PyPIasyncssh2.24.0indirect
PyPIattrs24.3.0indirect
PyPIattrs25.3.0indirect
PyPIattrs26.1.0indirect
PyPIaudioop-lts0.2.1indirect
PyPIaudioop-lts0.2.2indirect
PyPIauthlib1.6.12indirect
PyPIauthlib1.7.2indirect
PyPIautogen-agentchat0.6.4indirect
PyPIautogen-core0.6.4indirect
PyPIautogen-ext0.6.4indirect
PyPIazure-ai-documentintelligence1.0.2indirect
PyPIazure-core1.34.0indirect
PyPIazure-core1.38.2indirect
PyPIazure-identity1.23.0indirect
PyPIazure-identity1.25.2indirect
PyPIbabel2.17.0indirect
PyPIbackoff2.2.1indirect
PyPIbackports-asyncio-runner1.2.0indirect
PyPIbackrefs5.8indirect
PyPIbanks2.4.2indirect
PyPIbcrypt4.2.1indirect
PyPIbcrypt4.3.0indirect
PyPIbcrypt5.0.0indirect
PyPIbeautifulsoup44.12.3indirect
PyPIbeautifulsoup44.13.4indirect
PyPIbeautifulsoup44.15.0indirect
PyPIbidict0.23.1indirect
PyPIbitsandbytes0.49.2indirect
PyPIbleach6.2.0indirect
PyPIblinker1.9.0indirect
PyPIbotbuilder-core4.17.1indirect
PyPIbotbuilder-schema4.17.1indirect
PyPIbotframework-connector4.17.1indirect
PyPIbotframework-streaming4.17.1indirect
PyPIboto31.42.66indirect
PyPIbotocore1.42.66indirect
PyPIbracex2.6indirect
PyPIbracex3.0indirect
PyPIbrotli1.1.0indirect
PyPIbrotli1.2.0indirect
PyPIbrotlicffi—indirect
PyPIbrotlicffi1.1.0.0indirect
PyPIbrotlicffi1.2.0.0indirect
PyPIbrotlicffi1.2.0.1indirect
PyPIbuild1.2.2.post1indirect
PyPIcachetools5.5.2indirect
PyPIcbor25.9.0indirect
PyPIcbor26.1.3indirect
PyPIcertifi2024.12.14indirect
PyPIcertifi2025.1.31indirect
PyPIcertifi2026.2.25indirect
PyPIcertifi2026.6.17indirect
PyPIcffi1.17.1indirect
PyPIcffi2.0.0indirect
PyPIcffi2.1.0indirect
PyPIcfgv3.4.0indirect
PyPIcfgv3.5.0indirect
PyPIchainlit2.0.3indirect
PyPIchardet5.2.0indirect
PyPIchardet7.2.0indirect
PyPIcharset-normalizer3.4.1indirect
PyPIcharset-normalizer3.4.7indirect
PyPIcharset-normalizer3.4.9indirect
PyPIchevron0.14.0indirect
PyPIchonkie—indirect
PyPIchonkie1.0.2indirect
PyPIchonkie1.3.1indirect
PyPIchroma-hnswlib0.7.3indirect
PyPIchromadb—indirect
PyPIchromadb0.4.24indirect
PyPIchromadb1.1.1indirect
PyPIchromadb1.5.9indirect
PyPIclarifai10.8.0indirect
PyPIclarifai-grpc11.2.6indirect
PyPIclick—indirect
PyPIclick8.1.8indirect
PyPIclick8.3.2indirect
PyPIclick8.4.2indirect
PyPIclick-log0.4.0indirect
PyPIcmake4.0.3indirect
PyPIcobble0.1.4indirect
PyPIcohere5.14.0indirect
PyPIcolorama0.4.6indirect
PyPIcoloredlogs15.0.1indirect
PyPIcomm0.2.2indirect
PyPIcontextlib221.6.0indirect
PyPIcrawl4ai0.3.4indirect
PyPIcrawl4ai0.7.0indirect
PyPIcrawl4ai0.8.5indirect
PyPIcrewai0.35.8indirect
PyPIcrewai1.6.1indirect
PyPIcrewai-tools0.3.0indirect
PyPIcryptography44.0.0indirect
PyPIcryptography44.0.2indirect
PyPIcryptography46.0.5indirect
PyPIcryptography49.0.0indirect
PyPIcssselect1.3.0indirect
PyPIcssselect1.4.0indirect
PyPIcuda-bindings13.3.1indirect
PyPIcuda-pathfinder1.5.6indirect
PyPIcuda-toolkit13.0.3.0indirect
PyPIcut-cross-entropy25.1.1indirect
PyPIdakera0.12.9indirect
PyPIdataclasses-json0.6.7indirect
PyPIdatasets5.0.0indirect
PyPIdaytona-analytics-api-client0.198.0indirect
PyPIdaytona-analytics-api-client-async0.198.0indirect
PyPIdaytona-api-client0.198.0indirect
PyPIdaytona-api-client-async0.198.0indirect
PyPIdaytona-sdk0.198.0indirect
PyPIdaytona-toolbox-api-client0.198.0indirect
PyPIdaytona-toolbox-api-client-async0.198.0indirect
PyPIddgs—indirect
PyPIddgs9.10.0indirect
PyPIddgs9.11.3indirect
PyPIddgs9.14.4indirect
PyPIdebugpy1.8.13indirect
PyPIdecorator5.2.1indirect
PyPIdefusedxml0.7.1indirect
PyPIdeprecated1.2.18indirect
PyPIdeprecated1.3.1indirect
PyPIdeprecation2.1.0indirect
PyPIdiffusers0.39.0indirect
PyPIdill0.4.1indirect
PyPIdirtyjson1.0.8indirect
PyPIdiscord-py—indirect
PyPIdiscord-py2.6.4indirect
PyPIdiscord-py2.7.1indirect
PyPIdiskcache5.6.3indirect
PyPIdistlib0.3.9indirect
PyPIdistlib0.4.0indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.7.0indirect
PyPIdnspython2.8.0indirect
PyPIdocker7.1.0indirect
PyPIdocker7.2.0indirect
PyPIdockerfile-parse2.0.1indirect
PyPIdocstring-parser0.16indirect
PyPIdocstring-parser0.18.0indirect
PyPIdocx2txt0.8indirect
PyPIduckduckgo-search2025.4.1indirect
PyPIdurationpy0.9indirect
PyPIe2b2.21.1indirect
PyPIe2b2.33.0indirect
PyPIe2b-code-interpreter2.6.2indirect
PyPIe2b-code-interpreter2.8.1indirect
PyPIecdsa0.19.1indirect
PyPIemail-validator2.3.0indirect
PyPIembedchain0.1.113indirect
PyPIet-xmlfile2.0.0indirect
PyPIexceptiongroup1.2.2indirect
PyPIexceptiongroup1.3.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecuting2.2.0indirect
PyPIfake-http-header0.3.5indirect
PyPIfake-useragent2.2.0indirect
PyPIfast-depends3.0.8indirect
PyPIfastapi—indirect
PyPIfastapi0.115.12indirect
PyPIfastapi0.128.0indirect
PyPIfastapi0.135.3indirect
PyPIfastapi0.136.1indirect
PyPIfastapi0.139.0indirect
PyPIfastavro1.10.0indirect
PyPIfastjsonschema2.21.1indirect
PyPIfastuuid0.14.0indirect
PyPIffmpy0.5.0indirect
PyPIfilelock3.16.1indirect
PyPIfilelock3.18.0indirect
PyPIfilelock3.29.4indirect
PyPIfilelock3.29.7indirect
PyPIfiletype1.2.0indirect
PyPIflaml2.3.3indirect
PyPIflaml2.3.4indirect
PyPIflask—indirect
PyPIflask3.1.0indirect
PyPIflatbuffers24.12.23indirect
PyPIflatbuffers25.2.10indirect
PyPIfrozendict2.4.6indirect
PyPIfrozenlist1.5.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2024.12.0indirect
PyPIfsspec2025.3.2indirect
PyPIfsspec2026.4.0indirect
PyPIfsspec2026.6.0indirect
PyPIghp-import2.1.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.44indirect
PyPIgoogle-adk2.0.0indirect
PyPIgoogle-ai-generativelanguage0.6.4indirect
PyPIgoogle-api-core2.24.2indirect
PyPIgoogle-api-core2.30.3indirect
PyPIgoogle-api-python-client2.166.0indirect
PyPIgoogle-auth2.38.0indirect
PyPIgoogle-auth2.49.2indirect
PyPIgoogle-auth2.53.0indirect
PyPIgoogle-auth-httplib20.2.0indirect
PyPIgoogle-cloud-aiplatform1.87.0indirect
PyPIgoogle-cloud-bigquery3.30.0indirect
PyPIgoogle-cloud-core2.4.3indirect
PyPIgoogle-cloud-core2.5.1indirect
PyPIgoogle-cloud-resource-manager1.14.2indirect
PyPIgoogle-cloud-storage2.19.0indirect
PyPIgoogle-cloud-storage3.10.1indirect
PyPIgoogle-crc32c1.7.1indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIgoogle-genai1.73.1indirect
PyPIgoogle-genai1.75.0indirect
PyPIgoogle-generativeai0.5.4indirect
PyPIgoogle-resumable-media2.7.2indirect
PyPIgoogle-resumable-media2.8.2indirect
PyPIgoogleapis-common-protos1.66.0indirect
PyPIgoogleapis-common-protos1.69.2indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgptcache0.1.44indirect
PyPIgradio5.23.2indirect
PyPIgradio6.12.0indirect
PyPIgradio-client1.8.0indirect
PyPIgradio-client2.4.1indirect
PyPIgraphviz0.21indirect
PyPIgreenlet3.0.3indirect
PyPIgreenlet3.1.1indirect
PyPIgreenlet3.2.2indirect
PyPIgreenlet3.4.0indirect
PyPIgreenlet3.5.3indirect
PyPIgriffe1.7.2indirect
PyPIgriffe2.0.2indirect
PyPIgriffecli2.0.2indirect
PyPIgriffelib2.0.2indirect
PyPIgroovy0.1.2indirect
PyPIgrpc-google-iam-v10.14.2indirect
PyPIgrpcio1.71.0indirect
PyPIgrpcio1.76.0indirect
PyPIgrpcio-status1.62.3indirect
PyPIgrpcio-tools1.71.2indirect
PyPIgrpcio-tools1.76.0indirect
PyPIgrpclib0.4.9indirect
PyPIh110.14.0indirect
PyPIh110.16.0indirect
PyPIh24.1.0indirect
PyPIh24.2.0indirect
PyPIh24.3.0indirect
PyPIhf-gradio0.3.2indirect
PyPIhf-transfer0.1.9indirect
PyPIhf-xet1.4.3indirect
PyPIhf-xet1.5.1indirect
PyPIhpack4.0.0indirect
PyPIhpack4.1.0indirect
PyPIhpack4.2.0indirect
PyPIhtml2text2024.2.26indirect
PyPIhtml5lib1.1indirect
PyPIhttpcore1.0.7indirect
PyPIhttpcore1.0.9indirect
PyPIhttplib20.22.0indirect
PyPIhttptools0.6.4indirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.0indirect
PyPIhttpx-sse0.4.3indirect
PyPIhttpx-ws0.9.0indirect
PyPIhuggingface-hub0.27.1indirect
PyPIhuggingface-hub0.30.1indirect
PyPIhuggingface-hub0.36.2indirect
PyPIhuggingface-hub1.16.1indirect
PyPIhumanfriendly10.0indirect
PyPIhumanize4.12.3indirect
PyPIhumanize4.15.0indirect
PyPIhyperframe6.0.1indirect
PyPIhyperframe6.1.0indirect
PyPIidentify2.6.16indirect
PyPIidentify2.6.9indirect
PyPIidna3.10indirect
PyPIidna3.11indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.4.0indirect
PyPIimportlib-metadata8.5.0indirect
PyPIimportlib-metadata8.9.0indirect
PyPIimportlib-resources6.4.5indirect
PyPIimportlib-resources6.5.2indirect
PyPIiniconfig2.1.0indirect
PyPIiniconfig2.3.0indirect
PyPIinquirerpy0.3.4indirect
PyPIinstructor—indirect
PyPIinstructor1.14.4indirect
PyPIinstructor1.3.3indirect
PyPIipykernel6.29.5indirect
PyPIipython8.34.0indirect
PyPIisodate0.7.2indirect
PyPIitsdangerous2.2.0indirect
PyPIjedi0.19.2indirect
PyPIjinja23.1.6indirect
PyPIjiter0.11.1indirect
PyPIjiter0.12.0indirect
PyPIjiter0.14.0indirect
PyPIjiter0.16.0indirect
PyPIjiter0.4.2indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.4.2indirect
PyPIjoblib1.5.3indirect
PyPIjoserfc1.6.5indirect
PyPIjson-repair0.25.2indirect
PyPIjson-repair0.39.1indirect
PyPIjson50.12.0indirect
PyPIjsonpatch1.33indirect
PyPIjsonpickle3.4.2indirect
PyPIjsonpointer3.0.0indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.23.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.3.4indirect
PyPIjsonschema-specifications2024.10.1indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter-client8.6.3indirect
PyPIjupyter-core5.7.2indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIjupytext1.16.7indirect
PyPIkubernetes31.0.0indirect
PyPIkubernetes32.0.1indirect
PyPIkuzu0.11.3indirect
PyPIlancedb0.5.7indirect
PyPIlangchain0.1.20indirect
PyPIlangchain0.3.25indirect
PyPIlangchain1.2.10indirect
PyPIlangchain-anthropic0.1.13indirect
PyPIlangchain-aws1.4.0indirect
PyPIlangchain-classic1.0.2indirect
PyPIlangchain-cohere0.1.5indirect
PyPIlangchain-community0.0.38indirect
PyPIlangchain-core0.1.53indirect
PyPIlangchain-core0.3.63indirect
PyPIlangchain-core1.2.18indirect
PyPIlangchain-google-genai1.0.4indirect
PyPIlangchain-memgraph0.1.7indirect
PyPIlangchain-neo4j0.4.0indirect
PyPIlangchain-neo4j0.8.0indirect
PyPIlangchain-openai0.1.7indirect
PyPIlangchain-text-splitters0.0.2indirect
PyPIlangchain-text-splitters0.3.8indirect
PyPIlangchain-text-splitters1.1.1indirect
PyPIlangextract1.2.1indirect
PyPIlangfuse4.0.6indirect
PyPIlanggraph1.0.10indirect
PyPIlanggraph-checkpoint4.0.1indirect
PyPIlanggraph-prebuilt1.0.8indirect
PyPIlanggraph-sdk0.3.6indirect
PyPIlangsmith0.1.147indirect
PyPIlangsmith0.3.44indirect
PyPIlangsmith0.7.16indirect
PyPIlark1.2.2indirect
PyPIlark1.3.1indirect
PyPIlazify0.4.0indirect
PyPIlazy-object-proxy1.12.0indirect
PyPIlibsql-experimental0.0.55indirect
PyPIlightgbm4.5.0indirect
PyPIlightgbm4.6.0indirect
PyPIlinecache21.0.0indirect
PyPIlinkify-it-py2.0.3indirect
PyPIlinkify-it-py2.1.0indirect
PyPIlinkpreview0.12.1indirect
PyPIlit18.1.8indirect
PyPIlitellm—indirect
PyPIlitellm1.48.0indirect
PyPIlitellm1.83.14indirect
PyPIlitellm1.90.2indirect
PyPIlitellm1.92.0indirect
PyPIliteralai0.1.103indirect
PyPIllama-index0.14.22indirect
PyPIllama-index-core0.14.22indirect
PyPIllama-index-embeddings-openai0.6.0indirect
PyPIllama-index-instrumentation0.5.0indirect
PyPIllama-index-llms-openai0.7.9indirect
PyPIllama-index-workflows2.20.0indirect
PyPIlxml5.3.0indirect
PyPIlxml6.1.1indirect
PyPImagika0.5.1indirect
PyPImagika0.6.2indirect
PyPImako1.3.10indirect
PyPImako1.3.9indirect
PyPImammoth1.11.0indirect
PyPImammoth1.9.0indirect
PyPImarkdown—indirect
PyPImarkdown3.7indirect
PyPImarkdown-include0.8.1indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkdownify0.14.1indirect
PyPImarkdownify1.2.2indirect
PyPImarkitdown—indirect
PyPImarkitdown0.1.2indirect
PyPImarkitdown0.1.5indirect
PyPImarkupsafe2.1.5indirect
PyPImarkupsafe3.0.2indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow3.26.1indirect
PyPImarshmallow3.26.2indirect
PyPImatplotlib-inline0.1.7indirect
PyPImcp—indirect
PyPImcp1.25.0indirect
PyPImcp1.28.1indirect
PyPImcp1.6.0indirect
PyPImdit-py-plugins0.4.2indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImem0ai—indirect
PyPImem0ai0.1.104indirect
PyPImem0ai1.0.5indirect
PyPImemgraph-toolbox0.1.5indirect
PyPImergedeep1.3.4indirect
PyPImistune3.1.3indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-apidoc0.1.0indirect
PyPImkdocs-autorefs1.4.1indirect
PyPImkdocs-get-deps0.2.0indirect
PyPImkdocs-glightbox0.4.0indirect
PyPImkdocs-jupyter0.25.1indirect
PyPImkdocs-material9.6.11indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstrings0.29.1indirect
PyPImkdocstrings-python1.16.8indirect
PyPIml-collections1.1.0indirect
PyPImmh35.0.1indirect
PyPImmh35.1.0indirect
PyPImodal1.4.1indirect
PyPImodal1.5.2indirect
PyPImonotonic1.6indirect
PyPImore-itertools11.0.2indirect
PyPImotor3.7.1indirect
PyPImpmath1.3.0indirect
PyPImsal1.32.3indirect
PyPImsal1.35.1indirect
PyPImsal-extensions1.3.1indirect
PyPImsgpack1.1.2indirect
PyPImsgspec0.21.1indirect
PyPImsrest0.7.1indirect
PyPImultidict6.1.0indirect
PyPImultidict6.3.0indirect
PyPImultidict6.7.1indirect
PyPImultiprocess0.70.19indirect
PyPImultitasking0.0.11indirect
PyPImutagen1.47.0indirect
PyPImypy-extensions1.0.0indirect
PyPImypy-extensions1.1.0indirect
PyPInarwhals1.33.0indirect
PyPInbclient0.10.2indirect
PyPInbconvert7.16.6indirect
PyPInbformat5.10.4indirect
PyPIneo4j5.28.1indirect
PyPIneo4j5.28.3indirect
PyPIneo4j6.1.0indirect
PyPIneo4j-graphrag1.2.1indirect
PyPIneo4j-graphrag1.7.0indirect
PyPIneonize—indirect
PyPIneonize0.3.10.post6indirect
PyPIneonize0.3.18.post0indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.4.2indirect
PyPInetworkx3.6.1indirect
PyPInltk3.9.3indirect
PyPInltk3.9.4indirect
PyPInodeenv1.10.0indirect
PyPInodeenv1.9.1indirect
PyPInumpy1.26.4indirect
PyPInumpy2.2.1indirect
PyPInumpy2.2.6indirect
PyPInumpy2.4.6indirect
PyPInumpy2.5.1indirect
PyPInvidia-cublas13.1.1.3indirect
PyPInvidia-cublas-cu1111.10.3.66indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-cupti-cu1111.7.101indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-nvrtc-cu1111.7.99indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cuda-runtime-cu1111.7.99indirect
PyPInvidia-cudnn-cu118.5.0.96indirect
PyPInvidia-cudnn-cu139.20.0.48indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufft-cu1110.9.0.58indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-curand-cu1110.2.10.91indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusolver-cu1111.4.0.1indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparse-cu1111.7.4.91indirect
PyPInvidia-cusparselt-cu130.8.1indirect
PyPInvidia-nccl-cu112.14.3indirect
PyPInvidia-nccl-cu122.23.4indirect
PyPInvidia-nccl-cu122.26.2indirect
PyPInvidia-nccl-cu132.29.7indirect
PyPInvidia-nvjitlink13.3.33indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPInvidia-nvtx-cu1111.7.91indirect
PyPIoauthlib3.2.2indirect
PyPIobstore0.8.2indirect
PyPIolefile0.47indirect
PyPIonnxruntime1.20.1indirect
PyPIonnxruntime1.21.0indirect
PyPIonnxruntime1.22.0indirect
PyPIopenai—indirect
PyPIopenai1.70.0indirect
PyPIopenai2.24.0indirect
PyPIopenai2.31.0indirect
PyPIopenai2.44.0indirect
PyPIopenai2.45.0indirect
PyPIopenai2.46.0indirect
PyPIopenapi-core0.19.4indirect
PyPIopenapi-schema-validator0.6.3indirect
PyPIopenapi-spec-validator0.7.2indirect
PyPIopenpyxl3.1.5indirect
PyPIopentelemetry-api1.27.0indirect
PyPIopentelemetry-api1.41.1indirect
PyPIopentelemetry-api1.44.0indirect
PyPIopentelemetry-exporter-otlp1.27.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.27.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.44.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.27.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.27.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.41.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.44.0indirect
PyPIopentelemetry-instrumentation0.48b0indirect
PyPIopentelemetry-instrumentation0.62b1indirect
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          {
            "key": "popularity",
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            "notes": [],
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              "growth_factor_pct": 100,
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                ],
                "max_points": 60
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              {
                "key": "forks",
                "name": "Forks",
                "detail": "1,315 forks",
                "points": 25,
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                "details": [
                  {
                    "code": "forks",
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                ],
                "max_points": 25
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              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "75 watchers",
                "points": 10.4,
                "status": "partial",
                "details": [
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                    "code": "watchers",
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                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
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              "has_contributing": true,
              "has_issue_template": false,
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            "components": [
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              {
                "key": "license",
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                "points": 22.5,
                "status": "met",
                "details": [
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                  {
                    "code": "license_spdx",
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              {
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              {
                "key": "issue_template",
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                "key": "pr_template",
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        ],
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      },
      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
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            "note": null,
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              "bus_factor": 1,
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              "top_contributor_share": 0.609
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 61% of commits",
                "points": 8.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 61
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                ],
                "max_points": 22.5
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              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "57 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
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                      "count": 57
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                ],
                "max_points": 13.5
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              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 8 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": 83,
            "inputs": {
              "merged_prs": 1705,
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              "closed_issues": 1160,
              "issue_closed_ratio": 0.967,
              "closed_unmerged_prs": 188
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "97% of issues closed",
                "points": 45.2,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 97
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                  }
                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1705/1893 decided PRs merged",
                "points": 34.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1705,
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                  }
                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/5 approved changesets -- score normalized to 2",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 15
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            ]
          },
          {
            "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 71,
            "inputs": {
              "followers": 1136,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "MervinPraison",
              "public_repos": 347,
              "account_age_days": 5742
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            "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": {}
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                ],
                "max_points": 20
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "1,136 followers of MervinPraison",
                "points": 22,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1136,
                      "login": "MervinPraison"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "347 public repos, account ~15 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 347
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 15
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                  }
                ],
                "max_points": 25
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 71,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
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              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "36 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 36
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                ],
                "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",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "16 out of 16 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "agents",
                "ai",
                "aiagent",
                "aiagents",
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                "aiagentframework",
                "aiagentsframework",
                "ai-agent-framework",
                "ai-agents",
                "ai-agents-framework",
                "multi-agent",
                "multi-agent-system",
                "multi-agents",
                "multi-ai-agents",
                "ai-agent-sdk",
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              "has_wiki": true,
              "homepage": "https://praison.ai/docs",
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              "has_docs_dir": false,
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            "components": [
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                "key": "readme",
                "name": "README",
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              {
                "key": "documentation_directory",
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                "status": "missed",
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              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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              {
                "key": "repository_description",
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              {
                "key": "topics",
                "name": "Topics",
                "detail": "20 topics",
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                "details": [
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              {
                "key": "wiki",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
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            "key": "security_posture",
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              {
                "code": "weights_renormalized",
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            ],
            "value": 55,
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            "components": [
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                "key": "binary_artifacts",
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
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                "key": "ci_tests",
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              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
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              {
                "key": "code_review",
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              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 contributing companies or organizations",
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                "details": [],
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              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
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                "details": [],
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              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
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                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
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                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
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                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
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                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10",
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                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
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                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
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              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
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                "status": "missed",
                "details": [],
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              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
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              {
                "key": "signed_releases",
                "name": "Signed-Releases",
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                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 7.5
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                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "444 existing vulnerabilities detected",
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                "status": "missed",
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            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
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            "notes": [
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                "code": "jurisdiction_evidence_limits",
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            ],
            "value": 100,
            "inputs": {
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              "review_only_matches": 0,
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
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        "name": "AI Readiness",
        "value": 65,
        "weight": 0,
        "metrics": [
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            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
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                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 75,
            "inputs": {
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              "legible_history_share": null,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 41529
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            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
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                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, src/praisonai-agents/.cursorrules, src/praisonai-agents/AGENTS.md, src/praisonai-agents/tests/.windsurfrules, src/praisonai-rust/AGENTS.md, src/praisonai-ts/.cursorrules, src/praisonai-ts/.windsurfrules, src/praisonai-ts/AGENTS.md"
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                ],
                "max_points": 45
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              {
                "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": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 52,
            "inputs": {
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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 v1.13.0, schema v0.11.0 — full methodology · metrics wiki.

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