Public record
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 23:09 UTC

agno-agi / agno

Build, run, and manage agent platforms.

PythonApache-2.0★ 41,210 stars⑂ 5,646 forkssince May 2022View on GitHub ↗

agno-agi/agno holds a health index of 78 out of 100, placing it in the Good band. It scores highest on Vitality (100/100) and lowest on Security (48/100). It was last updated today. 2 contributors account for most of its recent work.

78
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.

78
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

AgnoOrganization
1,786 followers50 public repossince May 2022

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

Metrics by category

Vitality

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

100Excellent · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 2,013 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year2,013
human_commit_share
days_since_last_push0
active_weeks_last_year52

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 ~1.2 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv2.7.4
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases1.2
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?

95Excellent · 18% of overall
How it's scored
60/60Stars — 41,210 stars
25/25Forks — 5,646 forks
13.2/15Watchers — 236 watchers
Inputs used
forks5,646
stars41,210
watchers236
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 (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

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

70Good · 24% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.3/22.5Commit distribution — top contributor authored 45% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 32 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled100
top_contributor_share0.453
How it's scored
37.8/46.8Issue resolution — 81% of issues closed
27/38.3PR acceptance — 3,482/4,939 decided PRs merged
12/15OpenSSF Scorecard: Code-Review — Found 25/30 approved changesets -- score normalized to 8
Inputs used
merged_prs3,482
open_issues497
closed_issues2,091
issue_closed_ratio0.808
closed_unmerged_prs1,457
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
23.4/25Owner reach — 1,786 followers of agno-agi
20.8/25Track record — 50 public repos, account ~4 yr old
Inputs used
followers1,786
owner_typeOrganization
is_verified
owner_loginagno-agi
public_repos50
account_age_days1,535

Engineering Quality

Are baseline engineering and documentation practices in place?

73Good · 20% of overall
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 25 out of 27 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configno
has_precommit_configno
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://docs.agno.com
10/10Repository description
10/10Topics — 5 topics
10/10Wiki
Inputs used
topicsdeveloper-tools, python, agents, ai, ai-agents
has_wikiyes
homepagehttps://docs.agno.com
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

48At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5CI-Tests — 25 out of 27 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6/7.5Code-Review — Found 25/30 approved changesets -- score normalized to 8
2.5/2.5Contributors — project has 32 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 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
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 99 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.8
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.

64Moderate · 0% of overall
How it's scored
45/45Agent instructions — .cursorrules, AGENTS.md, CLAUDE.md, cookbook/03_teams/20_human_in_the_loop/CLAUDE.md, cookbook/05_agent_os/scheduler/CLAUDE.md, cookbook/frameworks/antigravity/example_agent/AGENTS.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share
agent_instruction_files.cursorrules, AGENTS.md, CLAUDE.md, cookbook/03_teams/20_human_in_the_loop/CLAUDE.md, cookbook/05_agent_os/scheduler/CLAUDE.md, cookbook/frameworks/antigravity/example_agent/AGENTS.md
agent_instruction_max_bytes7,145
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — cookbook/mypy.ini, libs/agno/agno/py.typed, libs/agno_infra/agno/py.typed
10/10Reproducible environment — 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
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configscookbook/mypy.ini, libs/agno/agno/py.typed, libs/agno_infra/agno/py.typed
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.
How it's scored
27/45Type-checkable code — Python with type-check config (cookbook/mypy.ini, libs/agno/agno/py.typed, libs/agno_infra/agno/py.typed)
54.2/55Manageable file sizes — 63/4,214 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes526,038
source_files_sampled4,214
oversized_source_files63
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — cookbook, examples
Inputs used
example_dirscookbook, examples
has_mcp_signalyes
api_schema_files

Key facts

41,210GitHub stars
100contributors
2,013commits, last 12 months
0days since last push
100releases
2bus factor
497open issues
package ecosystems

More detail

OpenSSF Scorecard 4.8 / 10
4.8aggregate

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 23:08 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
9CI-Tests25 out of 27 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
8Code-ReviewFound 25/30 approved changesets -- score normalized to 8
10Contributorsproject has 32 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 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
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities99 existing vulnerabilities detected
All dependencies 417

Full resolved dependency set from the GitHub dependency graph: 0 direct and 417 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIa2a-sdkindirect
PyPIag-ui-protocolindirect
PyPIagnoindirect
PyPIagno2.0.4indirect
PyPIagno2.3.24indirect
PyPIagno2.5.3indirect
PyPIagno2.6.12indirect
PyPIagno2.6.7indirect
PyPIagno2.6.9indirect
PyPIagnoctlindirect
PyPIagnoctl0.1.0a4indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttpindirect
PyPIaiohttp3.12.15indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic0.75.0indirect
PyPIanyio4.10.0indirect
PyPIanyio4.12.1indirect
PyPIanyio4.13.0indirect
PyPIanyio4.14.1indirect
PyPIanyio4.9.0indirect
PyPIattrs25.3.0indirect
PyPIattrs25.4.0indirect
PyPIattrs26.1.0indirect
PyPIbackoff2.2.1indirect
PyPIbcrypt5.0.0indirect
PyPIbeautifulsoup44.14.3indirect
PyPIbuild1.4.0indirect
PyPIbuild1.5.0indirect
PyPIcachetools5.5.2indirect
PyPIcertifi2025.7.14indirect
PyPIcertifi2025.8.3indirect
PyPIcertifi2026.1.4indirect
PyPIcertifi2026.4.22indirect
PyPIcertifi2026.5.20indirect
PyPIcertifi2026.6.17indirect
PyPIcffi2.0.0indirect
PyPIcharset-normalizer3.4.2indirect
PyPIcharset-normalizer3.4.4indirect
PyPIcharset-normalizer3.4.7indirect
PyPIchonkieindirect
PyPIchromadbindirect
PyPIchromadb1.4.0indirect
PyPIchromadb1.5.1indirect
PyPIchromadb1.5.9indirect
PyPIclick8.1.8indirect
PyPIclick8.2.1indirect
PyPIclick8.3.1indirect
PyPIclick8.4.0indirect
PyPIclick8.4.1indirect
PyPIcolorama0.4.6indirect
PyPIcoloredlogs15.0.1indirect
PyPIcrawl4aiindirect
PyPIcroniterindirect
PyPIcroniter6.2.2indirect
PyPIcryptographyindirect
PyPIcryptography46.0.3indirect
PyPIcryptography48.0.0indirect
PyPIcurl-cffi0.15.0indirect
PyPIdeprecated1.2.18indirect
PyPIdetect-installer0.1.0indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocstring-parserindirect
PyPIdocstring-parser0.17.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIduckduckgo-searchindirect
PyPIdurationpy0.10indirect
PyPIemail-validator2.3.0indirect
PyPIexa-pyindirect
PyPIfastapiindirect
PyPIfastapi0.116.1indirect
PyPIfastapi0.128.0indirect
PyPIfastapi0.129.0indirect
PyPIfastapi0.136.1indirect
PyPIfastapi0.136.3indirect
PyPIfastapi-cli0.0.20indirect
PyPIfastapi-cli0.0.23indirect
PyPIfastapi-cli0.0.24indirect
PyPIfastapi-cloud-cli0.13.0indirect
PyPIfastapi-cloud-cli0.17.1indirect
PyPIfastapi-cloud-cli0.18.0indirect
PyPIfastapi-cloud-cli0.19.0indirect
PyPIfastapi-cloud-cli0.9.0indirect
PyPIfastar0.11.0indirect
PyPIfastar0.8.0indirect
PyPIfastmcpindirect
PyPIfilelock3.20.3indirect
PyPIfilelock3.24.3indirect
PyPIfilelock3.29.0indirect
PyPIfirecrawl-py3.4.0indirect
PyPIflatbuffers25.12.19indirect
PyPIfrozendict2.4.7indirect
PyPIfrozenlist1.7.0indirect
PyPIfsspec2026.1.0indirect
PyPIfsspec2026.2.0indirect
PyPIfsspec2026.4.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpythonindirect
PyPIgitpython3.1.45indirect
PyPIgitpython3.1.46indirect
PyPIgitpython3.1.50indirect
PyPIgoogle-auth2.40.3indirect
PyPIgoogle-auth2.47.0indirect
PyPIgoogle-auth2.53.0indirect
PyPIgoogle-genaiindirect
PyPIgoogle-genai1.57.0indirect
PyPIgoogle-genai2.4.0indirect
PyPIgoogle-genai2.7.0indirect
PyPIgoogle-genai2.8.0indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgreenlet3.2.4indirect
PyPIgrpcioindirect
PyPIgrpcio1.76.0indirect
PyPIgrpcio1.78.1indirect
PyPIgrpcio1.80.0indirect
PyPIh11indirect
PyPIh110.16.0indirect
PyPIh24.3.0indirect
PyPIhf-xet1.2.0indirect
PyPIhf-xet1.5.0indirect
PyPIhpack4.1.0indirect
PyPIhpack4.2.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttptools0.7.1indirect
PyPIhttptools0.8.0indirect
PyPIhttpxindirect
PyPIhttpx0.28.1indirect
PyPIhttpx-sse0.4.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhuggingface-hub1.15.0indirect
PyPIhuggingface-hub1.3.1indirect
PyPIhuggingface-hub1.4.1indirect
PyPIhumanfriendly10.0indirect
PyPIhyperframe6.1.0indirect
PyPIidna3.10indirect
PyPIidna3.11indirect
PyPIidna3.15indirect
PyPIidna3.17indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.7.1indirect
PyPIimportlib-resources6.5.2indirect
PyPIimportlib-resources7.1.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.10.0indirect
PyPIjiter0.12.0indirect
PyPIjiter0.13.0indirect
PyPIjiter0.15.0indirect
PyPIjsonpatchindirect
PyPIjsonschema4.25.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.4.1indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkubernetes34.1.0indirect
PyPIkubernetes35.0.0indirect
PyPIlancedbindirect
PyPIlitellmindirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcpindirect
PyPImcp1.12.2indirect
PyPImcp1.25.0indirect
PyPImcp1.27.1indirect
PyPImcp1.27.2indirect
PyPImcp-toolbox-demo0.1.0indirect
PyPImdurl0.1.2indirect
PyPImemoriindirect
PyPImmh35.2.0indirect
PyPImmh35.2.1indirect
PyPImpmath1.3.0indirect
PyPImultidict6.6.3indirect
PyPImultitasking0.0.13indirect
PyPImypy1.18.2indirect
PyPImypy2.1.0indirect
PyPInest-asyncio1.6.0indirect
PyPInotion-client3.1.0indirect
PyPInumpy2.4.1indirect
PyPInumpy2.4.2indirect
PyPInumpy2.4.6indirect
PyPIoauthlib3.3.1indirect
PyPIonnxruntime1.23.2indirect
PyPIonnxruntime1.24.2indirect
PyPIonnxruntime1.26.0indirect
PyPIopenaiindirect
PyPIopenai1.97.1indirect
PyPIopenai2.15.0indirect
PyPIopenai2.21.0indirect
PyPIopenai2.41.0indirect
PyPIopeninference-instrumentation0.1.42indirect
PyPIopeninference-instrumentation0.1.51indirect
PyPIopeninference-instrumentation0.1.52indirect
PyPIopeninference-instrumentation0.1.53indirect
PyPIopeninference-instrumentation-agno0.1.25indirect
PyPIopeninference-instrumentation-agno0.1.34indirect
PyPIopeninference-instrumentation-agno0.1.35indirect
PyPIopeninference-semantic-conventions0.1.25indirect
PyPIopeninference-semantic-conventions0.1.29indirect
PyPIopeninference-semantic-conventions0.1.30indirect
PyPIopentelemetry-api1.39.1indirect
PyPIopentelemetry-api1.42.0indirect
PyPIopentelemetry-api1.42.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-common1.42.0indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-grpc1.42.0indirect
PyPIopentelemetry-instrumentation0.60b1indirect
PyPIopentelemetry-instrumentation0.63b0indirect
PyPIopentelemetry-instrumentation0.63b1indirect
PyPIopentelemetry-proto1.39.1indirect
PyPIopentelemetry-proto1.42.0indirect
PyPIopentelemetry-sdk1.39.1indirect
PyPIopentelemetry-sdk1.42.0indirect
PyPIopentelemetry-sdk1.42.1indirect
PyPIopentelemetry-semantic-conventions0.60b1indirect
PyPIopentelemetry-semantic-conventions0.63b0indirect
PyPIopentelemetry-semantic-conventions0.63b1indirect
PyPIorjson3.11.5indirect
PyPIorjson3.11.7indirect
PyPIorjson3.11.9indirect
PyPIoverrides7.7.0indirect
PyPIpackagingindirect
PyPIpackaging25.0indirect
PyPIpackaging26.0indirect
PyPIpackaging26.2indirect
PyPIpandas3.0.3indirect
PyPIparallel-webindirect
PyPIpeewee4.0.5indirect
PyPIpgvector0.4.2indirect
PyPIpillowindirect
PyPIpillow12.1.0indirect
PyPIpillow12.2.0indirect
PyPIpinecone5.4.2indirect
PyPIplatformdirs4.9.6indirect
PyPIposthog5.4.0indirect
PyPIpropcache0.3.2indirect
PyPIprotobuf6.33.3indirect
PyPIprotobuf6.33.5indirect
PyPIprotobuf6.33.6indirect
PyPIpsycopgindirect
PyPIpsycopg3.3.2indirect
PyPIpsycopg3.3.3indirect
PyPIpsycopg3.3.4indirect
PyPIpsycopg-binaryindirect
PyPIpsycopg-binary3.3.2indirect
PyPIpsycopg-binary3.3.3indirect
PyPIpsycopg-binary3.3.4indirect
PyPIpyasn10.6.1indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpybase641.4.3indirect
PyPIpycparser2.23indirect
PyPIpycparser3.0indirect
PyPIpydanticindirect
PyPIpydantic2.11.7indirect
PyPIpydantic2.12.5indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.33.2indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-extra-types2.11.0indirect
PyPIpydantic-extra-types2.11.1indirect
PyPIpydantic-settingsindirect
PyPIpydantic-settings2.10.1indirect
PyPIpydantic-settings2.12.0indirect
PyPIpydantic-settings2.13.1indirect
PyPIpydantic-settings2.14.1indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.19.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwtindirect
PyPIpyjwt2.10.1indirect
PyPIpyjwt2.12.1indirect
PyPIpyjwt2.13.0indirect
PyPIpymilvusindirect
PyPIpymongoindirect
PyPIpypika0.48.9indirect
PyPIpypika0.51.1indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytelegrambotapiindirect
PyPIpytestindirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncioindirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-rerunfailuresindirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenvindirect
PyPIpython-dotenv1.1.1indirect
PyPIpython-dotenv1.2.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipartindirect
PyPIpython-multipart0.0.20indirect
PyPIpython-multipart0.0.21indirect
PyPIpython-multipart0.0.22indirect
PyPIpython-multipart0.0.29indirect
PyPIpython-multipart0.0.32indirect
PyPIpytzindirect
PyPIpytz2026.2indirect
PyPIpywin32311indirect
PyPIpyyamlindirect
PyPIpyyaml6.0.2indirect
PyPIpyyaml6.0.3indirect
PyPIredisvlindirect
PyPIreferencing0.36.2indirect
PyPIreferencing0.37.0indirect
PyPIrequestsindirect
PyPIrequests2.32.4indirect
PyPIrequests2.32.5indirect
PyPIrequests2.34.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrichindirect
PyPIrich13.9.4indirect
PyPIrich14.1.0indirect
PyPIrich14.2.0indirect
PyPIrich14.3.3indirect
PyPIrich15.0.0indirect
PyPIrich-toolkit0.17.1indirect
PyPIrich-toolkit0.19.10indirect
PyPIrich-toolkit0.19.4indirect
PyPIrich-toolkit0.19.9indirect
PyPIrich-toolkit0.20.1indirect
PyPIrignore0.7.6indirect
PyPIrpds-py0.26.0indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.5.1indirect
PyPIrsa4.9.1indirect
PyPIruff0.14.3indirect
PyPIruff0.15.20indirect
PyPIscrapegraph-pyindirect
PyPIseltzindirect
PyPIsentry-sdk2.49.0indirect
PyPIsentry-sdk2.53.0indirect
PyPIsentry-sdk2.60.0indirect
PyPIsentry-sdk2.61.0indirect
PyPIsentry-sdk2.61.1indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIslack-sdkindirect
PyPIsmmap5.0.2indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8.3indirect
PyPIsqlalchemyindirect
PyPIsqlalchemy2.0.43indirect
PyPIsqlalchemy2.0.45indirect
PyPIsqlalchemy2.0.46indirect
PyPIsqlalchemy2.0.49indirect
PyPIsqlalchemy2.0.50indirect
PyPIsse-starlette3.0.2indirect
PyPIsse-starlette3.1.2indirect
PyPIsse-starlette3.4.4indirect
PyPIstarlette0.47.2indirect
PyPIstarlette0.50.0indirect
PyPIstarlette0.52.1indirect
PyPIstarlette1.0.0indirect
PyPIstarlette1.2.0indirect
PyPIstarlette1.2.1indirect
PyPIsurrealdbindirect
PyPIsympy1.14.0indirect
PyPItavily-pythonindirect
PyPItenacity9.1.2indirect
PyPItenacity9.1.4indirect
PyPItokenizers0.22.2indirect
PyPItokenizers0.23.1indirect
PyPItomli2.2.1indirect
PyPItoolbox-core0.4.0indirect
PyPItqdm4.67.1indirect
PyPItqdm4.67.3indirect
PyPItqdm4.68.1indirect
PyPItwelvelabsindirect
PyPItyper0.16.0indirect
PyPItyper0.16.1indirect
PyPItyper0.21.1indirect
PyPItyper0.24.0indirect
PyPItyper0.25.1indirect
PyPItyper0.26.3indirect
PyPItyper0.26.7indirect
PyPItyper0.26.8indirect
PyPItyper-slim0.21.1indirect
PyPItyper-slim0.24.0indirect
PyPItyping-extensionsindirect
PyPItyping-extensions4.14.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.1indirect
PyPItyping-inspection0.4.2indirect
PyPIunstructuredindirect
PyPIurllib32.3.0indirect
PyPIurllib32.5.0indirect
PyPIurllib32.6.3indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.35.0indirect
PyPIuvicorn0.40.0indirect
PyPIuvicorn0.41.0indirect
PyPIuvicorn0.47.0indirect
PyPIuvicorn0.48.0indirect
PyPIuvicorn0.49.0indirect
PyPIuvloop0.22.1indirect
PyPIvalkey-glide-syncindirect
PyPIwatchfiles1.1.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwebsocket-client1.9.0indirect
PyPIwebsockets15.0.1indirect
PyPIwebsockets16.0indirect
PyPIwrapt1.17.2indirect
PyPIwrapt1.17.3indirect
PyPIwrapt2.1.2indirect
PyPIwrapt2.2.1indirect
PyPIyarl1.20.1indirect
PyPIyfinance1.3.0indirect
PyPIzipp3.23.0indirect
Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "developer-tools",
        "python",
        "agents",
        "ai",
        "ai-agents"
      ],
      "is_fork": false,
      "size_kb": 295521,
      "has_wiki": true,
      "homepage": "https://docs.agno.com",
      "languages": {
        "TeX": 3111,
        "HTML": 27632,
        "Shell": 50181,
        "Python": 31374185,
        "Batchfile": 25372,
        "PowerShell": 5503
      },
      "pushed_at": "2026-07-17T22:10:48Z",
      "created_at": "2022-05-04T15:23:02Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-17T22:47:49Z",
      "description": "Build, run, and manage agent platforms.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://agno.com",
      "name": "Agno",
      "type": "Organization",
      "login": "agno-agi",
      "company": null,
      "followers": 1786,
      "avatar_url": "https://avatars.githubusercontent.com/u/104874993?v=4",
      "created_at": "2022-05-04T00:28:32Z",
      "is_verified": null,
      "public_repos": 50,
      "account_age_days": 1535
    },
    "activity": {
      "releases_count": 100,
      "commits_last_year": 2013,
      "latest_release_at": "2026-07-17T09:22:24Z",
      "latest_release_tag": "v2.7.4",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 1.2
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 75,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": []
    },
    "popularity": {
      "forks": 5646,
      "stars": 41210,
      "watchers": 236,
      "open_issues_and_prs": 984
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "cookbook",
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "cookbook/mypy.ini",
        "libs/agno/agno/py.typed",
        "libs/agno_infra/agno/py.typed"
      ],
      "largest_source_bytes": 526038,
      "source_files_sampled": 4214,
      "oversized_source_files": 63,
      "agent_instruction_files": [
        ".cursorrules",
        "AGENTS.md",
        "CLAUDE.md",
        "cookbook/03_teams/20_human_in_the_loop/CLAUDE.md",
        "cookbook/05_agent_os/scheduler/CLAUDE.md",
        "cookbook/frameworks/antigravity/example_agent/AGENTS.md"
      ],
      "agent_instruction_max_bytes": 7145
    },
    "dependencies": {
      "manifests": [],
      "ecosystems": [],
      "dependencies": [],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "a2a-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ag-ui-protocol",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "agno",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "agno",
            "direct": false,
            "version": "2.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "agno",
            "direct": false,
            "version": "2.3.24",
            "ecosystem": "pypi"
          },
          {
            "name": "agno",
            "direct": false,
            "version": "2.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "agno",
            "direct": false,
            "version": "2.6.12",
            "ecosystem": "pypi"
          },
          {
            "name": "agno",
            "direct": false,
            "version": "2.6.7",
            "ecosystem": "pypi"
          },
          {
            "name": "agno",
            "direct": false,
            "version": "2.6.9",
            "ecosystem": "pypi"
          },
          {
            "name": "agnoctl",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "agnoctl",
            "direct": false,
            "version": "0.1.0a4",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.12.15",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anthropic",
            "direct": false,
            "version": "0.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "25.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "25.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backoff",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "bcrypt",
            "direct": false,
            "version": "5.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "build",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "build",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "5.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2025.7.14",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2025.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.4.22",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.5.20",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.6.17",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "chonkie",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "chromadb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "chromadb",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "chromadb",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "chromadb",
            "direct": false,
            "version": "1.5.9",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coloredlogs",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "crawl4ai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "croniter",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "croniter",
            "direct": false,
            "version": "6.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "46.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "48.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "curl-cffi",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecated",
            "direct": false,
            "version": "1.2.18",
            "ecosystem": "pypi"
          },
          {
            "name": "detect-installer",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "dnspython",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "docstring-parser",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "duckduckgo-search",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "durationpy",
            "direct": false,
            "version": "0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "email-validator",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "exa-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.116.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.128.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.129.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.136.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": false,
            "version": "0.136.3",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cli",
            "direct": false,
            "version": "0.0.20",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cli",
            "direct": false,
            "version": "0.0.23",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cli",
            "direct": false,
            "version": "0.0.24",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cloud-cli",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cloud-cli",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cloud-cli",
            "direct": false,
            "version": "0.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cloud-cli",
            "direct": false,
            "version": "0.19.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi-cloud-cli",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastar",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastar",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fastmcp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.20.3",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.24.3",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.0",
            "ecosystem": "pypi"
          },
          {
            "name": "firecrawl-py",
            "direct": false,
            "version": "3.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "flatbuffers",
            "direct": false,
            "version": "25.12.19",
            "ecosystem": "pypi"
          },
          {
            "name": "frozendict",
            "direct": false,
            "version": "2.4.7",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.45",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.46",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.50",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.40.3",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.47.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-auth",
            "direct": false,
            "version": "2.53.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": "1.57.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "google-genai",
            "direct": false,
            "version": "2.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.72.0",
            "ecosystem": "pypi"
          },
          {
            "name": "googleapis-common-protos",
            "direct": false,
            "version": "1.75.0",
            "ecosystem": "pypi"
          },
          {
            "name": "greenlet",
            "direct": false,
            "version": "3.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.76.0",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.78.1",
            "ecosystem": "pypi"
          },
          {
            "name": "grpcio",
            "direct": false,
            "version": "1.80.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "h2",
            "direct": false,
            "version": "4.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hpack",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hpack",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httptools",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httptools",
            "direct": false,
            "version": "0.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx-sse",
            "direct": false,
            "version": "0.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "humanfriendly",
            "direct": false,
            "version": "10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hyperframe",
            "direct": false,
            "version": "6.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.11",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.15",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.17",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "6.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-resources",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": false,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpatch",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "kubernetes",
            "direct": false,
            "version": "34.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "kubernetes",
            "direct": false,
            "version": "35.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lancedb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "litellm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.27.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": false,
            "version": "1.27.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mcp-toolbox-demo",
            "direct": false,
            "version": "0.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "memori",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mmh3",
            "direct": false,
            "version": "5.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "mmh3",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "multitasking",
            "direct": false,
            "version": "0.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "1.18.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mypy",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "notion-client",
            "direct": false,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": false,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "oauthlib",
            "direct": false,
            "version": "3.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": "1.23.2",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": "1.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "1.97.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.21.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-instrumentation",
            "direct": false,
            "version": "0.1.42",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-instrumentation",
            "direct": false,
            "version": "0.1.51",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-instrumentation",
            "direct": false,
            "version": "0.1.52",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-instrumentation",
            "direct": false,
            "version": "0.1.53",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-instrumentation-agno",
            "direct": false,
            "version": "0.1.25",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-instrumentation-agno",
            "direct": false,
            "version": "0.1.34",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-instrumentation-agno",
            "direct": false,
            "version": "0.1.35",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-semantic-conventions",
            "direct": false,
            "version": "0.1.25",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-semantic-conventions",
            "direct": false,
            "version": "0.1.29",
            "ecosystem": "pypi"
          },
          {
            "name": "openinference-semantic-conventions",
            "direct": false,
            "version": "0.1.30",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.42.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-api",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-common",
            "direct": false,
            "version": "1.42.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-grpc",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-exporter-otlp-proto-grpc",
            "direct": false,
            "version": "1.42.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.63b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-instrumentation",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-proto",
            "direct": false,
            "version": "1.42.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.39.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.42.0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-sdk",
            "direct": false,
            "version": "1.42.1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.60b1",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.63b0",
            "ecosystem": "pypi"
          },
          {
            "name": "opentelemetry-semantic-conventions",
            "direct": false,
            "version": "0.63b1",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.5",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.7",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": false,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "overrides",
            "direct": false,
            "version": "7.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "parallel-web",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "peewee",
            "direct": false,
            "version": "4.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pgvector",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pinecone",
            "direct": false,
            "version": "5.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.9.6",
            "ecosystem": "pypi"
          },
          {
            "name": "posthog",
            "direct": false,
            "version": "5.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.3",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.5",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "6.33.6",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg",
            "direct": false,
            "version": "3.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg-binary",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg-binary",
            "direct": false,
            "version": "3.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg-binary",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg-binary",
            "direct": false,
            "version": "3.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyasn1-modules",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pybase64",
            "direct": false,
            "version": "1.4.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.23",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.11.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": false,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.33.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.41.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-extra-types",
            "direct": false,
            "version": "2.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-extra-types",
            "direct": false,
            "version": "2.11.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-settings",
            "direct": false,
            "version": "2.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pymilvus",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pymongo",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pypika",
            "direct": false,
            "version": "0.48.9",
            "ecosystem": "pypi"
          },
          {
            "name": "pypika",
            "direct": false,
            "version": "0.51.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyproject-hooks",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytelegrambotapi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": "7.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-mock",
            "direct": false,
            "version": "3.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-rerunfailures",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.20",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.21",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.22",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.29",
            "ecosystem": "pypi"
          },
          {
            "name": "python-multipart",
            "direct": false,
            "version": "0.0.32",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2026.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "redisvl",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.4",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.5",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requests-oauthlib",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "13.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "14.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "14.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "14.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.19.10",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.19.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.19.9",
            "ecosystem": "pypi"
          },
          {
            "name": "rich-toolkit",
            "direct": false,
            "version": "0.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rignore",
            "direct": false,
            "version": "0.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rsa",
            "direct": false,
            "version": "4.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.20",
            "ecosystem": "pypi"
          },
          {
            "name": "scrapegraph-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "seltz",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.49.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.53.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.60.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.61.0",
            "ecosystem": "pypi"
          },
          {
            "name": "sentry-sdk",
            "direct": false,
            "version": "2.61.1",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "slack-sdk",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.3",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.43",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.45",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.46",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.49",
            "ecosystem": "pypi"
          },
          {
            "name": "sqlalchemy",
            "direct": false,
            "version": "2.0.50",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sse-starlette",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "0.47.2",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "0.50.0",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "0.52.1",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "surrealdb",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tavily-python",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.22.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "toolbox-core",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.67.3",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": false,
            "version": "4.68.1",
            "ecosystem": "pypi"
          },
          {
            "name": "twelvelabs",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.26.3",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.26.7",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": false,
            "version": "0.26.8",
            "ecosystem": "pypi"
          },
          {
            "name": "typer-slim",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typer-slim",
            "direct": false,
            "version": "0.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": false,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "unstructured",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.40.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.47.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvicorn",
            "direct": false,
            "version": "0.49.0",
            "ecosystem": "pypi"
          },
          {
            "name": "uvloop",
            "direct": false,
            "version": "0.22.1",
            "ecosystem": "pypi"
          },
          {
            "name": "valkey-glide-sync",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "watchfiles",
            "direct": false,
            "version": "1.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websockets",
            "direct": false,
            "version": "16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.3",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "yfinance",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "3.23.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 417,
        "direct_count": 0,
        "indirect_count": 417
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 487,
        "merged_prs": 3482,
        "open_issues": 497,
        "closed_ratio": 0.808,
        "closed_issues": 2091,
        "closed_unmerged_prs": 1457
      },
      "bus_factor": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "ashpreetbedi",
          "commits": 2438,
          "avatar_url": "https://avatars.githubusercontent.com/u/22579644?u=2bb4cb5c28dfdada396dbf0b7d9a639beb88d72b&v=4"
        },
        {
          "type": "User",
          "login": "ysolanky",
          "commits": 593,
          "avatar_url": "https://avatars.githubusercontent.com/u/101447028?u=1ffdf823042681252351bc03fd88de226f6ce30f&v=4"
        },
        {
          "type": "User",
          "login": "dirkbrnd",
          "commits": 453,
          "avatar_url": "https://avatars.githubusercontent.com/u/51947788?u=89b6a260b91d14ff9c98c9beb02ee5d7ec214bdd&v=4"
        },
        {
          "type": "User",
          "login": "kausmeows",
          "commits": 301,
          "avatar_url": "https://avatars.githubusercontent.com/u/82315953?u=319dfbf69d672ea0d749db18519b40c77845fc02&v=4"
        },
        {
          "type": "User",
          "login": "Mustafa-Esoofally",
          "commits": 219,
          "avatar_url": "https://avatars.githubusercontent.com/u/63255402?u=94540ae69d87b5fb100cd8f00ab85ce894a9c961&v=4"
        },
        {
          "type": "User",
          "login": "manuhortet",
          "commits": 165,
          "avatar_url": "https://avatars.githubusercontent.com/u/13752770?u=829aead80cb22f9b20b72542bfa1399ebee96338&v=4"
        },
        {
          "type": "User",
          "login": "manthanguptaa",
          "commits": 149,
          "avatar_url": "https://avatars.githubusercontent.com/u/42516515?u=f4ee4a36b252bf88773ef91c2e2e0fbe00e888ca&v=4"
        },
        {
          "type": "User",
          "login": "jacobweiss2305",
          "commits": 125,
          "avatar_url": "https://avatars.githubusercontent.com/u/26749795?u=9dbb05af130c7d26dc34e894a0825d2c7f69d227&v=4"
        },
        {
          "type": "User",
          "login": "anuragts",
          "commits": 116,
          "avatar_url": "https://avatars.githubusercontent.com/u/79055093?u=751a0c8f9e064fa80e7abacbabf4e96b44bdff17&v=4"
        },
        {
          "type": "User",
          "login": "Ayush0054",
          "commits": 88,
          "avatar_url": "https://avatars.githubusercontent.com/u/97244608?u=e4c65b93533b41f7f16d61266fad02f4187de3a9&v=4"
        }
      ],
      "contributors_sampled": 100,
      "top_contributor_share": 0.453
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "claude.yml",
        "performance.yml",
        "pr-lint.yml",
        "pr-triage.yml",
        "release.yml",
        "test.yml",
        "test_on_release.yml"
      ],
      "has_docs_dir": false,
      "linter_configs": [],
      "has_editorconfig": true,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "25 out of 27 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 8,
            "reason": "Found 25/30 approved changesets -- score normalized to 8",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 32 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "99 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "c8624ccbcbccf8881c17ad8528bb113774cd472a",
        "ran_at": "2026-07-17T23:08:37Z",
        "aggregate_score": 4.8,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/agno-agi/agno",
    "host": "github.com",
    "name": "agno",
    "owner": "agno-agi"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 78,
      "inputs": {
        "security": 48,
        "vitality": 100,
        "community": 95,
        "governance": 70,
        "engineering": 73
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 100,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "commits_last_year": 2013,
              "human_commit_share": null,
              "days_since_last_push": 0,
              "active_weeks_last_year": 52
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "52/52 weeks with commits",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 52
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "2013 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 2013
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v2.7.4",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 1.2
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~1.2 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 1.2
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "no_commit_sample",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 95,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "forks": 5646,
              "stars": 41210,
              "watchers": 236,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "41,210 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 41210
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "5,646 forks",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 5646
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "236 watchers",
                "points": 13.2,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 236
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 70,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 100,
              "top_contributor_share": 0.453
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 45% of commits",
                "points": 12.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 45
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "100 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 100
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 32 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "merged_prs": 3482,
              "open_issues": 497,
              "closed_issues": 2091,
              "issue_closed_ratio": 0.808,
              "closed_unmerged_prs": 1457
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "81% of issues closed",
                "points": 37.8,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 81
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "3482/4939 decided PRs merged",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 3482,
                      "decided": 4939
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 25/30 approved changesets -- score normalized to 8",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "followers": 1786,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "agno-agi",
              "public_repos": 50,
              "account_age_days": 1535
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "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": "1,786 followers of agno-agi",
                "points": 23.4,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 1786,
                      "login": "agno-agi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "50 public repos, account ~4 yr old",
                "points": 20.8,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 50
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 73,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "7 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "25 out of 27 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "developer-tools",
                "python",
                "agents",
                "ai",
                "ai-agents"
              ],
              "has_wiki": true,
              "homepage": "https://docs.agno.com",
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://docs.agno.com",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "5 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 48,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 48,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 27 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "status": "partial",
                "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 25/30 approved changesets -- score normalized to 8",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 32 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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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 1 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 detected",
                "points": 5,
                "status": "met",
                "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",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "99 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "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": 8
            },
            "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": 64,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                ".cursorrules",
                "AGENTS.md",
                "CLAUDE.md",
                "cookbook/03_teams/20_human_in_the_loop/CLAUDE.md",
                "cookbook/05_agent_os/scheduler/CLAUDE.md",
                "cookbook/frameworks/antigravity/example_agent/AGENTS.md"
              ],
              "agent_instruction_max_bytes": 7145
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".cursorrules, AGENTS.md, CLAUDE.md, cookbook/03_teams/20_human_in_the_loop/CLAUDE.md, cookbook/05_agent_os/scheduler/CLAUDE.md, cookbook/frameworks/antigravity/example_agent/AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".cursorrules, AGENTS.md, CLAUDE.md, cookbook/03_teams/20_human_in_the_loop/CLAUDE.md, cookbook/05_agent_os/scheduler/CLAUDE.md, cookbook/frameworks/antigravity/example_agent/AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "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": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "cookbook/mypy.ini",
                "libs/agno/agno/py.typed",
                "libs/agno_infra/agno/py.typed"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "cookbook/mypy.ini, libs/agno/agno/py.typed, libs/agno_infra/agno/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "cookbook/mypy.ini, libs/agno/agno/py.typed, libs/agno_infra/agno/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 526038,
              "source_files_sampled": 4214,
              "oversized_source_files": 63
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (cookbook/mypy.ini, libs/agno/agno/py.typed, libs/agno_infra/agno/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "cookbook/mypy.ini, libs/agno/agno/py.typed, libs/agno_infra/agno/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "63/4214 source files over 60KB",
                "points": 54.2,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 4214,
                      "oversized": 63
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "cookbook",
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "cookbook, examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "cookbook, examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T23:09:46.969277Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/agno-agi/agno.svg",
  "full_name": "agno-agi/agno",
  "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 v0.12.0 — full methodology · metrics wiki.

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