Public recordGood
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 13:40 UTC
langchain-ai / langchain-aws
Build LangChain Applications on AWS
langchain-ai/langchain-aws holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Vitality (95/100) and lowest on Security (61/100). It was last updated 2 days ago. 4 contributors account for most of its recent work.
75
overall / 100Software 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.
75
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)
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
LangChainOrganization
20,950 followers251 public repossince Mar 2023
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?
95
Development activity
99Excellent
How it's scored
| 36/36 | Push recency — last push 2 days ago |
| 34.6/36 | Commit cadence — 50/52 weeks with commits |
| 18/18 | Commit volume — 385 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 385 |
| human_commit_share | — |
| days_since_last_push | 2 |
| active_weeks_last_year | 50 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 11 days ago |
| 27/27 | Release cadence — a release every ~5.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 100 |
| latest_release_tag | langchain-aws==1.6.2 |
| releases_from_tags | no |
| days_since_latest_release | 11 |
| mean_days_between_releases | 5.4 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
75
Popularity & adoption
66Moderate
How it's scored
| 40.9/60 | Stars — 332 stars |
| 20.6/25 | Forks — 297 forks |
| 4.3/15 | Watchers — 7 watchers |
Inputs used
| forks | 297 |
| stars | 332 |
| watchers | 7 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
78
How it's scored
| 43.2/54 | Bus factor — 4 contributor(s) cover half of all commits |
| 17.5/22.5 | Commit distribution — top contributor authored 22% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Inputs used
| bus_factor | 4 |
| contributors_sampled | 100 |
| top_contributor_share | 0.222 |
How it's scored
| 38.8/46.8 | Issue resolution — 83% of issues closed |
| 33.4/38.3 | PR acceptance — 649/743 decided PRs merged |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 5/26 approved changesets -- score normalized to 1 |
Inputs used
| merged_prs | 649 |
| open_issues | 63 |
| closed_issues | 307 |
| issue_closed_ratio | 0.83 |
| closed_unmerged_prs | 94 |
Ownership & stewardship
75Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 20,950 followers of langchain-ai |
| 19.8/25 | Track record — 251 public repos, account ~3 yr old |
Inputs used
| followers | 20,950 |
| owner_type | Organization |
| is_verified | — |
| owner_login | langchain-ai |
| public_repos | 251 |
| account_age_days | 1,234 |
Engineering Quality
Are baseline engineering and documentation practices in place?
61
Engineering practices
68Moderate
How it's scored
| 24/24 | CI workflows — 11 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
50Moderate
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | aws, generative-ai, langchain, langchain-python |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
61
Security posture
61Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 5/26 approved changesets -- score normalized to 1 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 1.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 3 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.1 |
Excluded from scoring (no data or not applicable): branch_protection. 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.
80
Agent context & guidance
100Excellent
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md |
| 15/15 | Machine-readable docs (llms.txt) — llms.txt present |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | yes |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 7,965 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — libs/agentcore-codeinterpreter/Makefile, libs/aws/Makefile, libs/langgraph-checkpoint-aws/Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — libs/aws/langchain_aws/py.typed |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | libs/agentcore-codeinterpreter/Makefile, libs/aws/Makefile, libs/langgraph-checkpoint-aws/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | libs/aws/langchain_aws/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (libs/aws/langchain_aws/py.typed) |
| 53.6/55 | Manageable file sizes — 7/278 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 221,460 |
| source_files_sampled | 278 |
| oversized_source_files | 7 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — notebooks, samples |
Inputs used
| example_dirs | notebooks, samples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
332GitHub stars
100contributors
385commits, last 12 months
2days since last push
100releases
4bus factor
63open issues
—package ecosystems
More detail
OpenSSF Scorecard 6.1 / 10
6.1aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 5/26 approved changesets -- score normalized to 1 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 3 | SAST | SAST tool is not run on all commits -- score normalized to 3 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
All dependencies 174
Full resolved dependency set from the GitHub dependency graph: 0 direct and 174 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | 0.111.0 | indirect |
| PyPI | anthropic | 0.116.0 | indirect |
| PyPI | anyio | 4.14.0 | indirect |
| PyPI | anyio | 4.14.1 | indirect |
| PyPI | ast-serialize | 0.5.0 | indirect |
| PyPI | ast-serialize | 0.6.0 | indirect |
| PyPI | async-timeout | 4.0.3 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | aws-sdk-bedrock-runtime | 0.7.0 | indirect |
| PyPI | aws-sdk-signers | 0.3.0 | indirect |
| PyPI | awscrt | 0.32.2 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | beautifulsoup4 | 4.15.0 | indirect |
| PyPI | bedrock-agentcore | 1.15.0 | indirect |
| PyPI | bedrock-agentcore | 1.17.0 | indirect |
| PyPI | boto3 | 1.43.36 | indirect |
| PyPI | boto3 | 1.43.39 | indirect |
| PyPI | boto3 | 1.43.40 | indirect |
| PyPI | boto3-stubs | 1.43.35 | indirect |
| PyPI | boto3-stubs | 1.43.39 | indirect |
| PyPI | boto3-stubs | 1.43.40 | indirect |
| PyPI | botocore | 1.43.36 | indirect |
| PyPI | botocore | 1.43.39 | indirect |
| PyPI | botocore | 1.43.40 | indirect |
| PyPI | botocore-stubs | 1.43.14 | indirect |
| PyPI | bracex | 2.6 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | charset-normalizer | 3.4.8 | indirect |
| PyPI | click | 8.4.1 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.14.3 | indirect |
| PyPI | coverage | 7.15.0 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | deepagents | 0.6.11 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
| PyPI | fakeredis | 2.36.2 | indirect |
| PyPI | filetype | 1.2.0 | indirect |
| PyPI | google-auth | 2.55.0 | indirect |
| PyPI | google-genai | 2.9.0 | indirect |
| PyPI | greenlet | 3.5.3 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | ijson | 3.5.1 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jiter | 0.15.0 | indirect |
| PyPI | jiter | 0.16.0 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | jsonpatch | 1.33 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | langchain | 1.3.11 | indirect |
| PyPI | langchain-agentcore-codeinterpreter | 0.0.5 | indirect |
| PyPI | langchain-anthropic | 1.4.7 | indirect |
| PyPI | langchain-anthropic | 1.4.8 | indirect |
| PyPI | langchain-aws | 1.6.1 | indirect |
| PyPI | langchain-aws | 1.6.2 | indirect |
| PyPI | langchain-classic | 1.0.8 | indirect |
| PyPI | langchain-core | 1.4.8 | indirect |
| PyPI | langchain-google-genai | 4.2.5 | indirect |
| PyPI | langchain-protocol | 0.0.18 | indirect |
| PyPI | langchain-tests | 1.1.9 | indirect |
| PyPI | langchain-text-splitters | 1.1.2 | indirect |
| PyPI | langgraph | 1.2.6 | indirect |
| PyPI | langgraph | 1.2.7 | indirect |
| PyPI | langgraph-checkpoint | 4.1.1 | indirect |
| PyPI | langgraph-checkpoint-aws | 1.2.0 | indirect |
| PyPI | langgraph-checkpoint-conformance | 0.0.2 | indirect |
| PyPI | langgraph-prebuilt | 1.1.0 | indirect |
| PyPI | langgraph-sdk | 0.4.2 | indirect |
| PyPI | langsmith | 0.9.0 | indirect |
| PyPI | langsmith | 0.9.6 | indirect |
| PyPI | langsmith | 0.9.7 | indirect |
| PyPI | librt | 0.11.0 | indirect |
| PyPI | librt | 0.12.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mypy | 2.1.0 | indirect |
| PyPI | mypy-boto3-cloudformation | 1.43.23 | indirect |
| PyPI | mypy-boto3-cloudformation | 1.43.38 | indirect |
| PyPI | mypy-boto3-dynamodb | 1.43.0 | indirect |
| PyPI | mypy-boto3-ec2 | 1.43.35 | indirect |
| PyPI | mypy-boto3-ec2 | 1.43.39 | indirect |
| PyPI | mypy-boto3-lambda | 1.43.35 | indirect |
| PyPI | mypy-boto3-lambda | 1.43.37 | indirect |
| PyPI | mypy-boto3-rds | 1.43.30 | indirect |
| PyPI | mypy-boto3-s3 | 1.43.31 | indirect |
| PyPI | mypy-boto3-sqs | 1.43.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | numpy | 2.0.2 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.4.6 | indirect |
| PyPI | numpy | 2.5.0 | indirect |
| PyPI | numpy | 2.5.1 | indirect |
| PyPI | orjson | 3.11.9 | indirect |
| PyPI | ormsgpack | 1.12.2 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | playwright | 1.61.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | protobuf | 7.35.1 | indirect |
| PyPI | py-cpuinfo | 9.0.0 | indirect |
| PyPI | pyasn1 | 0.6.3 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic | 2.14.0a1 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pydantic-core | 2.47.0 | indirect |
| PyPI | pyee | 13.0.1 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-asyncio | 1.4.0 | indirect |
| PyPI | pytest-benchmark | 5.2.3 | indirect |
| PyPI | pytest-codspeed | 5.0.3 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-mock | 3.15.1 | indirect |
| PyPI | pytest-recording | 0.13.4 | indirect |
| PyPI | pytest-socket | 0.8.0 | indirect |
| PyPI | pytest-watcher | 0.6.3 | indirect |
| PyPI | pytest-xdist | 3.8.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | redis | 8.0.1 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | ruff | 0.15.18 | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | s3transfer | 0.19.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smithy-aws-core | 0.7.0 | indirect |
| PyPI | smithy-aws-event-stream | 0.3.0 | indirect |
| PyPI | smithy-core | 0.6.0 | indirect |
| PyPI | smithy-http | 0.4.2 | indirect |
| PyPI | smithy-json | 0.2.3 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | sqlalchemy | 2.1.0b3 | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | syrupy | 5.3.2 | indirect |
| PyPI | syrupy | 5.4.0 | indirect |
| PyPI | tenacity | 9.1.4 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | types-awscrt | 0.34.1 | indirect |
| PyPI | types-requests | 2.33.0.20260518 | indirect |
| PyPI | types-s3transfer | 0.16.0 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uuid-utils | 0.16.2 | indirect |
| PyPI | uvicorn | 0.49.0 | indirect |
| PyPI | uvicorn | 0.50.2 | indirect |
| PyPI | valkey | 6.2.0rc2 | indirect |
| PyPI | valkey-glide-sync | 2.5.0rc2 | indirect |
| PyPI | vcrpy | 8.2.1 | indirect |
| PyPI | vcrpy | 8.3.0 | indirect |
| PyPI | watchdog | 6.0.0 | indirect |
| PyPI | wcmatch | 10.1 | indirect |
| PyPI | websockets | 15.0.1 | indirect |
| PyPI | wrapt | 2.2.2 | indirect |
| PyPI | xxhash | 3.7.0 | indirect |
| PyPI | xxhash | 3.8.0 | indirect |
| PyPI | xxhash | 3.8.1 | indirect |
| PyPI | zstandard | 0.25.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"aws",
"generative-ai",
"langchain",
"langchain-python"
],
"is_fork": false,
"size_kb": 8338,
"has_wiki": false,
"homepage": null,
"languages": {
"Shell": 497,
"Python": 3482882,
"Makefile": 11947
},
"pushed_at": "2026-07-16T01:17:08Z",
"created_at": "2024-03-06T21:29:00Z",
"owner_type": "Organization",
"updated_at": "2026-07-18T08:13:56Z",
"description": "Build LangChain Applications on AWS",
"is_archived": false,
"is_disabled": false,
"license_spdx": "MIT",
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://www.langchain.com",
"name": "LangChain",
"type": "Organization",
"login": "langchain-ai",
"company": null,
"location": "United States of America",
"followers": 20950,
"avatar_url": "https://avatars.githubusercontent.com/u/126733545?v=4",
"created_at": "2023-03-02T00:37:16Z",
"is_verified": null,
"public_repos": 251,
"account_age_days": 1234
},
"activity": {
"releases_count": 100,
"commits_last_year": 385,
"latest_release_at": "2026-07-07T01:25:16Z",
"latest_release_tag": "langchain-aws==1.6.2",
"releases_from_tags": false,
"days_since_last_push": 2,
"active_weeks_last_year": 50,
"days_since_latest_release": 11,
"mean_days_between_releases": 5.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 87,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"ecosystem": {
"packages": []
},
"popularity": {
"forks": 297,
"stars": 332,
"watchers": 7,
"open_issues_and_prs": 100
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"notebooks",
"samples"
],
"has_llms_txt": true,
"has_dockerfile": false,
"has_mcp_signal": true,
"bootstrap_files": [
"libs/agentcore-codeinterpreter/Makefile",
"libs/aws/Makefile",
"libs/langgraph-checkpoint-aws/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"libs/aws/langchain_aws/py.typed"
],
"largest_source_bytes": 221460,
"source_files_sampled": 278,
"oversized_source_files": 7,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 7965
},
"dependencies": {
"manifests": [],
"ecosystems": [],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
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"langchain-python"
],
"has_wiki": false,
"homepage": null,
"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": null,
"points": 0,
"status": "missed",
"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": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 61,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 61,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.1
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 5/26 approved changesets -- score normalized to 1",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 6 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 11 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 3",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"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": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"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": "good",
"name": "AI Readiness",
"value": 80,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"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": 100,
"inputs": {
"has_llms_txt": true,
"legible_history_share": null,
"agent_instruction_files": [
"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 7965
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": "llms.txt present",
"points": 15,
"status": "met",
"details": [
{
"code": "llms_txt_present",
"params": {}
}
],
"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": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"libs/agentcore-codeinterpreter/Makefile",
"libs/aws/Makefile",
"libs/langgraph-checkpoint-aws/Makefile"
],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [
"libs/aws/langchain_aws/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "libs/agentcore-codeinterpreter/Makefile, libs/aws/Makefile, libs/langgraph-checkpoint-aws/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "libs/agentcore-codeinterpreter/Makefile, libs/aws/Makefile, libs/langgraph-checkpoint-aws/Makefile"
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}
],
"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": "libs/aws/langchain_aws/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "libs/aws/langchain_aws/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
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"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": "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": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 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": {
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"largest_source_bytes": 221460,
"source_files_sampled": 278,
"oversized_source_files": 7
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (libs/aws/langchain_aws/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "libs/aws/langchain_aws/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "7/278 source files over 60KB",
"points": 53.6,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 278,
"oversized": 7
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
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"samples"
],
"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": "notebooks, samples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "notebooks, samples"
}
}
],
"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": "2026-07-18T13:40:17.837536Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/langchain-ai/langchain-aws.svg",
"full_name": "langchain-ai/langchain-aws",
"license_state": "standard",
"license_spdx": "MIT"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.