Public recordModerate
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 16:46 UTC
phenobarbital / ai-parrot
Parrot is a new library to work with chatbots and agents with a very simple API
phenobarbital/ai-parrot holds a health index of 63 out of 100, placing it in the Moderate band. It scores highest on Vitality (100/100) and lowest on Community & Adoption (41/100). It was last updated today. A single contributor accounts for most of its recent work.
63
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.
63
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
phenobarbitalPersonal account
124 followers77 public repossince Oct 2009DEVEL
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
100
Development activity
100Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 8,451 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 8,451 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~4.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | 0.25.20 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 4.1 |
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?
41
Popularity & adoption
34At risk
How it's scored
| 23/60 | Stars — 27 stars |
| 8/25 | Forks — 10 forks |
| 2.7/15 | Watchers — 4 watchers |
Inputs used
| forks | 10 |
| stars | 27 |
| watchers | 4 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
43
Maintainer resilience (bus factor)
34At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 1.8/22.5 | Commit distribution — top contributor authored 92% of commits |
| 13.5/13.5 | Contributor breadth — 11 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 7 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 11 |
| top_contributor_share | 0.922 |
Issue & PR responsiveness
33At risk
How it's scored
| 0/46.8 | Issue resolution — 0% of issues closed |
| 33.2/38.3 | PR acceptance — 887/1,021 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/2 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 887 |
| open_issues | 1 |
| closed_issues | 0 |
| issue_closed_ratio | 0 |
| closed_unmerged_prs | 134 |
Ownership & stewardship
63Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 15.1/25 | Owner reach — 124 followers of phenobarbital |
| 25/25 | Track record — 77 public repos, account ~16 yr old |
Inputs used
| followers | 124 |
| owner_type | User |
| is_verified | — |
| owner_login | phenobarbital |
| public_repos | 77 |
| account_age_days | 6,120 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Engineering Quality
Are baseline engineering and documentation practices in place?
74
Engineering practices
64Moderate
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .flake8, .pylintrc, tox.ini |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://phenobarbital.github.io/ai-parrot/ |
| 10/10 | Repository description |
| 10/10 | Topics — 7 topics |
| 0/10 | Wiki |
Inputs used
| topics | artificial-intelligence, claude-ai, google-genai, groq-ai, openai, orchestration, xai-api |
| has_wiki | no |
| homepage | https://phenobarbital.github.io/ai-parrot/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
55
Security posture
55Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/2 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 7 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 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — no data |
| 3.5/5 | SAST — SAST tool detected but not run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 42 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5.5 |
Excluded from scoring (no data or not applicable): pinned_dependencies, 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.
88
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md, docs/agent.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md, CLAUDE.md, docs/agent.md |
| agent_instruction_max_bytes | 13,619 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
96Excellent
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .flake8, .pylintrc, tox.ini |
| 11/11 | Static type checking — mypy.ini, packages/ai-parrot-loaders/src/parrot_loaders/py.typed, packages/ai-parrot-pipelines/src/parrot_pipelines/py.typed, packages/ai-parrot-tools/src/parrot_tools/py.typed, packages/ai-parrot/src/parrot/py.typed, packages/parrot-formdesigner/src/parrot_formdesigner/py.typed |
| 10/10 | Reproducible environment — Dockerfile, 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 — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | Cargo.lock, go.sum |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | mypy.ini, packages/ai-parrot-loaders/src/parrot_loaders/py.typed, packages/ai-parrot-pipelines/src/parrot_pipelines/py.typed, packages/ai-parrot-tools/src/parrot_tools/py.typed, packages/ai-parrot/src/parrot/py.typed, packages/parrot-formdesigner/src/parrot_formdesigner/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (mypy.ini, packages/ai-parrot-loaders/src/parrot_loaders/py.typed, packages/ai-parrot-pipelines/src/parrot_pipelines/py.typed, packages/ai-parrot-tools/src/parrot_tools/py.typed, packages/ai-parrot/src/parrot/py.typed, packages/parrot-formdesigner/src/parrot_formdesigner/py.typed) |
| 54.3/55 | Manageable file sizes — 50/3,942 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 1,030,855 |
| source_files_sampled | 3,942 |
| oversized_source_files | 50 |
Machine-readable interfaces
100Excellent
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — packages/ai-parrot-server/src/parrot/mcp/transports/mcp.proto, packages/ai-parrot/src/parrot/core/events/bus/ingress/proto/events.proto |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | packages/ai-parrot-server/src/parrot/mcp/transports/mcp.proto, packages/ai-parrot/src/parrot/core/events/bus/ingress/proto/events.proto |
Key facts
27GitHub stars
11contributors
8,451commits, last 12 months
0days since last push
100releases
1bus factor
1open issues
PyPIpackage ecosystems
Data collection warnings
- Could not fetch pypi package 'ai-parrot-workspace' from its registry
More detail
OpenSSF Scorecard 5.5 / 10
5.5aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/2 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 7 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 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| n/a | Pinned-Dependencies | internal error: internal error: invalid Dockerfile |
| 7 | SAST | SAST tool detected but not run on all commits |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 42 existing vulnerabilities detected |
Direct dependencies 9
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | ai-parrot | — | pyproject.toml |
| PyPI | ai-parrot-tools | — | pyproject.toml |
| PyPI | ai-parrot-loaders | — | pyproject.toml |
| PyPI | ai-parrot-embeddings | — | pyproject.toml |
| PyPI | ai-parrot-visualizations | — | pyproject.toml |
| PyPI | ai-parrot-pipelines | — | pyproject.toml |
| PyPI | ai-parrot-integrations | — | pyproject.toml |
| PyPI | ai-parrot-server | — | pyproject.toml |
| PyPI | ai-parrot-advisors | — | pyproject.toml |
All dependencies 349
Full resolved dependency set from the GitHub dependency graph: 1 direct and 348 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | ai-parrot | — | direct |
| crates.io | equivalent | 1.0.2 | indirect |
| crates.io | hashbrown | 0.16.0 | indirect |
| crates.io | heck | 0.5.0 | indirect |
| crates.io | indexmap | 2.12.0 | indirect |
| crates.io | itoa | 1.0.15 | indirect |
| crates.io | libc | 0.2.177 | indirect |
| crates.io | memchr | 2.7.6 | indirect |
| crates.io | once_cell | 1.21.3 | indirect |
| crates.io | portable-atomic | 1.11.1 | indirect |
| crates.io | proc-macro2 | 1.0.103 | indirect |
| crates.io | pyo3 | 0.29.0 | indirect |
| crates.io | pyo3-build-config | 0.29.0 | indirect |
| crates.io | pyo3-ffi | 0.29.0 | indirect |
| crates.io | pyo3-macros | 0.29.0 | indirect |
| crates.io | pyo3-macros-backend | 0.29.0 | indirect |
| crates.io | quote | 1.0.41 | indirect |
| crates.io | ryu | 1.0.20 | indirect |
| crates.io | serde | 1.0.228 | indirect |
| crates.io | serde_core | 1.0.228 | indirect |
| crates.io | serde_derive | 1.0.228 | indirect |
| crates.io | serde_json | 1.0.145 | indirect |
| crates.io | serde_yaml | 0.9.34+deprecated | indirect |
| crates.io | syn | 2.0.108 | indirect |
| crates.io | target-lexicon | 0.13.4 | indirect |
| crates.io | unicode-ident | 1.0.20 | indirect |
| crates.io | unsafe-libyaml | 0.2.11 | indirect |
| Go | filippo.io/edwards25519 | v1.1.1 | indirect |
| Go | github.com/beeper/argo-go | v1.1.2 | indirect |
| Go | github.com/cespare/xxhash/v2 | v2.1.2 | indirect |
| Go | github.com/coder/websocket | v1.8.14 | indirect |
| Go | github.com/dgryski/go-rendezvous | v0.0.0-20200823014737-9f7001d12a5f | indirect |
| Go | github.com/elliotchance/orderedmap/v3 | v3.1.0 | indirect |
| Go | github.com/go-redis/redis/v8 | v8.11.5 | indirect |
| Go | github.com/google/uuid | v1.6.0 | indirect |
| Go | github.com/gorilla/mux | v1.8.1 | indirect |
| Go | github.com/gorilla/websocket | v1.5.1 | indirect |
| Go | github.com/mattn/go-colorable | v0.1.14 | indirect |
| Go | github.com/mattn/go-isatty | v0.0.20 | indirect |
| Go | github.com/mattn/go-sqlite3 | v1.14.33 | indirect |
| Go | github.com/mdp/qrterminal/v3 | v3.2.0 | indirect |
| Go | github.com/petermattis/goid | v0.0.0-20260113132338-7c7de50cc741 | indirect |
| Go | github.com/rs/zerolog | v1.34.0 | indirect |
| Go | github.com/skip2/go-qrcode | v0.0.0-20200617195104-da1b6568686e | indirect |
| Go | github.com/vektah/gqlparser/v2 | v2.5.27 | indirect |
| Go | go.mau.fi/libsignal | v0.2.1 | indirect |
| Go | go.mau.fi/util | v0.9.5 | indirect |
| Go | go.mau.fi/whatsmeow | v0.0.0-20260211193157-7b33f6289f98 | indirect |
| Go | golang.org/x/crypto | v0.52.0 | indirect |
| Go | golang.org/x/exp | v0.0.0-20260112195511-716be5621a96 | indirect |
| Go | golang.org/x/net | v0.55.0 | indirect |
| Go | golang.org/x/sys | v0.45.0 | indirect |
| Go | golang.org/x/term | v0.43.0 | indirect |
| Go | golang.org/x/text | v0.37.0 | indirect |
| Go | google.golang.org/protobuf | v1.36.11 | indirect |
| Go | rsc.io/qr | v0.2.0 | indirect |
| PyPI | accelerate | — | indirect |
| PyPI | aioboto3 | — | indirect |
| PyPI | aiofiles | — | indirect |
| PyPI | aiogoogle | — | indirect |
| PyPI | aiogoogle | 5.17.0 | indirect |
| PyPI | aiogram | — | indirect |
| PyPI | aiohttp | — | indirect |
| PyPI | aiohttp-cors | — | indirect |
| PyPI | aiohttp-sse-client | 0.2.1 | indirect |
| PyPI | aiohttp-swagger3 | 0.10.0 | indirect |
| PyPI | aioimaplib | — | indirect |
| PyPI | aioquic | 1.3.0 | indirect |
| PyPI | aiosqlite | — | indirect |
| PyPI | aiounittest | 1.4.2 | indirect |
| PyPI | albumentations | 2.0.6 | indirect |
| PyPI | alpaca-py | — | indirect |
| PyPI | altair | — | indirect |
| PyPI | anthropic | — | indirect |
| PyPI | apscheduler | 3.11.2 | indirect |
| PyPI | arxiv | — | indirect |
| PyPI | async-notify | — | indirect |
| PyPI | asyncdb | — | indirect |
| PyPI | autoviz | — | indirect |
| PyPI | autoviz | 0.1.905 | indirect |
| PyPI | av | 16.1.0 | indirect |
| PyPI | azure-identity | — | indirect |
| PyPI | azure-teambots | — | indirect |
| PyPI | backoff | 2.2.1 | indirect |
| PyPI | beautifulsoup4 | — | indirect |
| PyPI | bitsandbytes | 0.49.2 | indirect |
| PyPI | black | 26.3.1 | indirect |
| PyPI | bm25s | 0.2.14 | indirect |
| PyPI | boto3 | — | indirect |
| PyPI | branca | 0.8.2 | indirect |
| PyPI | brotli | 1.2.0 | indirect |
| PyPI | build | 1.0.3 | indirect |
| PyPI | cel-python | — | indirect |
| PyPI | chromadb | 0.6.3 | indirect |
| PyPI | claude-agent-sdk | — | indirect |
| PyPI | click | — | indirect |
| PyPI | coverage | 7.2.7 | indirect |
| PyPI | cython | 3.0.11 | indirect |
| PyPI | datasets | — | indirect |
| PyPI | ddgs | — | indirect |
| PyPI | decorator | — | indirect |
| PyPI | defillama-sdk | — | indirect |
| PyPI | docker | — | indirect |
| PyPI | docker | 7.1.0 | indirect |
| PyPI | docling | — | indirect |
| PyPI | duckduckgo-search | 8.1.1 | indirect |
| PyPI | easyocr | 1.7.2 | indirect |
| PyPI | ebooklib | — | indirect |
| PyPI | einops | — | indirect |
| PyPI | exif | 1.6.1 | indirect |
| PyPI | exifread | 3.5.1 | indirect |
| PyPI | faiss-cpu | — | indirect |
| PyPI | feedparser | — | indirect |
| PyPI | ffmpeg | 1.4 | indirect |
| PyPI | filetype | 1.2.0 | indirect |
| PyPI | flit | 3.9.0 | indirect |
| PyPI | flowtask | — | indirect |
| PyPI | folium | — | indirect |
| PyPI | fpdf | 1.7.2 | indirect |
| PyPI | gitpython | — | indirect |
| PyPI | gmqtt | — | indirect |
| PyPI | google-api-python-client | — | indirect |
| PyPI | google-cloud-aiplatform | — | indirect |
| PyPI | google-cloud-bigquery | — | indirect |
| PyPI | google-cloud-texttospeech | 2.27.0 | indirect |
| PyPI | google-genai | — | indirect |
| PyPI | google-search-results | 2.4.2 | indirect |
| PyPI | groq | 0.33.0 | indirect |
| PyPI | grpcio | — | indirect |
| PyPI | grpcio-tools | — | indirect |
| PyPI | gunicorn | — | indirect |
| PyPI | html2text | — | indirect |
| PyPI | html2text | 2025.4.15 | indirect |
| PyPI | httpx-sse | 0.4.1 | indirect |
| PyPI | hypothesis | 6.111.0 | indirect |
| PyPI | imagehash | 4.3.1 | indirect |
| PyPI | ipython | 8.32.0 | indirect |
| PyPI | ipywidgets | 8.1.0 | indirect |
| PyPI | jinja2 | — | indirect |
| PyPI | jira | — | indirect |
| PyPI | jira | 3.10.5 | indirect |
| PyPI | jq | 1.7.0 | indirect |
| PyPI | jsonpath-ng | — | indirect |
| PyPI | jsonpointer | — | indirect |
| PyPI | jsonschema | — | indirect |
| PyPI | kubernetes-asyncio | — | indirect |
| PyPI | lint | 1.2.1 | indirect |
| PyPI | livekit | — | indirect |
| PyPI | livekit-api | — | indirect |
| PyPI | lxml | — | indirect |
| PyPI | mammoth | — | indirect |
| PyPI | markdown | — | indirect |
| PyPI | markdown2 | — | indirect |
| PyPI | markdown2 | 2.5.4 | indirect |
| PyPI | markdownify | — | indirect |
| PyPI | markitdown | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | maturin | — | indirect |
| PyPI | maturin | 1.9.6 | indirect |
| PyPI | mautrix | — | indirect |
| PyPI | mcp | 1.23.0 | indirect |
| PyPI | mediawikiapi | — | indirect |
| PyPI | mediawikiapi | 1.2 | indirect |
| PyPI | microsoft-agents-authentication-msal | — | indirect |
| PyPI | microsoft-agents-hosting-aiohttp | — | indirect |
| PyPI | microsoft-kiota-authentication-azure | — | indirect |
| PyPI | milvus-lite | — | indirect |
| PyPI | mkdocs | — | indirect |
| PyPI | mkdocs-glightbox | — | indirect |
| PyPI | mkdocs-material | — | indirect |
| PyPI | mkdocstrings | — | indirect |
| PyPI | moviepy | 2.2.1 | indirect |
| PyPI | msgraph-sdk | — | indirect |
| PyPI | mypy | 1.7.1 | indirect |
| PyPI | navconfig | — | indirect |
| PyPI | navigator-api | — | indirect |
| PyPI | navigator-auth | — | indirect |
| PyPI | navigator-session | — | indirect |
| PyPI | networkx | — | indirect |
| PyPI | nh3 | — | indirect |
| PyPI | numexpr | 2.10.2 | indirect |
| PyPI | numpy | — | indirect |
| PyPI | nvidia-cudnn-cu12 | — | indirect |
| PyPI | odfpy | — | indirect |
| PyPI | onnxruntime | — | indirect |
| PyPI | openai | — | indirect |
| PyPI | openai | 2.41.0 | indirect |
| PyPI | openapi-schema-validator | 0.6.3 | indirect |
| PyPI | openapi-spec-validator | — | indirect |
| PyPI | opencv-python | 4.10.0.84 | indirect |
| PyPI | opencv-python-headless | — | indirect |
| PyPI | openlit | — | indirect |
| PyPI | openpyxl | — | indirect |
| PyPI | opensearch-py | 3.1.0 | indirect |
| PyPI | opentelemetry-api | — | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | — | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-http | — | indirect |
| PyPI | opentelemetry-sdk | — | indirect |
| PyPI | orjson | — | indirect |
| PyPI | paddleocr | 3.2.0 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas-datareader | — | indirect |
| PyPI | pandas-ta-classic | — | indirect |
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{
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{
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{
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{
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"notes": [],
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"inputs": {
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"has_license": true,
"has_contributing": false,
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{
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"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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],
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{
"key": "contributing_guide",
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"details": [],
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{
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"status": "missed",
"details": [],
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{
"key": "issue_template",
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{
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},
{
"key": "governance",
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"weight": 0.24,
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{
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"notes": [],
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"inputs": {
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"components": [
{
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"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"status": "partial",
"details": [
{
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}
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"max_points": 22.5
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{
"key": "contributor_breadth",
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"status": "met",
"details": [
{
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}
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"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"detail": "project has 7 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
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"inputs": {
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"issue_closed_ratio": 0,
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"components": [
{
"key": "issue_resolution",
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"detail": "0% of issues closed",
"points": 0,
"status": "missed",
"details": [
{
"code": "issues_closed_share",
"params": {
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}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
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"detail": "887/1021 decided PRs merged",
"points": 33.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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{
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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]
},
{
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"notes": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
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{
"code": "weights_renormalized",
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}
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"inputs": {
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"is_verified": null,
"owner_login": "phenobarbital",
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"account_age_days": 6120
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"components": [
{
"key": "ownership_backing",
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"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "124 followers of phenobarbital",
"points": 15.1,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"login": "phenobarbital"
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}
],
"max_points": 25
},
{
"key": "track_record",
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"detail": "77 public repos, account ~16 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
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},
{
"code": "account_age_years",
"params": {
"years": 16
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}
],
"max_points": 25
}
]
}
],
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},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 74,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
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"note": null,
"notes": [],
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"inputs": {
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"has_tests": true,
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"components": [
{
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"details": [
{
"code": "ci_workflows",
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}
],
"max_points": 24
},
{
"key": "tests_present",
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"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
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{
"key": "linter_config",
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"details": [
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],
"max_points": 16
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{
"key": "pre_commit_hooks",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
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{
"key": "openssf_scorecard_ci_tests",
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"points": 0,
"status": "missed",
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]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
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"google-genai",
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"homepage": "https://phenobarbital.github.io/ai-parrot/",
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"components": [
{
"key": "readme",
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"points": 30,
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{
"key": "documentation_directory",
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"points": 25,
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"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
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"status": "met",
"details": [],
"max_points": 15
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{
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"points": 10,
"status": "met",
"details": [],
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{
"key": "topics",
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"details": [
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{
"key": "wiki",
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"points": 0,
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]
}
],
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{
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"weight": 0.16,
"metrics": [
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{
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"inputs": {
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"components": [
{
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"status": "met",
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{
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{
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{
"key": "cii_best_practices",
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"points": 0,
"status": "missed",
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{
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{
"key": "contributors",
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"status": "met",
"details": [],
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{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
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"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
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"detail": "update tool detected",
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"status": "met",
"details": [],
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},
{
"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
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{
"key": "packaging",
"name": "Packaging",
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"points": 5,
"status": "met",
"details": [],
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{
"key": "pinned_dependencies",
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"detail": "internal error: internal error: invalid Dockerfile",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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],
"max_points": 5
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{
"key": "sast",
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"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
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"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
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{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 7.5
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{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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{
"key": "vulnerabilities",
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"status": "missed",
"details": [],
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
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"review_only_matches": 0,
"assessed_self_published_locations": 6
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"components": [
{
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"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "excellent",
"name": "AI Readiness",
"value": 88,
"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": [
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"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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],
"value": 75,
"inputs": {
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"agent_instruction_files": [
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"components": [
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"details": [
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}
],
"max_points": 45
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 40
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]
},
{
"key": "ai_verify_loop",
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"code": "excluded_no_data",
"params": {
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}
},
{
"code": "weights_renormalized",
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],
"value": 96,
"inputs": {
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"status": "met",
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}
],
"max_points": 18
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{
"key": "automated_tests",
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{
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"code": "file_list",
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],
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{
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"status": "met",
"details": [
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],
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{
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"details": [
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],
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{
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"status": "excluded",
"details": [
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}
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}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.