Public recordModerate
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-16 12:54 UTC
safishamsi / graphify
AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph.
safishamsi/graphify holds a health index of 69 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (95/100) and lowest on Security (33/100). It was last updated today. A single contributor accounts for most of its recent work.
69
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.
69
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
Graphify LabsOrganization
136 followers2 public repossince Jun 2026
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | graphifyy | 0.9.17 | - | 185 | 0 days ago | claudeclaude-codecodexopencodekilocursorgeminiaiderkiropidevinknowledge-graphraggraphragobsidiancommunity-detectiontree-sitterleidenllm |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
80
Development activity
74Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 10.4/36 | Commit cadence — 15/52 weeks with commits |
| 18/18 | Commit volume — 1,134 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,134 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 15 |
Release discipline
90Excellent
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 ~1.1 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 | v0.9.17 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1.1 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
76
Popularity & adoption
99Excellent
How it's scored
| 60/60 | Stars — 88,364 stars |
| 25/25 | Forks — 8,648 forks |
| 13.8/15 | Watchers — 307 watchers |
Inputs used
| forks | 8,648 |
| stars | 88,364 |
| watchers | 307 |
| 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?
55
Maintainer resilience (bus factor)
38At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 5/22.5 | Commit distribution — top contributor authored 78% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 10 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 100 |
| top_contributor_share | 0.776 |
Issue & PR responsiveness
44At risk
How it's scored
| 35.2/46.8 | Issue resolution — 75% of issues closed |
| 8.5/38.3 | PR acceptance — 135/608 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 135 |
| open_issues | 227 |
| closed_issues | 695 |
| issue_closed_ratio | 0.754 |
| closed_unmerged_prs | 473 |
Ownership & stewardship
49At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 15.4/25 | Owner reach — 136 followers of Graphify-Labs |
| 3.6/25 | Track record — 2 public repos, account ~0 yr old |
Inputs used
| followers | 136 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Graphify-Labs |
| public_repos | 2 |
| account_age_days | 17 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 185 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | graphifyy |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
95
Engineering practices
92Excellent
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://www.graphify.com |
| 10/10 | Repository description |
| 10/10 | Topics — 11 topics |
| 10/10 | Wiki |
Inputs used
| topics | claude-code, graphrag, knowledge-graph, codex, openclaw, skills, antigravity, gemini, leiden, rag, tree-sitter |
| has_wiki | yes |
| homepage | https://www.graphify.com |
| 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?
33
Security posture
33At risk
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 — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 10 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no 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 19 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 2/5 | 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 |
| 0/7.5 | Vulnerabilities — 12 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 3.3 |
Excluded from scoring (no data or not applicable): ci_tests, packaging. 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.
57
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.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 |
| agent_instruction_max_bytes | 411 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
52Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 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 | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
52Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 52.4/55 | Manageable file sizes — 14/298 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 230,526 |
| source_files_sampled | 298 |
| oversized_source_files | 14 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — example |
Inputs used
| example_dirs | example |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
88,364GitHub stars
100contributors
1,134commits, last 12 months
0days since last push
100releases
1bus factor
227open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 3.3 / 10
3.3aggregate
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 |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 10 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 19 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 4 | 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 |
| 0 | Vulnerabilities | 12 existing vulnerabilities detected |
Direct dependencies 29
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | networkx | >=3.4 | pyproject.toml |
| PyPI | numpy | >=1.21 | pyproject.toml |
| PyPI | rapidfuzz | >=3.0 | pyproject.toml |
| PyPI | tree-sitter | >=0.23.0,<0.26 | pyproject.toml |
| PyPI | tree-sitter-python | >=0.23,<0.26 | pyproject.toml |
| PyPI | tree-sitter-javascript | >=0.23,<0.26 | pyproject.toml |
| PyPI | tree-sitter-typescript | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-go | >=0.23,<0.26 | pyproject.toml |
| PyPI | tree-sitter-rust | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-java | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-groovy | >=0.1,<0.3 | pyproject.toml |
| PyPI | tree-sitter-c | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-cpp | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-ruby | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-c-sharp | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-kotlin | >=1.0,<2.0 | pyproject.toml |
| PyPI | tree-sitter-scala | >=0.23,<0.27 | pyproject.toml |
| PyPI | tree-sitter-php | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-swift | >=0.7,<0.9 | pyproject.toml |
| PyPI | tree-sitter-lua | >=0.2,<0.6 | pyproject.toml |
| PyPI | tree-sitter-zig | >=1.0,<2.0 | pyproject.toml |
| PyPI | tree-sitter-powershell | >=0.26,<0.28 | pyproject.toml |
| PyPI | tree-sitter-elixir | >=0.3,<0.5 | pyproject.toml |
| PyPI | tree-sitter-objc | >=3.0,<4.0 | pyproject.toml |
| PyPI | tree-sitter-julia | >=0.23,<0.25 | pyproject.toml |
| PyPI | tree-sitter-verilog | >=1.0,<2.0 | pyproject.toml |
| PyPI | tree-sitter-fortran | >=0.6,<0.8 | pyproject.toml |
| PyPI | tree-sitter-bash | >=0.23,<0.27 | pyproject.toml |
| PyPI | tree-sitter-json | >=0.23,<0.26 | pyproject.toml |
All dependencies 214
Full resolved dependency set from the GitHub dependency graph: 32 direct and 182 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | networkx | 3.4.2 | direct |
| PyPI | networkx | 3.6.1 | direct |
| PyPI | numpy | 1.26.4 | direct |
| PyPI | numpy | 2.4.6 | direct |
| PyPI | rapidfuzz | 3.14.5 | direct |
| PyPI | tree-sitter | — | direct |
| PyPI | tree-sitter | 0.25.2 | direct |
| PyPI | tree-sitter-bash | 0.25.1 | direct |
| PyPI | tree-sitter-c | 0.24.2 | direct |
| PyPI | tree-sitter-c-sharp | 0.23.5 | direct |
| PyPI | tree-sitter-cpp | 0.23.4 | direct |
| PyPI | tree-sitter-elixir | 0.3.5 | direct |
| PyPI | tree-sitter-fortran | 0.6.0 | direct |
| PyPI | tree-sitter-go | 0.25.0 | direct |
| PyPI | tree-sitter-groovy | 0.1.2 | direct |
| PyPI | tree-sitter-java | 0.23.5 | direct |
| PyPI | tree-sitter-javascript | 0.25.0 | direct |
| PyPI | tree-sitter-json | 0.24.8 | direct |
| PyPI | tree-sitter-julia | 0.23.1 | direct |
| PyPI | tree-sitter-kotlin | 1.1.0 | direct |
| PyPI | tree-sitter-lua | 0.5.0 | direct |
| PyPI | tree-sitter-objc | 3.0.2 | direct |
| PyPI | tree-sitter-php | 0.24.1 | direct |
| PyPI | tree-sitter-powershell | 0.26.4 | direct |
| PyPI | tree-sitter-python | 0.25.0 | direct |
| PyPI | tree-sitter-ruby | 0.23.1 | direct |
| PyPI | tree-sitter-rust | 0.24.2 | direct |
| PyPI | tree-sitter-scala | 0.26.0 | direct |
| PyPI | tree-sitter-swift | 0.7.2 | direct |
| PyPI | tree-sitter-typescript | 0.23.2 | direct |
| PyPI | tree-sitter-verilog | 1.0.3 | direct |
| PyPI | tree-sitter-zig | 1.1.2 | direct |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | 0.105.2 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | anytree | 2.13.0 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | autograd | 1.8.0 | indirect |
| PyPI | av | 17.0.1 | indirect |
| PyPI | bandit | — | indirect |
| PyPI | bandit | 1.9.4 | indirect |
| PyPI | beartype | 0.18.5 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | boolean-py | 5.0 | indirect |
| PyPI | boto3 | 1.43.9 | indirect |
| PyPI | botocore | 1.43.9 | indirect |
| PyPI | build | — | indirect |
| PyPI | build | 1.5.0 | indirect |
| PyPI | cachecontrol | 0.14.4 | indirect |
| PyPI | certifi | 2026.4.22 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.3.3 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | coverage | 7.14.0 | indirect |
| PyPI | cryptography | 49.0.0 | indirect |
| PyPI | ctranslate2 | 4.7.1 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | cyclonedx-python-lib | 11.7.0 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | et-xmlfile | 2.0.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | falkordb | 1.6.1 | indirect |
| PyPI | faster-whisper | 1.2.1 | indirect |
| PyPI | filelock | 3.29.0 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | fonttools | 4.63.0 | indirect |
| PyPI | fsspec | 2026.4.0 | indirect |
| PyPI | future | 1.0.0 | indirect |
| PyPI | gensim | 4.4.0 | indirect |
| PyPI | graphifyy | 0.9.3 | indirect |
| PyPI | graspologic | 3.4.4 | indirect |
| PyPI | graspologic-native | 1.2.5 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | 1.15.0 | indirect |
| PyPI | hypothesis | — | indirect |
| PyPI | hypothesis | 6.153.0 | indirect |
| PyPI | hyppo | 0.5.2 | indirect |
| PyPI | identify | 2.6.19 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jieba | 0.42.1 | indirect |
| PyPI | jiter | 0.14.0 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | kiwisolver | 1.5.0 | indirect |
| PyPI | license-expression | 30.4.4 | indirect |
| PyPI | llvmlite | 0.47.0 | indirect |
| PyPI | lxml | 6.1.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markdownify | 1.2.2 | indirect |
| PyPI | matplotlib | 3.10.9 | indirect |
| PyPI | mcp | 1.27.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | msgpack | 1.2.1 | indirect |
| PyPI | neo4j | 6.2.0 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | nuitka | — | indirect |
| PyPI | nuitka | 4.1 | indirect |
| PyPI | numba | 0.65.1 | indirect |
| PyPI | onnxruntime | 1.26.0 | indirect |
| PyPI | openai | 2.36.0 | indirect |
| PyPI | openpyxl | 3.1.5 | indirect |
| PyPI | packageurl-python | 0.17.6 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pandas | 3.0.3 | indirect |
| PyPI | patchelf | — | indirect |
| PyPI | patchelf | 0.17.2.4 | indirect |
| PyPI | patsy | 1.0.2 | indirect |
| PyPI | pillow | 12.2.0 | indirect |
| PyPI | pip | 26.1.1 | indirect |
| PyPI | pip-api | 0.0.34 | indirect |
| PyPI | pip-audit | — | indirect |
| PyPI | pip-audit | 2.10.0 | indirect |
| PyPI | pip-requirements-parser | 32.0.1 | indirect |
| PyPI | platformdirs | 4.9.6 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pot | 0.9.6.post1 | indirect |
| PyPI | pre-commit | — | indirect |
| PyPI | pre-commit | 4.6.0 | indirect |
| PyPI | protobuf | 7.34.1 | indirect |
| PyPI | psycopg | 3.3.4 | indirect |
| PyPI | psycopg-binary | 3.3.4 | indirect |
| PyPI | py-serializable | 2.1.0 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pydantic-settings | 2.14.2 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pynndescent | 0.6.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pypdf | 6.13.3 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pyright | — | indirect |
| PyPI | pyright | 1.1.409 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.3.1 | indirect |
| PyPI | python-docx | 1.2.0 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | python-multipart | 0.0.32 | indirect |
| PyPI | pytz | 2026.2 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | redis | 8.0.0 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | regex | 2026.5.9 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | ruff | — | indirect |
| PyPI | ruff | 0.15.14 | indirect |
| PyPI | s3transfer | 0.17.0 | indirect |
| PyPI | safety | — | indirect |
| PyPI | scikit-learn | 1.7.2 | indirect |
| PyPI | scikit-learn | 1.8.0 | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | scipy | 1.17.1 | indirect |
| PyPI | seaborn | 0.13.2 | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | setuptools | 82.0.1 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | smart-open | 7.6.1 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
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"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "12 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": 6
},
"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": 57,
"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": [
"AGENTS.md"
],
"agent_instruction_max_bytes": 411
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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": true,
"typecheck_configs": [],
"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": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 230526,
"source_files_sampled": 298,
"oversized_source_files": 14
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "14/298 source files over 60KB",
"points": 52.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 298,
"oversized": 14
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"example"
],
"has_mcp_signal": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "example",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "example"
}
}
],
"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": "2026-07-16T12:54:17.096241Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/safishamsi/graphify.svg",
"full_name": "safishamsi/graphify",
"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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.