Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-16 14:21 UTC
jgravelle / jcodemunch-mcp
Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.
jgravelle/jcodemunch-mcp holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Vitality (87/100) and lowest on Security (55/100). It was last updated today. A single contributor accounts for most of its recent work.
70
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.
70
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
J. GravellePersonal account
364 followers58 public repossince Jan 2013https://j.gravelle.us
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | jcodemunch-mcp | 1.108.131 | 88,428 | 424 | 0 days ago | agentastclaudecode-intelligencecode-searchllmmcpmodel-context-protocoltoken-efficiencytree-sitter |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
87
Development activity
80Good
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 15.9/36 | Commit cadence — 23/52 weeks with commits |
| 18/18 | Commit volume — 1,128 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,128 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 23 |
Release discipline
98Excellent
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 ~0.5 days |
| 8/10 | OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
Inputs used
| releases_count | 100 |
| latest_release_tag | v1.108.131 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 0.5 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
81
Popularity & adoption
81Good
How it's scored
| 53.6/60 | Stars — 2,024 stars |
| 20.7/25 | Forks — 302 forks |
| 6.7/15 | Watchers — 17 watchers |
Inputs used
| forks | 302 |
| stars | 2,024 |
| watchers | 17 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
79Good
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 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 |
How it's scored
| 66/80 | Monthly downloads — 88,428 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | jcodemunch-mcp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 88,428 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
65
Maintainer resilience (bus factor)
34At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 5.4/22.5 | Commit distribution — top contributor authored 76% of commits |
| 13.5/13.5 | Contributor breadth — 43 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 43 |
| top_contributor_share | 0.758 |
How it's scored
| 46.8/46.8 | Issue resolution — 100% of issues closed |
| 27.4/38.3 | PR acceptance — 114/159 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/29 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 114 |
| open_issues | 0 |
| closed_issues | 200 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 45 |
Ownership & stewardship
67Moderate
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 18.4/25 | Owner reach — 364 followers of jgravelle |
| 24.9/25 | Track record — 58 public repos, account ~13 yr old |
Inputs used
| followers | 364 |
| owner_type | User |
| is_verified | — |
| owner_login | jgravelle |
| public_repos | 58 |
| account_age_days | 4,917 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
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 — 424 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | jcodemunch-mcp |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
59
Engineering practices
48At risk
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 1 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 | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://jcodemunch.com/ |
| 10/10 | Repository description |
| 10/10 | Topics — 20 topics |
| 10/10 | Wiki |
Inputs used
| topics | claude, claude-code, token-savings, ai-coding, ai-tools, ast, code-intelligence, code-retrieval, context-window, cursor, developer-tools, github, llm, mcp, mcp-server, model-context-protocol, structured-retrieval, token-efficient, token-optimization, tree-sitter |
| has_wiki | yes |
| homepage | https://jcodemunch.com/ |
| 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?
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 — no data |
| 0/2.5 | CI-Tests — 0 out of 1 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 1/29 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 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 |
| 2.2/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 3.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 6/7.5 | Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 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 | 5.5 |
Excluded from scoring (no data or not applicable): branch_protection, 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.
68
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.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 |
| agent_instruction_max_bytes | 218,519 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
61Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — vscode-extension/tsconfig.json |
| 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 |
| 7/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | package-lock.json, uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | vscode-extension/tsconfig.json |
| 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 (vscode-extension/tsconfig.json) |
| 53.6/55 | Manageable file sizes — 14/557 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 426,921 |
| source_files_sampled | 557 |
| oversized_source_files | 14 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
2,024GitHub stars
43contributors
1,128commits, last 12 months
0days since last push
100releases
1bus factor
0open issues
npm, PyPIpackage ecosystems
Data collection warnings
- Could not fetch npm package 'jcodemunch-mcp-vscode' 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 |
| 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 |
| 0 | CI-Tests | 0 out of 1 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 1/29 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 7 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 7 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 8 | Signed-Releases | 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 12 existing vulnerabilities detected |
Direct dependencies 5
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | mcp | >=1.10.0,<2.0.0 | pyproject.toml |
| PyPI | httpx | >=0.27.0 | pyproject.toml |
| PyPI | tree-sitter-language-pack | >=0.7.0,<1.0.0 | pyproject.toml |
| PyPI | pathspec | >=0.12.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0 | pyproject.toml |
All dependencies 159
Full resolved dependency set from the GitHub dependency graph: 5 direct and 154 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | httpx | 0.28.1 | direct |
| PyPI | mcp | 1.26.0 | direct |
| PyPI | pathspec | 1.0.4 | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | tree-sitter-language-pack | 0.13.0 | direct |
| npm | @types/node | 20.19.39 | indirect |
| npm | @types/vscode | 1.118.0 | indirect |
| npm | typescript | 5.9.3 | indirect |
| npm | undici-types | 6.21.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | 0.84.0 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.5 | indirect |
| PyPI | click | 8.3.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.13.4 | indirect |
| PyPI | cryptography | 48.0.1 | indirect |
| PyPI | cuda-bindings | 13.2.0 | indirect |
| PyPI | cuda-pathfinder | 1.5.1 | indirect |
| PyPI | cuda-toolkit | 13.0.2 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docstring-parser | 0.17.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | faiss-cpu | — | indirect |
| PyPI | filelock | 3.25.2 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | fsspec | 2026.3.0 | indirect |
| PyPI | google-ai-generativelanguage | 0.6.15 | indirect |
| PyPI | google-api-core | 2.25.2 | indirect |
| PyPI | google-api-core | 2.30.0 | indirect |
| PyPI | google-api-python-client | 2.192.0 | indirect |
| PyPI | google-auth | 2.48.0 | indirect |
| PyPI | google-auth-httplib2 | 0.3.0 | indirect |
| PyPI | google-generativeai | 0.8.6 | indirect |
| PyPI | googleapis-common-protos | 1.72.0 | indirect |
| PyPI | grpcio | 1.78.0 | indirect |
| PyPI | grpcio-status | 1.71.2 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.4.3 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httplib2 | 0.31.2 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | huggingface-hub | 1.9.0 | indirect |
| PyPI | hypothesis | 6.151.10 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | importlib-metadata | 9.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.2 | indirect |
| PyPI | jaraco-functools | 4.5.0 | indirect |
| PyPI | jcodemunch-mcp | 1.108.77 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.13.0 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | langchain | — | indirect |
| PyPI | langchain-community | — | indirect |
| PyPI | langchain-huggingface | — | indirect |
| PyPI | langchain-text-splitters | — | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | more-itertools | 11.1.0 | indirect |
| PyPI | mpmath | 1.3.0 | indirect |
| PyPI | networkx | 3.4.2 | indirect |
| PyPI | networkx | 3.6.1 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.4.4 | indirect |
| PyPI | nvidia-cublas | 13.1.0.3 | indirect |
| PyPI | nvidia-cuda-cupti | 13.0.85 | indirect |
| PyPI | nvidia-cuda-nvrtc | 13.0.88 | indirect |
| PyPI | nvidia-cuda-runtime | 13.0.96 | indirect |
| PyPI | nvidia-cudnn-cu13 | 9.19.0.56 | indirect |
| PyPI | nvidia-cufft | 12.0.0.61 | indirect |
| PyPI | nvidia-cufile | 1.15.1.6 | indirect |
| PyPI | nvidia-curand | 10.4.0.35 | indirect |
| PyPI | nvidia-cusolver | 12.0.4.66 | indirect |
| PyPI | nvidia-cusparse | 12.6.3.3 | indirect |
| PyPI | nvidia-cusparselt-cu13 | 0.8.0 | indirect |
| PyPI | nvidia-nccl-cu13 | 2.28.9 | indirect |
| PyPI | nvidia-nvjitlink | 13.0.88 | indirect |
| PyPI | nvidia-nvshmem-cu13 | 3.4.5 | indirect |
| PyPI | nvidia-nvtx | 13.0.85 | indirect |
| PyPI | onnxruntime | 1.24.3 | indirect |
| PyPI | onnxruntime | 1.27.0 | indirect |
| PyPI | openai | 2.30.0 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | pillow | 12.2.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | proto-plus | 1.27.1 | indirect |
| PyPI | protobuf | 5.29.6 | indirect |
| PyPI | pyasn1 | 0.6.3 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.12.5 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pydantic-settings | 2.14.2 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjwt | 2.13.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-asyncio | 1.3.0 | indirect |
| PyPI | pytest-cov | 7.0.0 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | python-multipart | 0.0.31 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | regex | 2026.4.4 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | rich | 14.3.3 | indirect |
| PyPI | rpds-py | 0.30.0 | indirect |
| PyPI | rsa | 4.9.1 | indirect |
| PyPI | ruff | 0.15.18 | indirect |
| PyPI | safetensors | 0.7.0 | 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 | secretstorage | 3.5.0 | indirect |
| PyPI | sentence-transformers | — | indirect |
| PyPI | sentence-transformers | 5.3.0 | indirect |
| PyPI | setuptools | 81.0.0 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
| PyPI | sounddevice | 0.5.5 | indirect |
| PyPI | sse-starlette | 3.3.2 | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | sympy | 1.14.0 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tiktoken | — | indirect |
| PyPI | tokenizers | 0.22.2 | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | torch | 2.11.0 | indirect |
| PyPI | tqdm | 4.67.3 | indirect |
| PyPI | transformers | 5.5.0 | indirect |
| PyPI | tree-sitter | 0.25.2 | indirect |
| PyPI | tree-sitter-c-sharp | 0.23.1 | indirect |
| PyPI | tree-sitter-embedded-template | 0.25.0 | indirect |
| PyPI | tree-sitter-yaml | 0.7.2 | indirect |
| PyPI | triton | 3.6.0 | indirect |
| PyPI | typer | 0.24.1 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | uritemplate | 4.2.0 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | uvicorn | 0.41.0 | indirect |
| PyPI | watchfiles | 1.1.1 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"claude",
"claude-code",
"token-savings",
"ai-coding",
"ai-tools",
"ast",
"code-intelligence",
"code-retrieval",
"context-window",
"cursor",
"developer-tools",
"github",
"llm",
"mcp",
"mcp-server",
"model-context-protocol",
"structured-retrieval",
"token-efficient",
"token-optimization",
"tree-sitter"
],
"is_fork": false,
"size_kb": 13641,
"has_wiki": true,
"homepage": "https://jcodemunch.com/",
"languages": {
"HTML": 7988,
"Shell": 5491,
"Python": 6944647,
"Dockerfile": 1162,
"TypeScript": 25549
},
"pushed_at": "2026-07-16T14:19:55Z",
"created_at": "2026-02-09T01:58:27Z",
"owner_type": "User",
"updated_at": "2026-07-16T14:11:01Z",
"description": "Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://j.gravelle.us",
"name": "J. Gravelle",
"type": "User",
"login": "jgravelle",
"company": "https://j.gravelle.us",
"followers": 364,
"avatar_url": "https://avatars.githubusercontent.com/u/3400540?v=4",
"created_at": "2013-01-27T23:59:07Z",
"is_verified": null,
"public_repos": 58,
"account_age_days": 4917
},
"activity": {
"releases_count": 100,
"commits_last_year": 1128,
"latest_release_at": "2026-07-16T14:19:58Z",
"latest_release_tag": "v1.108.131",
"releases_from_tags": false,
"days_since_last_push": 0,
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{
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{
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{
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"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
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],
"max_points": 20
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{
"key": "owner_reach",
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"detail": "364 followers of jgravelle",
"points": 18.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"login": "jgravelle"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "58 public repos, account ~13 yr old",
"points": 24.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 58
}
},
{
"code": "account_age_years",
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"years": 13
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"jcodemunch-mcp"
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"ecosystems": "pypi",
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"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
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"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
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"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
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"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
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],
"max_points": 35
},
{
"key": "version_history",
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"detail": "424 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 424
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
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"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 59,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "at_risk",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 48,
"inputs": {
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"components": [
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"points": 24,
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"details": [
{
"code": "ci_workflows",
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],
"max_points": 24
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{
"key": "tests_present",
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"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
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"details": [],
"max_points": 16
},
{
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},
{
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},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
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"claude-code",
"token-savings",
"ai-coding",
"ai-tools",
"ast",
"code-intelligence",
"code-retrieval",
"context-window",
"cursor",
"developer-tools",
"github",
"llm",
"mcp",
"mcp-server",
"model-context-protocol",
"structured-retrieval",
"token-efficient",
"token-optimization",
"tree-sitter"
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"has_wiki": true,
"homepage": "https://jcodemunch.com/",
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"components": [
{
"key": "readme",
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"detail": null,
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"details": [],
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},
{
"key": "documentation_directory",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://jcodemunch.com/",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 55,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"packaging"
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}
},
{
"code": "weights_renormalized",
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}
],
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"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5.5
},
"components": [
{
"key": "binary_artifacts",
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"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",
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"code": "no_data",
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],
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},
{
"key": "ci_tests",
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"points": 0,
"status": "missed",
"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",
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"detail": "Found 1/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
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"points": 1.5,
"status": "partial",
"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": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 28 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 7",
"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "5 out of the last 5 releases have a total of 5 signed artifacts.",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"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",
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}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 3
},
"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": 68,
"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": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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"CLAUDE.md"
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"agent_instruction_max_bytes": 218519
},
"components": [
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"key": "agent_instructions",
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"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
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}
],
"max_points": 45
},
{
"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": [
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"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
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"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": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 61,
"inputs": {
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"lockfiles": [
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"uv.lock"
],
"has_dockerfile": true,
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"bootstrap_files": [],
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"has_linter_config": false,
"typecheck_configs": [
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"agent_commit_share": null,
"toolchain_manifests": [],
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},
"components": [
{
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "automated_tests",
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"points": 22,
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},
{
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"points": 0,
"status": "missed",
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},
{
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"status": "met",
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},
{
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"points": 10,
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}
],
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{
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"points": 0,
"status": "excluded",
"details": [
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"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": [
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"code": "dependency_bot_config_only",
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],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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"points": 7,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
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"largest_source_bytes": 426921,
"source_files_sampled": 557,
"oversized_source_files": 14
},
"components": [
{
"key": "type_checkable_code",
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"points": 27,
"status": "partial",
"details": [
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"code": "typecheck_config_language",
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"language": "Python"
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}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"detail": "14/557 source files over 60KB",
"points": 53.6,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"oversized": 14
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
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"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
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"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
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"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
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"details": [
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"code": "file_list",
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],
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}
]
}
],
"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": [
"Could not fetch npm package 'jcodemunch-mcp-vscode' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-16T14:21:36.655200Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jgravelle/jcodemunch-mcp.svg",
"full_name": "jgravelle/jcodemunch-mcp",
"license_state": "custom",
"license_spdx": null
}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.