Public record
Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 20:27 UTC

mattt / emcee

MCP generator for OpenAPIs 🫳🎤💥

GoMIT★ 326 stars⑂ 27 forkssince Jan 2025View on GitHub ↗

mattt/emcee holds a health index of 54 out of 100, placing it in the Moderate band. It scores highest on Sustainability & Governance (66/100) and lowest on Security (31/100). It was last updated 17 days ago. A single contributor accounts for most of its recent work.

54
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

54
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

MatttPersonal account
19,140 followers131 public repossince Apr 2008@increase

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/mattt/emceev0.8.0-2322 days ago

Metrics by category

Vitality

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

58Moderate · 22% of overall
How it's scored
28.8/36Push recency — last push 17 days ago
3.5/36Commit cadence — 5/52 weeks with commits
9/18Commit volume — 9 commits in the last year
1/10OpenSSF Scorecard: Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
Inputs used
commits_last_year9
human_commit_share1
days_since_last_push17
active_weeks_last_year5
How it's scored
27/27Ships releases — 22 releases published
36/36Release recency — latest release 22 days ago
19.8/27Release cadence — a release every ~55.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count22
latest_release_tagv0.8.0
releases_from_tagsno
days_since_latest_release22
mean_days_between_releases55.8

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

51Moderate · 18% of overall
How it's scored
40.7/60Stars — 326 stars
11.8/25Forks — 27 forks
0/15Watchers — 2 watchers
Inputs used
forks27
stars326
watchers2
growth_stateorganic
growth_factor_pct100
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

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

66Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2/22.5Commit distribution — top contributor authored 91% of commits
4.1/13.5Contributor breadth — 3 contributors
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.911
How it's scored
46.8/46.8Issue resolution — 100% of issues closed
33.1/38.3PR acceptance — 52/60 decided PRs merged
1.5/15OpenSSF Scorecard: Code-Review — Found 3/30 approved changesets -- score normalized to 1
Inputs used
merged_prs52
open_issues0
closed_issues8
issue_closed_ratio1
closed_unmerged_prs8
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
25/25Owner reach — 19,140 followers of mattt
25/25Track record — 131 public repos, account ~18 yr old
Inputs used
followers19,140
owner_typeUser
is_verified
owner_loginmattt
public_repos131
account_age_days6,669
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 22 days ago
20/20Version history — 23 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/mattt/emcee
ecosystemsgo
any_deprecatedno
min_days_since_publish22

Engineering Quality

Are baseline engineering and documentation practices in place?

58Moderate · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
6/20OpenSSF Scorecard: CI-Tests — 10 out of 28 merged PRs checked by a CI test -- score normalized to 3
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

65Moderate
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://emcee.sh
10/10Repository description
10/10Topics — 3 topics
0/10Wiki
Inputs used
topicsmodelcontextprotocol, openapi, agents
has_wikino
homepagehttps://emcee.sh
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

31At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0.8/2.5CI-Tests — 10 out of 28 merged PRs checked by a CI test -- score normalized to 3
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0.8/7.5Code-Review — Found 3/30 approved changesets -- score normalized to 1
2.5/2.5Contributors — project has 8 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0.8/7.5Maintained — 2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3/7.5Vulnerabilities — 6 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3.1

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.

55Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
29.6/40Legible commit history — 50 of 90 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.556
agent_instruction_files
agent_instruction_max_bytes
How it's scored
12.6/18One-command bootstrap — go.mod (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 90
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileno
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0
toolchain_manifestsgo.mod
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Go (statically typed)
55/55Manageable file sizes — 0/12 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes14,855
source_files_sampled12
oversized_source_files0
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — testdata/api.weather.gov/openapi.json
20/20MCP server
0/40Runnable examples
Inputs used
example_dirs
has_mcp_signalyes
api_schema_filestestdata/api.weather.gov/openapi.json

Key facts

326GitHub stars
3contributors
9commits, last 12 months
17days since last push
22releases
1bus factor
0open issues
Gopackage ecosystems

Data collection warnings

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 326 ★ / 27 ⇿
326Stars
27Forks
19Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

012525037532627392025-012025-102026-07
Major 0Minor 7Patch 12

Each point covers 2 days.

OpenSSF Scorecard 3.1 / 10
3.1aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-21 20:27 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
3CI-Tests10 out of 28 merged PRs checked by a CI test -- score normalized to 3
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
1Code-ReviewFound 3/30 approved changesets -- score normalized to 1
10Contributorsproject has 8 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
1Maintained2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
4Vulnerabilities6 existing vulnerabilities detected
Direct dependencies 8
RegistryPackageVersion constraintManifest
Gogithub.com/google/jsonschema-gov0.2.0go.mod
Gogithub.com/hashicorp/go-retryablehttpv0.7.7go.mod
Gogithub.com/modelcontextprotocol/go-sdkv0.2.1-0.20250814153251-bb6dadecca24go.mod
Gogithub.com/pb33f/libopenapiv0.21.2go.mod
Gogithub.com/spf13/cobrav1.8.1go.mod
Gogithub.com/stretchr/testifyv1.10.0go.mod
Gogolang.org/x/syncv0.11.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "modelcontextprotocol",
        "openapi",
        "agents"
      ],
      "is_fork": false,
      "size_kb": 195,
      "has_wiki": false,
      "homepage": "https://emcee.sh",
      "languages": {
        "Go": 45291,
        "Shell": 4879
      },
      "pushed_at": "2026-07-04T11:41:37Z",
      "created_at": "2025-01-16T16:20:26Z",
      "owner_type": "User",
      "updated_at": "2026-07-04T11:41:39Z",
      "description": "MCP generator for OpenAPIs 🫳🎤💥",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Go",
      "significant_languages": [
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    "owner": {
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      "name": "Mattt",
      "type": "User",
      "login": "mattt",
      "company": "@increase",
      "location": "Portland, OR",
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    "license": {
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      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2026-06-29T13:20:45Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2025-10-09T11:35:17Z"
        },
        {
          "tag": "v0.6.1",
          "kind": "patch",
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        },
        {
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          "kind": "minor",
          "published_at": "2025-08-14T16:41:58Z"
        },
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          "kind": "patch",
          "published_at": "2025-07-25T12:53:27Z"
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        {
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          "kind": "minor",
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        },
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          "kind": "patch",
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        },
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          "kind": "patch",
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        },
        {
          "tag": "v0.4.3",
          "kind": "patch",
          "published_at": "2025-03-14T16:11:04Z"
        },
        {
          "tag": "v0.4.2",
          "kind": "patch",
          "published_at": "2025-02-12T14:16:28Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2025-01-28T19:52:27Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2025-01-27T12:55:42Z"
        },
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          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2025-01-27T10:44:06Z"
        },
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          "kind": "minor",
          "published_at": "2025-01-26T15:16:37Z"
        },
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          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2025-01-24T00:38:38Z"
        },
        {
          "tag": "v0.1.7",
          "kind": "patch",
          "published_at": "2025-01-23T22:48:00Z"
        },
        {
          "tag": "v0.1.6",
          "kind": "patch",
          "published_at": "2025-01-23T22:40:21Z"
        },
        {
          "tag": "v0.1.4",
          "kind": "patch",
          "published_at": "2025-01-23T17:28:06Z"
        },
        {
          "tag": "v0.1.3",
          "kind": "patch",
          "published_at": "2025-01-23T15:05:56Z"
        },
        {
          "tag": "v0.1.2",
          "kind": "patch",
          "published_at": "2025-01-22T19:05:12Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2025-01-22T18:06:46Z"
        },
        {
          "tag": "v0.1.0",
          "kind": "minor",
          "published_at": "2025-01-21T11:59:53Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "ecfde54b7647bac94cda1c42052a40dcbacd8b13",
          "body": "* Fix JSON-RPC tool call response example in README\n\nNest content under result so the sample matches the MCP wire format. Cherry-picked from #66.\n\nCo-authored-by: kriptoburak <kriptoburak@users.noreply.github.com>\n\n* Make README tool call response example valid JSON\n\nReplace the JSONC comment placeholder with a string value and drop the annotations field, which emcee does not populate in successful tools/call results.\n\n---------\n\nCo-authored-by: kriptoburak <kriptoburak@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix JSON-RPC tool call response example in README (#68)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2026-07-04T11:41:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f4e1be73dd00d2d2de66647d2af50b002664ff83",
          "body": "* Add support for the HTTP QUERY method\n\n* Remove unused homebrew-tap link reference\n\n* Address review feedback on QUERY support\n\nGuard against non-mapping Path Item nodes and avoid a data race in the\nQUERY test by passing the observed request over a channel.",
          "is_bot": false,
          "headline": "Add support for the HTTP `QUERY` method (#65)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2026-06-29T13:15:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab8f42ccd65145b84dafe92d36135f364a2c255e",
          "body": "* Filter readonly properties from input schema\n\n* Formatting",
          "is_bot": false,
          "headline": "Filter `readonly` properties from input schema (#63)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-10-09T11:34:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a533afef3c0c03f06de4a58dbee518b508c2e404",
          "body": "* Add --insecure flag to skip TLS certificate validation\n\n* Preserve retryablehttp transport\n\n* Formatting",
          "is_bot": false,
          "headline": "Add `--insecure` flag to skip TLS certificate validation (#61)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-10-09T11:33:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e48585f934d9a5757dd7ed5fbd2da2eba37e44d",
          "body": "…nd body (#62)",
          "is_bot": false,
          "headline": "Resolve OpenAPI parameter name collisions between path/query/header a…",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-10-09T11:17:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "800a61a4f6eeb7f32e3065fdd0799f628ba5938a",
          "body": "* Add tool annotations\n\n* Add --no-annotations flag",
          "is_bot": false,
          "headline": "Add tool annotations (#59)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-08-14T16:56:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c87ab68496d8efdefcc1109c564979b64799a0c",
          "body": "…rotocol/go-sdk` (#58)\n\n* Replace hand-rolled MCP implementation with github.com/modelcontextprotocol/go-sdk\n\n* Pin to unreleased commit bb6dadecca24ba53195559f05ef40904d48baeff",
          "is_bot": false,
          "headline": "Replace hand-rolled MCP implementation with `github.com/modelcontextp…",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-08-14T16:39:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e77d24a1bf9c5bc7b77e68577f3d8148861adb52",
          "body": null,
          "is_bot": false,
          "headline": "Update references to GitHub owner (#56)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-07-25T12:17:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38b7b91c561a161afa3ee5d901b6ef097dc5040a",
          "body": "* Change to MIT License\n\n* Transfer project from Loopwork",
          "is_bot": false,
          "headline": "Transfer project from Loopwork (#55)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-07-24T20:58:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a746bdbd14d4c86b13b0c950740525439b2e3e9d",
          "body": null,
          "is_bot": false,
          "headline": "Update organization name from loopwork-ai to loopwork (#54)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-06-27T11:19:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4e9f0e91b380071eb6211fd3ed49db2d5806813",
          "body": "* Add schema description, enum values to tool description\n\n* don't add schema description when it is same as parameter description.",
          "is_bot": false,
          "headline": "Add schema description, enum values to tool description (#51)",
          "author_name": "Logan Chae",
          "author_login": "logan-querypie",
          "committed_at": "2025-03-29T11:43:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cdaa48b85f21d253809bc807ab37d0fc9661d173",
          "body": null,
          "is_bot": false,
          "headline": "Handle requests with initialize method (#49)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-03-14T16:43:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "021b02d1b5e599c4f64a7f652ce0576649fd37bb",
          "body": null,
          "is_bot": false,
          "headline": "Update server implementation to handle notifications (#48)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-03-14T16:34:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "928369bc26357bbdc25939b62deb9d96b5a0fd6b",
          "body": "* Truncate tool names to 64 characters\n\n* Apply suggestions from code review\n\nSigned-off-by: Mattt <mattt@me.com>\n\n* Fix tests\n\n---------\n\nSigned-off-by: Mattt <mattt@me.com>",
          "is_bot": false,
          "headline": "Truncate tool names to 64 characters (#47)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-03-14T16:09:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1951d725667d3ae55a2f9afabdd2a17366ec987",
          "body": "* Upgrade to go 1.24.0\n\n* Update Go version in README",
          "is_bot": false,
          "headline": "Update to Go 1.24.0 (#43)",
          "author_name": "Mattt",
          "author_login": "mattt",
          "committed_at": "2025-02-12T14:10:46Z",
          "body_truncated": false,
          "is_coding_agent": false
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                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 91% of commits",
                "points": 2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 91
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "3 contributors",
                "points": 4.1,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "merged_prs": 52,
              "open_issues": 0,
              "closed_issues": 8,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 8
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
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                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "52/60 decided PRs merged",
                "points": 33.1,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 52,
                      "decided": 60
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 3/30 approved changesets -- score normalized to 1",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "followers": 19140,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "mattt",
              "public_repos": 131,
              "account_age_days": 6669
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "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": "19,140 followers of mattt",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 19140,
                      "login": "mattt"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "131 public repos, account ~18 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 131
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 18
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "github.com/mattt/emcee"
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              "ecosystems": "go",
              "any_deprecated": false,
              "min_days_since_publish": 22
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on go",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "go"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 22 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 22
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "23 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 23
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "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": 58,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "10 out of 28 merged PRs checked by a CI test -- score normalized to 3",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [
                "modelcontextprotocol",
                "openapi",
                "agents"
              ],
              "has_wiki": false,
              "homepage": "https://emcee.sh",
              "has_readme": true,
              "has_docs_dir": false,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://emcee.sh",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "3 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 31,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 31,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.1
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "10 out of 28 merged PRs checked by a CI test -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 3/30 approved changesets -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "2 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 1",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "6 existing vulnerabilities detected",
                "points": 3,
                "status": "partial",
                "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"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 8
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 55,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 30,
            "inputs": {
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              "legible_history_share": 0.556,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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",
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                "points": 29.6,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 50,
                      "sampled": 90
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                  }
                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 56,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "has_dockerfile": false,
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              "bootstrap_files": [],
              "has_devcontainer": false,
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              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
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              "dependency_bot_commit_share": 0
            },
            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
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                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
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                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
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                    "code": "statically_typed_language",
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                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 90",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_agent_authored_commits",
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "no_dependency_automation",
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                ],
                "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
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            ]
          },
          {
            "key": "ai_code_legibility",
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            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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              "largest_source_bytes": 14855,
              "source_files_sampled": 12,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
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                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
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                      "language": "Go"
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                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/12 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
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                      "kb": 60,
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                      "oversized": 0
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                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": [
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            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "testdata/api.weather.gov/openapi.json",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "testdata/api.weather.gov/openapi.json"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T20:27:46.447604Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mattt/emcee.svg",
  "full_name": "mattt/emcee",
  "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 v0.23.0 — full methodology · metrics wiki.

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