Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 18:38 UTC

ThinkInAIXYZ / go-mcp

Go-MCP is a powerful Go(Golang) version of the MCP SDK that implements the Model Context Protocol (MCP) to facilitate seamless communication between external systems and AI applications.

GoMIT★ 673 stars⑂ 107 forkssince Mar 2025View on GitHub ↗

ThinkInAIXYZ/go-mcp holds a health index of 73 out of 100, placing it in the Good band. It scores highest on Engineering Quality (85/100) and lowest on AI Readiness (63/100). It was last updated 28 days ago. A single contributor accounts for most of its recent work.

73
overall / 100
Good

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.

73
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

ThinkInAIXYZOrganization
197 followers8 public repossince Jan 2025

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/ThinkInAIXYZ/go-mcpv0.2.29-4628 days ago

Metrics by category

Vitality

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

75Good · 22% of overall
How it's scored
28.8/36Push recency — last push 28 days ago
9/36Commit cadence — 13/52 weeks with commits
13.6/18Commit volume — 32 commits in the last year
7/10OpenSSF Scorecard: Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
Inputs used
commits_last_year32
human_commit_share1
days_since_last_push28
active_weeks_last_year13

Release discipline

100Excellent
How it's scored
27/27Ships releases — 46 releases published
36/36Release recency — latest release 28 days ago
27/27Release cadence — a release every ~36 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count46
latest_release_tagv0.2.29
releases_from_tagsno
days_since_latest_release28
mean_days_between_releases36
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

73Good · 18% of overall
How it's scored
45.9/60Stars — 673 stars
16.9/25Forks — 107 forks
6.7/15Watchers — 17 watchers
Inputs used
forks107
stars673
watchers17
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateyes

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
6.7/22.5Commit distribution — top contributor authored 70% of commits
13.5/13.5Contributor breadth — 28 contributors
10/10OpenSSF Scorecard: Contributors — project has 23 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled28
top_contributor_share0.702
How it's scored
39.9/46.8Issue resolution — 85% of issues closed
33.6/38.3PR acceptance — 136/155 decided PRs merged
7.5/15OpenSSF Scorecard: Code-Review — Found 6/11 approved changesets -- score normalized to 5
Inputs used
merged_prs136
open_issues7
closed_issues41
issue_closed_ratio0.854
closed_unmerged_prs19
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
16.5/25Owner reach — 197 followers of ThinkInAIXYZ
10/25Track record — 8 public repos, account ~1 yr old
Inputs used
followers197
owner_typeOrganization
is_verified
owner_loginThinkInAIXYZ
public_repos8
account_age_days555
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 28 days ago
20/20Version history — 46 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/ThinkInAIXYZ/go-mcp
ecosystemsgo
any_deprecatedno
min_days_since_publish28

Engineering Quality

Are baseline engineering and documentation practices in place?

85Excellent · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
18/20OpenSSF Scorecard: CI-Tests — 10 out of 11 merged PRs checked by a CI test -- score normalized to 9
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

66Moderate · 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
2.2/2.5CI-Tests — 10 out of 11 merged PRs checked by a CI test -- score normalized to 9
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 6/11 approved changesets -- score normalized to 5
2.5/2.5Contributors — project has 23 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
5.2/7.5Maintained — 9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
4.5/5SAST — SAST tool detected but not run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.8
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages6
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 6 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

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.

63Moderate · 0% of overall
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 84 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.84
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yml
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — lockfile
4/10Demonstrated agent practice — 2 of the last 100 commits agent-authored or agent-credited
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_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.02
toolchain_manifestsgo.mod
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — Go (statically typed)
55/55Manageable file sizes — 0/71 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes26,623
source_files_sampled71
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

673GitHub stars
28contributors
32commits, last 12 months
28days since last push
46releases
1bus factor
7open issues
Gopackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 107 ⇿
0Stars
107Forks
45Releases

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.

020406080100120107202025-032025-102026-06
Major 0Minor 2Patch 43

Each point covers 2 days.

OpenSSF Scorecard 5.8 / 10
5.8aggregate

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 · 2026-07-27 18:38 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
9CI-Tests10 out of 11 merged PRs checked by a CI test -- score normalized to 9
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 6/11 approved changesets -- score normalized to 5
10Contributorsproject has 23 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
7Maintained9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
9SASTSAST tool detected but not run on all commits
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/orcaman/concurrent-map/v2v2.0.1go.mod
Gogithub.com/tidwall/gjsonv1.18.0go.mod
Gogithub.com/yosida95/uritemplate/v3v3.0.2go.mod
All dependencies 6

Full resolved dependency set from the GitHub dependency graph: 4 direct and 2 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Gogithub.com/google/uuid1.6.0direct
Gogithub.com/orcaman/concurrent-map/v22.0.1direct
Gogithub.com/tidwall/gjson1.18.0direct
Gogithub.com/yosida95/uritemplate/v33.0.2direct
Gogithub.com/tidwall/match1.1.1indirect
Gogithub.com/tidwall/pretty1.2.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 6 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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          "oid": "0767a50688984214f67a1331945b6695da53590d",
          "body": "feat(server): add TimeoutMiddleware for tool handlers",
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          "headline": "Merge pull request #204 from knightxiaoxi/feat/tool-timeout-middleware",
          "author_name": "Jesse",
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          "oid": "8b7976b52b843d000ff8f07b862cc80ac608e2ff",
          "body": "…comment",
          "is_bot": false,
          "headline": "fix: correct spelling 'cancelled' -> 'canceled' in TimeoutMiddleware …",
          "author_name": "knightxiaoxi",
          "author_login": "knightxiaoxi",
          "committed_at": "2026-06-29T04:07:26Z",
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          "oid": "79f5e6d90d2fe196208a26a0cb41365260ea3da7",
          "body": "## Summary\nAdd `TimeoutMiddleware` that enforces a per-tool execution timeout.\n\n## Changes\n- `TimeoutMiddleware(timeout)` wraps handler context with `WithTimeout`\n- Placed alongside existing `RateLimitMiddleware` for consistency\n\n## Motivation\nSlow/hanging tool implementations can block the MCP serv\n[…]\n. This middleware + RateLimitMiddleware form a basic resilience pair.\n\n## Usage\n```go\nserver.RegisterTool(&protocol.Tool{Name: \"search\"},\n    server.TimeoutMiddleware(30*time.Second)(myHandler),\n)\n```",
          "is_bot": false,
          "headline": "feat(server): add TimeoutMiddleware for tool handlers",
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          "oid": "f02ba7ba85f9da5120376e7e8e521db7c87d9cf0",
          "body": "…ess-cancel-test\n\nfix: resolve misspell lint failure in stateless cancellation test",
          "is_bot": false,
          "headline": "Merge pull request #203 from groundcover-com/yosi/fix-misspell-statel…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2026-06-15T15:12:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d31baf667fdeb3e87f47fef7a84fcbe56bd1ae2",
          "body": "The misspell linter rejects the British \"cancelled\" in string literals\n(it wants the US \"canceled\"). Reword the test's failure message to use\n\"cancellation\", which the linter accepts, fixing the lint failure\nintroduced by #202.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: resolve misspell lint failure in stateless cancellation test",
          "author_name": "Yosi Zelensky",
          "author_login": "yosizelensky",
          "committed_at": "2026-06-15T14:48:54Z",
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          "is_coding_agent": true
        },
        {
          "oid": "c3143252fdac4ca955e55e682260fe2d10038d1c",
          "body": "…y-delete\n\nfix: stateless transport should ignore unmatched cancellations and reject DELETE with 405",
          "is_bot": false,
          "headline": "Merge pull request #202 from groundcover-com/yosi/fix-stateless-notif…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2026-06-15T14:03:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b15e93c5d99dd4479834f627a28d140f2f404b5",
          "body": "…ject DELETE with 405\n\nIn stateless mode two normal client messages are rejected with HTTP 400:\n\n1. notifications/cancelled -> 400 \"lack session\": handleNotifyWithCancelled\n   fails the GetSession(\"\") lookup and returns ErrLackSession. Per the MCP\n   cancellation spec, a cancellation for an unknown/\n[…]\nspecified only\n   for servers that require a session id). Mirrors handleGet's stateless 405.\n\nBoth paths are covered by new tests.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix: stateless transport should ignore unmatched cancellations and re…",
          "author_name": "Yosi Zelensky",
          "author_login": "yosizelensky",
          "committed_at": "2026-06-15T13:56:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2139a0f905d2cd377230d4528d3e831a2733d3e2",
          "body": "…e-event-stream\n\nfix: use HasPrefix for text/event-stream content-type check",
          "is_bot": false,
          "headline": "Merge pull request #201 from jesse-engineer/fix/issue-200-content-typ…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2026-05-15T17:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "944f183883bda31caccc5ec318599b4c4d711ec0",
          "body": "Some servers or reverse proxies (e.g., nginx) append '; charset=utf-8'\nto the Content-Type header, resulting in 'text/event-stream; charset=utf-8'.\nThe strict equality check fails in this case, causing the error:\n'unexpected content type: text/event-stream; charset=utf-8'.\n\nUse strings.HasPrefix for text/event-stream check, consistent with how\napplication/json is already handled.\n\nFixes #200",
          "is_bot": false,
          "headline": "fix: use HasPrefix for text/event-stream content-type check",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2026-05-15T17:05:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e331d39ba927e4061ffd5707938f45103191910",
          "body": "…-union-type\n\nfix(protocol): JSON Schema type union for remote tool schemas (#198)",
          "is_bot": false,
          "headline": "Merge pull request #199 from jesse-engineer/fix/issue-198-json-schema…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2026-04-16T15:28:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7deec56b65b63118ef6436291e6e057b37d9f1bc",
          "body": "Replace slices.Equal with a small equalPropertyType helper; std slices\nrequires Go 1.21+.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "test(protocol): drop slices package for Go 1.18 CI",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2026-04-16T04:21:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f8c3b4520c01e292a98f3420cfca5fae7b6b01a",
          "body": "Cover union type arrays on nested properties and schemas containing $ref\nso ListToolsResult unmarshaling stays compatible with remote servers.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "test(protocol): add regression for issue #198 ListTools JSON decode",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2026-04-16T04:20:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf9673a08565ad6f17714a49286983fcf34cfb8d",
          "body": "…schema-union-type\n\nResolve test conflicts: PropertyType + []any enums; fix middleware example Property literals.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'upstream/main' into fix/issue-198-json-…",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2026-04-16T04:11:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b54fb1467d80f0fe736b883ba56096995f20d758",
          "body": "Property.Type is now PropertyType ([]DataType) with custom JSON\nmarshal/unmarshal so remote tool schemas like type: [\"string\",\"number\"]\ndecode correctly (e.g. MCP ListTools). Validation treats multiple types as a union.\n\nAdds regression tests for unmarshaling and union validation.\n\nFixes ThinkInAIXYZ/go-mcp#198\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix(protocol): support JSON Schema type as string or array (union)",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2026-04-16T04:02:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "416962a4f59d48a5c34d10eb64bea44b6df83e58",
          "body": "…gnore-session-id\n\nfix: ignore session ID header in stateless mode",
          "is_bot": false,
          "headline": "Merge pull request #197 from groundcover-com/amiryona/fix-stateless-i…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2026-04-06T12:42:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbd018b0aa2f3e2ca6fcbf3be543a88673b19439",
          "body": "In stateless mode, MCP proxies (e.g. TrueFoundry) may forward\nMcp-Session-Id headers from clients. Since the stateless server\ndoesn't track sessions, these requests were rejected with\nErrLackSession before any tool execution could occur.\n\nNow in stateless mode, the session ID header is ignored in handlePost,\nallowing proxied requests to proceed normally.\n\nResolves: CS-231",
          "is_bot": false,
          "headline": "fix: ignore session ID in stateless mode to prevent proxy rejection",
          "author_name": "Amir Yona",
          "author_login": "amiryona-groundcover",
          "committed_at": "2026-04-06T11:55:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad6745bf094c1abbe8d27579b6baa40525111eb5",
          "body": "update: client add http headers",
          "is_bot": false,
          "headline": "Merge pull request #194 from luopengift/main",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-10-10T12:14:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "ffc8ba4d64ac9d94f1e604f300ec8f759ca5c957",
          "body": null,
          "is_bot": false,
          "headline": "update: client add http headers",
          "author_name": "luopengift",
          "author_login": "luopengift",
          "committed_at": "2025-10-10T10:24:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4ddb62a500b553dd4a59b8e748dd1e37f09825d",
          "body": "feat: schema add default",
          "is_bot": false,
          "headline": "Merge pull request #193 from jesse-engineer/feat/schema_add_default",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-09-18T12:52:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e31e62b65714c73a451540b38c05e59007649b74",
          "body": null,
          "is_bot": false,
          "headline": "feat: schema add default",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2025-09-18T12:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba479436122a2ed1cb2d69f1c016bac917918739",
          "body": "Feature/add tool filter support",
          "is_bot": false,
          "headline": "Merge pull request #191 from lengyue1084/feature/add-tool-filter-support",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-09-08T05:56:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f6a33e5c2a36c7b7d62193fa81134050a01bc274",
          "body": null,
          "is_bot": false,
          "headline": "fix: lint err",
          "author_name": "lengyue1084",
          "author_login": "lengyue1084",
          "committed_at": "2025-09-08T05:53:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64756a5af5530ceb35318a4141fbe3fd07010414",
          "body": null,
          "is_bot": false,
          "headline": "fix: lint err",
          "author_name": "lengyue1084",
          "author_login": "lengyue1084",
          "committed_at": "2025-09-08T02:55:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1a31a9113cdf427682193421494bb15464f78cb",
          "body": "-Change toolFilters from slicing to a single function type\n-Update ToolFilter related interfaces and implementation\n-Modify the execution method of tool list filtering",
          "is_bot": false,
          "headline": "fix: Refactoring tool list filtering logic",
          "author_name": "lengyue1084",
          "author_login": "lengyue1084",
          "committed_at": "2025-09-08T02:15:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ff10be8e48f0ff8330d81b595a4ab3087d2fc72",
          "body": null,
          "is_bot": false,
          "headline": "feat: add tool list filter example",
          "author_name": "lengyue1084",
          "author_login": "lengyue1084",
          "committed_at": "2025-09-06T09:21:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d46cb90a2246f8a0240609259038fd60c94f866c",
          "body": "-Add the toolFilters field to the Server structure to store tool list filters\n-Apply filters when processing tool list requests\n-Provide AddToolFilter and ClearToolFilters methods to support the addition and removal of filters",
          "is_bot": false,
          "headline": "feat: add tool list filtering function",
          "author_name": "lengyue1084",
          "author_login": "lengyue1084",
          "committed_at": "2025-09-06T09:19:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ffd953a28327d137e17d6b7a3a58b0adcc50d4b",
          "body": "…tbeat_cancel\n\nfeat: streamable http server heartbeat add cancel",
          "is_bot": false,
          "headline": "Merge pull request #189 from jesse-engineer/feat/streamable_http_hear…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-08-24T07:12:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9817db4c807b25b378a366c6c789a944ec8f8af",
          "body": null,
          "is_bot": false,
          "headline": "feat: streamable http server heartbeat add cancel",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2025-08-24T07:10:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "59a5a0b03682a4db9d1e89e3a34463ff110d8b34",
          "body": "feat: optimize ch close Judgement",
          "is_bot": false,
          "headline": "Merge pull request #188 from jesse-engineer/feat/optimize_dequeueMessage",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-08-17T10:10:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "040690408f47a7fd588673cf22e336dcf67e44b1",
          "body": null,
          "is_bot": false,
          "headline": "feat: optimize ch close Judgement",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2025-08-17T10:04:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd140928c04522d7cb6f56cf4077e38462bb3a46",
          "body": "tool outputSchema",
          "is_bot": false,
          "headline": "Merge pull request #187 from uuclove1992/main",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-08-09T07:56:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab4a007e6906992ea18417c4e207446b6cdb2f27",
          "body": null,
          "is_bot": false,
          "headline": "tool outputSchema",
          "author_name": "zhangjia05",
          "author_login": null,
          "committed_at": "2025-08-07T10:02:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4fbf9c5314ab8fa5291c770de09f071172dc0403",
          "body": "fix: lint error",
          "is_bot": false,
          "headline": "Merge pull request #185 from jesse-engineer/fix/lint_error",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-27T07:53:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "179817fa75f604fd108bc498095e2dc7f1a13174",
          "body": null,
          "is_bot": false,
          "headline": "fix: lint error",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-27T07:51:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7fa1824cf30c0d3e929b40f46085b84c74c5970",
          "body": "New: Global middleware",
          "is_bot": false,
          "headline": "Merge pull request #183 from ProgrammerPlus1998/main",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-27T07:28:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8af27ecfce67865d8616737a7863410f0c4ff376",
          "body": null,
          "is_bot": false,
          "headline": "New: Global middleware",
          "author_name": "xic",
          "author_login": "ProgrammerPlus1998",
          "committed_at": "2025-07-24T10:07:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "is_bot": false,
          "headline": "New: Global middleware",
          "author_name": "xic",
          "author_login": "ProgrammerPlus1998",
          "committed_at": "2025-07-24T09:51:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48ed6d4c180059937519936743dbf4c30154b2ff",
          "body": null,
          "is_bot": false,
          "headline": "New: Global middleware",
          "author_name": "xiechen",
          "author_login": "ProgrammerPlus1998",
          "committed_at": "2025-07-23T16:00:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb4561db41d53daf9be240c263b62b268f80ac14",
          "body": null,
          "is_bot": false,
          "headline": "New: Global middleware",
          "author_name": "xiechen",
          "author_login": "ProgrammerPlus1998",
          "committed_at": "2025-07-23T15:52:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "is_bot": false,
          "headline": "New: Global middleware",
          "author_name": "xiechen",
          "author_login": "ProgrammerPlus1998",
          "committed_at": "2025-07-23T15:02:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a87b60b183196f4673eac7298ed95498027f3f07",
          "body": "feat: optimization list tool parse",
          "is_bot": false,
          "headline": "Merge pull request #184 from jesse-engineer/feat/list_tool_parse",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-23T11:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "586e778a6c6aceff40913fb56aaf9d9cf9e1d378",
          "body": null,
          "is_bot": false,
          "headline": "docs: update image",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-23T11:57:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e620c2d9aa858b82174724e8b91aa9433cf11f83",
          "body": null,
          "is_bot": false,
          "headline": "feat: optimization list tool parse",
          "author_name": "jesse-engineer",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-23T05:23:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39d5412abaeb1a3272e1df5ca2331939bcd9dc01",
          "body": null,
          "is_bot": false,
          "headline": "New: Global middleware",
          "author_name": "xic",
          "author_login": "ProgrammerPlus1998",
          "committed_at": "2025-07-22T01:38:45Z",
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          "is_coding_agent": false
        },
        {
          "oid": "05eadc63cfa885552426f76100801577a1822637",
          "body": "…ocol-version-negotiation\n\nfix initialize protocol version negotiation",
          "is_bot": false,
          "headline": "Merge pull request #180 from groundcover-com/yosi/fix-initialize-prot…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-09T05:10:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "…tion",
          "is_bot": false,
          "headline": "Merge branch 'main' into yosi/fix-initialize-protocol-version-negotia…",
          "author_name": "Yosi Zelensky",
          "author_login": "yosizelensky",
          "committed_at": "2025-07-08T06:45:02Z",
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        },
        {
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          "body": "…rsion-typo\n\nfixed typo in unsupported protocol version message",
          "is_bot": false,
          "headline": "Merge pull request #179 from orijacobs/bugfix/unsupported-protocol-ve…",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-07-08T02:54:18Z",
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          "is_coding_agent": false
        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "fix initialize protocol version negotiation",
          "author_name": "Yosi Zelensky",
          "author_login": "yosizelensky",
          "committed_at": "2025-07-07T14:15:10Z",
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          "is_coding_agent": false
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        {
          "oid": "0cc6e4294c4de24ea11588e25b7cb0fb89e32f78",
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          "is_bot": false,
          "headline": "fixed grammer",
          "author_name": "orijacobs",
          "author_login": "orijacobs",
          "committed_at": "2025-07-07T13:09:46Z",
          "body_truncated": false,
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        },
        {
          "oid": "14b6ee8d1b45e7102195549fdd4305581b0ec966",
          "body": null,
          "is_bot": false,
          "headline": "fixed typo in unsupported protocol version message",
          "author_name": "orijacobs",
          "author_login": "orijacobs",
          "committed_at": "2025-07-07T12:57:17Z",
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          "is_coding_agent": false
        },
        {
          "oid": "145cd3962d0e6ff12c33605ebe869317281f9d28",
          "body": "feat: add ResourceLink type and unmarshal support",
          "is_bot": false,
          "headline": "Merge pull request #174 from chenmingyong0423/feature/tool",
          "author_name": "Jesse",
          "author_login": "jesse-engineer",
          "committed_at": "2025-06-30T02:25:22Z",
          "body_truncated": false,
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        },
        {
          "oid": "37e01d65b85331316205efe9a831db9f5694d00c",
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          "is_bot": false,
          "headline": "callback sampling.go",
          "author_name": "Mingyong Chen",
          "author_login": "chenmingyong0423",
          "committed_at": "2025-06-29T14:22:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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                "key": "openssf_scorecard_signed_releases",
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      {
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                "key": "openssf_scorecard_contributors",
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                "key": "pr_acceptance",
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              {
                "key": "openssf_scorecard_code_review",
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          {
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              "followers": 197,
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                "key": "ownership_backing",
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              {
                "key": "verified_domain",
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                "points": 0,
                "status": "missed",
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                "max_points": 20
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              {
                "key": "owner_reach",
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                "detail": "197 followers of ThinkInAIXYZ",
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8 public repos, account ~1 yr old",
                "points": 10,
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                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8
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                  },
                  {
                    "code": "account_age_years",
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                      "years": 1
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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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              "ecosystems": "go",
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                "key": "published_resolvable",
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                "points": 25,
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                "details": [
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                "max_points": 25
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              {
                "key": "publish_recency",
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                "detail": "latest publish 28 days ago",
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                "max_points": 35
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              {
                "key": "version_history",
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                "detail": "46 published versions",
                "points": 20,
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                "details": [
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                    "code": "published_versions",
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                ],
                "max_points": 20
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              {
                "key": "not_deprecated",
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                "detail": "active, not deprecated or yanked",
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                "details": [
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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        "key": "engineering",
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            "key": "engineering_practices",
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            "note": null,
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            "components": [
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                "key": "ci_workflows",
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                "points": 24,
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                    "code": "ci_workflows",
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                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
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              },
              {
                "key": "linter_config",
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                "max_points": 16
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              {
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              },
              {
                "key": "openssf_scorecard_ci_tests",
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          {
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            ]
          }
        ],
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        "weight": 0.16,
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                "params": {
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 58,
            "inputs": {
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            "components": [
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                "key": "binary_artifacts",
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              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
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              },
              {
                "key": "ci_tests",
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              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "code_review",
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 23 contributing companies or organizations",
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              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
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                "points": 10,
                "status": "met",
                "details": [],
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              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
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                "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": "9 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 4.5,
                "status": "partial",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
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            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 6 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
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                "code": "excluded_no_data",
                "params": {
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              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 6
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              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
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              "affected_packages": 0,
              "assessed_packages": 6,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 6,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 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": 63,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.84,
              "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",
                "detail": "84 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 84,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 26623,
              "source_files_sampled": 71,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/71 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 71,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T18:38:41.424244Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/ThinkInAIXYZ/go-mcp.svg",
  "full_name": "ThinkInAIXYZ/go-mcp",
  "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 v0.27.0 — full methodology · metrics wiki.

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