Public record
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 11:43 UTC

Yuan-lab-LLM / ClawManager

A Kubernetes-native control plane for AI agent instance management, with governed AI access, runtime orchestration, and reusable resources across multiple agent runtimes.

TypeScript · GoMIT★ 1,916 stars⑂ 150 forkssince Mar 2026View on GitHub ↗

Yuan-lab-LLM/ClawManager holds a health index of 68 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (90/100) and lowest on Security (47/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.

68
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.

68
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

Yuan-lab-LLMPersonal account
65 followers8 public repossince Dec 2025

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

Metrics by category

Vitality

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

86Excellent · 22% of overall
How it's scored
36/36Push recency — last push 1 days ago
12.5/36Commit cadence — 18/52 weeks with commits
18/18Commit volume — 203 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year203
human_commit_share1
days_since_last_push1
active_weeks_last_year18

Release discipline

100Excellent
How it's scored
27/27Ships releases — 41 releases published
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~3.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count41
latest_release_tagv2026.7.21
releases_from_tagsno
days_since_latest_release1
mean_days_between_releases3.8
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?

65Moderate · 18% of overall
How it's scored
53.2/60Stars — 1,916 stars
18.1/25Forks — 150 forks
7.2/15Watchers — 21 watchers
Inputs used
forks150
stars1,916
watchers21
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
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?

51Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.5/22.5Commit distribution — top contributor authored 67% of commits
13.5/13.5Contributor breadth — 11 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled11
top_contributor_share0.667
How it's scored
34.9/46.8Issue resolution — 75% of issues closed
34.7/38.3PR acceptance — 88/97 decided PRs merged
10.5/15OpenSSF Scorecard: Code-Review — Found 10/14 approved changesets -- score normalized to 7
Inputs used
merged_prs88
open_issues15
closed_issues44
issue_closed_ratio0.746
closed_unmerged_prs9
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
13.1/25Owner reach — 65 followers of Yuan-lab-LLM
8.1/25Track record — 8 public repos, account ~0 yr old
Inputs used
followers65
owner_typeUser
is_verified
owner_loginYuan-lab-LLM
public_repos8
account_age_days209
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 20% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 14 out of 14 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://yuan-lab-llm.github.io/ClawManager/
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicskubernetes, openclaw, webtop, hermes
has_wikiyes
homepagehttps://yuan-lab-llm.github.io/ClawManager/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

47At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 14 out of 14 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
5.2/7.5Code-Review — Found 10/14 approved changesets -- score normalized to 7
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
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
7.5/7.5Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
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 — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 46 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.7
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

69Moderate · 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 — 83 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.83
agent_instruction_files
agent_instruction_max_bytes
How it's scored
18/18One-command bootstrap — backend/Makefile
22/22Automated tests
11/11Lint / format config — eslint.config.js
11/11Static type checking — e2e/tsconfig.json, frontend/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
6/10Demonstrated agent practice — 3 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
1/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_filesbackend/Makefile
has_devcontainerno
has_linter_configyes
typecheck_configse2e/tsconfig.json, frontend/tsconfig.json
agent_commit_share0.03
toolchain_manifestsbackend/go.mod
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
52.6/55Manageable file sizes — 18/418 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes399,367
source_files_sampled418
oversized_source_files18

Key facts

1,916GitHub stars
11contributors
203commits, last 12 months
1days since last push
41releases
1bus factor
15open issues
Go, npmpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

Star and fork history 0 ★ / 150 ⇿
0Stars
150Forks
40Releases

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.

0255075100125150150202026-032026-052026-07
Major 0Minor 0Patch 40
OpenSSF Scorecard 4.7 / 10
4.7aggregate

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 · 2026-07-22 11:41 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests14 out of 14 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7Code-ReviewFound 10/14 approved changesets -- score normalized to 7
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities46 existing vulnerabilities detected
Direct dependencies 22
RegistryPackageVersion constraintManifest
Gogithub.com/gin-gonic/ginv1.12.0backend/go.mod
Gogithub.com/go-playground/validator/v10v10.30.1backend/go.mod
Gogithub.com/go-sql-driver/mysqlv1.9.0backend/go.mod
Gogithub.com/golang-jwt/jwt/v5v5.3.1backend/go.mod
Gogithub.com/gorilla/websocketv1.5.3backend/go.mod
Gogithub.com/upper/db/v4v4.10.0backend/go.mod
Gogolang.org/x/cryptov0.49.0backend/go.mod
Gogopkg.in/yaml.v3v3.0.1backend/go.mod
Gok8s.io/apiv0.32.3backend/go.mod
Gok8s.io/apimachineryv0.32.3backend/go.mod
Gok8s.io/client-gov0.32.3backend/go.mod
npm@tanstack/react-query^5.90.21frontend/package.json
npm@xterm/addon-fit^0.11.0frontend/package.json
npm@xterm/addon-unicode11^0.9.0frontend/package.json
npm@xterm/xterm^6.0.0frontend/package.json
npmaxios^1.13.6frontend/package.json
npmjs-yaml^4.2.0frontend/package.json
npmlucide-react^1.17.0frontend/package.json
npmreact^19.2.4frontend/package.json
npmreact-dom^19.2.4frontend/package.json
npmreact-router-dom^7.13.1frontend/package.json
npmzustand^5.0.11frontend/package.json
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
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          "oid": "3001bcf3fec23084be063f0008ca1efe68498c12",
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          "headline": " 支持 Skill 批量安装到多实例与单实例批量导入skill (#165)",
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          "headline": "fix(team): harden workflow recovery, terminal projection, and artifac…",
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          "oid": "71c767254567b5bc4d3e184501b9fb26c5faf6bc",
          "body": "…rnance (#163)\n\n* feat(skill-hub): add Skill Hub catalog, publish flow, and lite materialize pipeline\n\nIntroduce Skill Hub for browsing, importing, publishing, and installing skills, with lite instance package materialization and runtime sync support.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n[…]\nCI tests and nested skill install\n\n* fix(ci): restore release deployment configuration\n\n---------\n\nCo-authored-by: heshengran <heshengran@ieisystem.com>\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: Skill Hub hardening with session usage tracking and egress gove…",
          "author_name": "heranran",
          "author_login": "heranran",
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        {
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          "body": "…overy (#160)\n\n* feat(runtime): improve Lite gateway scheduling and proxy stability\n\n- Expand the runtime gateway port range to match 100 instances per pod\n- Scale runtime deployments based on pending backlog\n- Serialize gateway creation per pod and handle starting/creating states\n- Clean up missing\n[…]\nclipboard verification, configuration pitfalls, and IME troubleshooting\n- Enable direct desktop proxy in the K8s and K3s manifests\n\n---------\n\nCo-authored-by: litiantian03 <litiantian03@ieisystem.com>",
          "is_bot": false,
          "headline": "feat:Improve Lite gateway scheduling, proxy stability, and Hermes rec…",
          "author_name": "Li-Day-Day",
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          "committed_at": "2026-05-25T02:29:25Z",
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        },
        {
          "oid": "dae2f4e604e4c53070d04c5e5cb88e64802f2880",
          "body": "feat: add openclaw shell runtime preset",
          "is_bot": false,
          "headline": "Merge pull request #126 from Iamlovingit/codex/shell",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-22T11:27:05Z",
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          "body": null,
          "is_bot": false,
          "headline": "feat: add openclaw shell runtime preset",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-22T11:21:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab112f9ccbaaf9f4955454b9f28c116f5693f572",
          "body": "feat: add shell runtime and harden team shared storage",
          "is_bot": false,
          "headline": "Merge pull request #124 from Iamlovingit/codex/shell",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-22T07:22:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c192908d9552f4eff1a0d34ac9059f3d5434e6ae",
          "body": null,
          "is_bot": false,
          "headline": "feat: add shell runtime and harden team shared storage",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-22T07:06:59Z",
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          "is_coding_agent": false
        },
        {
          "oid": "8bfd6340e985e3fa17e1177ee9105a94254f95f7",
          "body": "# Conflicts:\n#\tbackend/internal/services/instance_service.go\n#\tbackend/internal/services/k8s/pod_service.go\n#\tbackend/internal/services/k8s/pod_service_test.go\n#\tfrontend/src/components/InstanceAccess.tsx",
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'upstream/main' into codex/shell",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-18T14:12:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "156b5bc32835af11af07027b70af900b6cfebf9e",
          "body": "Modify readme",
          "is_bot": false,
          "headline": "Merge pull request #122 from Li-Day-Day/main",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-18T14:03:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9f0d2793475adefab39ad78679122e0f76919e6",
          "body": null,
          "is_bot": false,
          "headline": "Modify readme",
          "author_name": "litiantian03",
          "author_login": null,
          "committed_at": "2026-05-18T13:32:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d2164f3c405a9c1abda26546d08aa53949c6c637",
          "body": "feat(team): Multi-agent Team control plane across runtimes (Leader-mediated collaboration)",
          "is_bot": false,
          "headline": "Merge pull request #121 from Li-Day-Day/main",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-18T09:21:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3fe1418d5e4995be72b4208a419967167f512222",
          "body": "…diated collaboration)\n\n- Add migrations plus Team/Member/Task/Event APIs; Redis Streams consumer projects inbox/events into DB as source of truth\n- Inject Team Secret (Redis URL, team token) via envFrom; shared RWX PVC at /team; sync ConfigMap roster to /team/team.json\n- Create member Pods through \n[…]\n\n- Add /teams, /teams/new, /teams/:id: creation wizard (roster, presets, shared env/OpenClaw plan), per-member desktops, collaboration timeline, debug dispatch (defaults to Leader when target omitted)",
          "is_bot": false,
          "headline": "feat(team): Multi-agent Team control plane across runtimes (Leader-me…",
          "author_name": "litiantian03",
          "author_login": null,
          "committed_at": "2026-05-18T08:30:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7ceefbf6a81042063e720f5240ea182f7c9c6e8c",
          "body": null,
          "is_bot": false,
          "headline": "shell init",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-13T12:19:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a52d301d75c8361a4e3830f883c5b6b74e27259b",
          "body": "fix: paginate user management list",
          "is_bot": false,
          "headline": "Merge pull request #119 from Iamlovingit/codex/bugfix",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-12T14:59:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3bbedbbdc9dc10c9253b88d43dd433fe30c9dec",
          "body": null,
          "is_bot": false,
          "headline": "fix: paginate user management list",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-12T12:35:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e99c49f3e2eea7bafb018f7eecbf941519e94830",
          "body": "update wechat jpg",
          "is_bot": false,
          "headline": "Merge pull request #116 from Iamlovingit/wechat",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-08T11:19:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9818085f5948ff9fee44eeac6c9cb8d0c41f53f5",
          "body": null,
          "is_bot": false,
          "headline": "update wechat jpg",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-08T11:14:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "936221c2c79ae7889fc8180ea4dc1e1dba3b2243",
          "body": "fix: resolve OpenClaw upload crash with least-privilege pod settings",
          "is_bot": false,
          "headline": "Merge pull request #112 from Li-Day-Day/main",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-07T09:37:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c0c6b763af2bce5687f8ddba553ea10714d77ca0",
          "body": null,
          "is_bot": false,
          "headline": "fix build issue",
          "author_name": "litiantian03",
          "author_login": null,
          "committed_at": "2026-05-07T03:00:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "054a2b9b4472f17fdf5a2c9fa5ab31ee54a9d521",
          "body": "- add configurable /dev/shm mounts for instance pods with a bounded SHM_SIZE_GB override\n- introduce pod security modes and use chromium-compat for OpenClaw instead of privileged\n- keep privileged mode only as an explicit admin fallback\n- remove the node-level clawmanager-node-tuner manifest to avoid changing host security defaults\n- fix k3s HTTPS and API/proxy service port mappings\n- add tests for SHM parsing and pod security mode behavior",
          "is_bot": false,
          "headline": "fix: resolve OpenClaw upload crash with least-privilege pod settings",
          "author_name": "litiantian03",
          "author_login": null,
          "committed_at": "2026-05-07T02:34:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e512dc93ad39468b2cb555530e7ee0e8ba4dea6",
          "body": "fix: use persistent path for PV hostPath instead of /tmp/",
          "is_bot": false,
          "headline": "Merge pull request #111 from hippoley/fix/pv-hostpath-persistent",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-05-07T01:53:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "963a1c378e4a7986fd16a8b405c55ffab6dfad79",
          "body": "BREAKING: PV hostPath prefix changed from /tmp/clawreef/ to /data/clawreef/\n\nProblem:\n- PV hostPath was hardcoded to /tmp/clawreef/user-{id}/instance-{id}\n- /tmp/ is a volatile directory that may be cleaned by systemd-tmpfiles\n  or cleared on node reboot (depending on OS configuration)\n- This caused\n[…]\n to /data/clawreef/\n  and create a symlink for backward compatibility:\n    mkdir -p /data/clawreef\n    mv /tmp/clawreef/* /data/clawreef/\n    rm -rf /tmp/clawreef && ln -s /data/clawreef /tmp/clawreef",
          "is_bot": false,
          "headline": "fix: use persistent path for PV hostPath instead of /tmp/",
          "author_name": "hippoley",
          "author_login": "hippoley",
          "committed_at": "2026-05-06T23:57:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0d354455d29ef8eb1bcab05b327c7aade56c4ec5",
          "body": "fix: make instance deletion asynchronous",
          "is_bot": false,
          "headline": "Merge pull request #104 from Iamlovingit/delinstance",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-30T11:31:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55e9edfb833c1aa4ce4ae2903d16fa1117a3fd96",
          "body": null,
          "is_bot": false,
          "headline": "fix: make instance deletion asynchronous",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-30T11:24:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd2aa8ca08b62248001d21e00f657cf6ac1ea53c",
          "body": "update wechat image",
          "is_bot": false,
          "headline": "Merge pull request #103 from Iamlovingit/readmeupdate",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-30T09:27:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9fc5e2cf85418f968226e86869dd9939292502d",
          "body": null,
          "is_bot": false,
          "headline": "update wechat image",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-30T09:21:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04b1dd3fbdb4a6c6d08d240d52c3771dee3b96e0",
          "body": "docs: add runtime previews to localized READMEs",
          "is_bot": false,
          "headline": "Merge pull request #100 from Iamlovingit/readmeupdate",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-29T09:29:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c8bf5180c6f3e0e2454477aa71fe229d9e2b28a",
          "body": null,
          "is_bot": false,
          "headline": "fix: normalize agents runtime image references",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-29T09:24:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7cfed85ae8f1d2a1165f9005844bf68f9a4f213a",
          "body": null,
          "is_bot": false,
          "headline": "docs: add runtime previews to localized READMEs",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-29T08:39:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58c35f6ecdc5548f1f8c81dfb45bf7977d9c295d",
          "body": "…dropping\n\nfix: channel editors silently dropping unknown fields on save",
          "is_bot": false,
          "headline": "Merge pull request #88 from naiqus/fix/openclaw-channel-editor-field-…",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-29T07:14:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36def64226c7f5e8674be64c912d637b484b6028",
          "body": "feat: add hermes runtime integration",
          "is_bot": false,
          "headline": "Merge pull request #99 from Iamlovingit/hermes",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-29T07:13:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e2613b4c45830c68e7e74f73f70d56ebe415a813",
          "body": null,
          "is_bot": false,
          "headline": "feat: add hermes runtime integration",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-29T07:00:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "08dce2a29d6a1a2480d61cffb77207feab1526e8",
          "body": "TestNormalizeOpenClawResourceContentPreservesUnknownChannelFields and\nTestNormalizeOpenClawResourceContentPreservesFeishuSiblingAccounts were\ndeclared twice causing build failure.",
          "is_bot": false,
          "headline": "fix: remove duplicate test function declarations",
          "author_name": "Suqian Zhang",
          "author_login": "naiqus",
          "committed_at": "2026-04-27T21:48:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "032c038275c7c0274ad1bd6895efd44b95e2e3d7",
          "body": "…om:naiqus/ClawManager into fix/openclaw-channel-editor-field-dropping",
          "is_bot": false,
          "headline": "Merge branch 'fix/openclaw-channel-editor-field-dropping' of github.c…",
          "author_name": "Suqian Zhang",
          "author_login": "naiqus",
          "committed_at": "2026-04-27T21:08:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c39df72d5106abd026aa29ac7c24db71a54773c7",
          "body": "Every channel form editor (telegram, dingtalk-connector, slack, feishu)\nsilently drops fields on Save. The user flow that loses data:\n\n  1. Open a channel resource in the JSON tab, add any field not owned\n     by the form (e.g. webhook, custom capabilities, additional feishu\n     accounts).\n  2. Swi\n[…]\nounts\n    guards the feishu deep-merge.\n\nManual verification against a live instance: add `webhook` via the\nJSON tab, switch to Form tab, rotate a secret, Save, reload — the\nwebhook field is retained.",
          "is_bot": false,
          "headline": "fix(openclaw): preserve unknown fields in channel config save path",
          "author_name": "Suqian Zhang",
          "author_login": "naiqus",
          "committed_at": "2026-04-27T21:07:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "30abf94c453455a9ce1911fb653982009ce5188d",
          "body": "fix: default imagePullPolicy to IfNotPresent for air-gapped environments",
          "is_bot": false,
          "headline": "Merge pull request #95 from hippoley/fix/image-pull-policy-configurable",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-27T13:46:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "39a76c0f9f29d5fab6068f78eb20590e5a9a62e3",
          "body": "fix(instances): delete legacy network policy before create/start instead of ensuring default",
          "is_bot": false,
          "headline": "Merge pull request #93 from Li-Day-Day/main",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-27T13:45:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "584b071e35c0b93fbffb26ed8813c5f78354c483",
          "body": "Kubernetes defaults imagePullPolicy to Always when the image tag is\n:latest. This causes pod creation failures in air-gapped and enterprise\nenvironments where nodes cannot reach external registries.\n\nChanges:\n- Add ImagePullPolicy field to PodConfig struct\n- Default to IfNotPresent in CreatePod when not explicitly set\n- Support IMAGE_PULL_POLICY env var for operator override\n- Apply policy to both CreateInstance and StartInstance paths\n\nCloses #94",
          "is_bot": false,
          "headline": "fix: default imagePullPolicy to IfNotPresent for air-gapped environments",
          "author_name": "hippoley",
          "author_login": "hippoley",
          "committed_at": "2026-04-27T08:32:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf0125ab2378e1eca48eb936c6e914f8f838c6a3",
          "body": "…ead of ensuring default",
          "is_bot": false,
          "headline": "fix(instances): delete legacy network policy before create/start inst…",
          "author_name": "litiantian03",
          "author_login": null,
          "committed_at": "2026-04-27T01:43:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87fe5a6bdf9062bc686c2ad4f2491522e9db9ed7",
          "body": "Every channel form editor (telegram, dingtalk-connector, slack, feishu)\nsilently drops fields on Save. The user flow that loses data:\n\n  1. Open a channel resource in the JSON tab, add any field not owned\n     by the form (e.g. webhook, custom capabilities, additional feishu\n     accounts).\n  2. Swi\n[…]\nounts\n    guards the feishu deep-merge.\n\nManual verification against a live instance: add `webhook` via the\nJSON tab, switch to Form tab, rotate a secret, Save, reload — the\nwebhook field is retained.",
          "is_bot": false,
          "headline": "fix(openclaw): preserve unknown fields in channel config save path",
          "author_name": "Suqian Zhang",
          "author_login": "naiqus",
          "committed_at": "2026-04-26T15:50:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3a44141d97478d8821e5359daf5ed32303aa3ff3",
          "body": "…ine-leaks\n\nfix: add graceful shutdown, fix WebSocket Hub race, plug goroutine leaks",
          "is_bot": false,
          "headline": "Merge pull request #92 from hippoley/fix/graceful-shutdown-and-gorout…",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-25T16:42:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49725a8e243cfb7db7af8c145b0f854ca261f89f",
          "body": "fix: .openclaw workspace transfer path and upload handling",
          "is_bot": false,
          "headline": "Merge pull request #87 from naiqus/fix/openclaw-transfer-path",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-25T16:27:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "313cc57ddc8b770c1fc9cf221a4dcdd233e35b3d",
          "body": "fix: admin sees all users' instances in workspace view",
          "is_bot": false,
          "headline": "Merge pull request #89 from naiqus/fix/admin-instance-view-leakage",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-25T16:04:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3cea76a391f290c0ec9d574a55033257c469c0d",
          "body": "…-update\n\nfix: cascade snapshot rendered_env when resource is updated",
          "is_bot": false,
          "headline": "Merge pull request #80 from hippoley/fix/cascade-snapshot-on-resource…",
          "author_name": "Qingshan Chen",
          "author_login": "Iamlovingit",
          "committed_at": "2026-04-25T15:55:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cfd9c46ca822fd3369b21786041661cef3c7baa7",
          "body": "Address three HIGH-severity issues from the memory-leak and bloat\nanalysis (issue #56).\n\n1. Graceful shutdown (main.go)\n   - Replace gin's r.Run() with an explicit http.Server so the process\n     can intercept SIGINT / SIGTERM.\n   - On signal: drain active HTTP requests (10 s timeout), then stop\n   \n[…]\nessServiceStopTerminatesCleanup: Stop() is safe and\n  the service remains functional for token ops afterward\n\nAll existing tests continue to pass; full project build and regression\nverified.\n\nRef: #56",
          "is_bot": false,
          "headline": "fix: add graceful shutdown, fix WebSocket Hub race, plug goroutine leaks",
          "author_name": "hippoley",
          "author_login": "hippoley",
          "committed_at": "2026-04-24T12:07:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7bb6a19b8500ea67d93da4d4e48e0c13836deb89",
          "body": "When a resource is updated, all compiled/active snapshots that reference\nit (directly or via dependsOn) are now automatically recompiled so their\nrendered_env_json stays in sync.\n\nKey changes:\n- snapshotReferencesResource checks ResolvedResourcesJSON first (full\n  resolved set including dependsOn), \n[…]\ns from clobbering each other\n- ListActiveSnapshots queries both 'compiled' and 'active' statuses\n- Cascade runs in a background goroutine; errors are logged but never\n  fail the resource update itself",
          "is_bot": false,
          "headline": "fix: cascade recompile active snapshots when a resource is updated",
          "author_name": "hippoley",
          "author_login": "hippoley",
          "committed_at": "2026-04-24T10:08:03Z",
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          "body": "Summary\n-------\nLogging in as an admin and navigating to Workspace → My Instances\nreturned every instance in the cluster instead of the admin's own.\nRole was overloaded to both widen the admin console surface AND\nwiden the self-scoped list endpoint, so the workspace view broke\nthe owner-isolation co\n[…]\nrun build` all pass.\n\nScope note\n----------\nThis PR fixes the listing leak only. Per-instance handlers in\n`instance_handler.go` retain their existing inline role checks\nand will be audited separately.",
          "is_bot": false,
          "headline": "fix(instances): admin sees all users' instances in workspace view",
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          "body": "The previous error handler fell back to the button label when the server\ndid not return a JSON body (e.g. nginx 413 plain-HTML response), producing\na popup that said \"Import .openclaw\" on failure - indistinguishable from\na success message.\n\nAdd describeOpenClawError() that:\n- surfaces server-supplie\n[…]\n HTTP status code.\n\nAlso emit distinct i18n strings for success (importOpenClawSuccess) and\nfailure (importOpenClawFailed / exportOpenClawFailed) across all 5\nsupported languages (en, zh, ja, ko, de).",
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          "headline": "fix(openclaw): return structured 413 for oversize import uploads",
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          "is_bot": false,
          "headline": "fix(nginx): raise client_max_body_size to 512m for .openclaw uploads",
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          "headline": "test(openclaw): integration tests for transfer service",
          "author_name": "naiqus",
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          "body": "ExportOpenClaw now maps services.ErrOpenClawWorkspaceMissing to HTTP 404\nwith an explicit message, and rejects archives below a conservative\nminimum-size threshold (100 bytes) as HTTP 500 rather than streaming an\nempty body to the client with Content-Type: application/gzip.\n\nTogether with the service-side base-dir fix, this closes the\nsilent-failure path where downloading .openclaw from an instance without\na workspace produced a 200 OK with zero payload.",
          "is_bot": false,
          "headline": "fix(openclaw): surface empty export as 404 instead of silent zero stream",
          "author_name": "naiqus",
          "author_login": "naiqus",
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          "body": "…TENT_DIR\n\nPreviously Export/Import expanded ${HOME:-/home/user} to locate the\n.openclaw workspace. kubectl exec spawns a fresh process as root with\nHOME=/root, while the real workspace lives at /config/.openclaw (the\nlinuxserver entrypoint runs as user abc with HOME=/config). The result\nwas a silen\n[…]\n proper HTTP status instead of streaming zero bytes.\n\nImport now re-execs the extract as user abc via `exec su abc -s /bin/sh`\nso restored files land owned by uid 1000, matching pod runtime ownership.",
          "is_bot": false,
          "headline": "fix(openclaw): resolve transfer base dir via CLAWMANAGER_AGENT_PERSIS…",
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                "max_points": 25
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 90,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": "eslint.config.js",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js"
                    }
                  }
                ],
                "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": "14 out of 14 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "kubernetes",
                "openclaw",
                "webtop",
                "hermes"
              ],
              "has_wiki": true,
              "homepage": "https://yuan-lab-llm.github.io/ClawManager/",
              "has_readme": true,
              "has_docs_dir": true,
              "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": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://yuan-lab-llm.github.io/ClawManager/",
                "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": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 47,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 4.7
            },
            "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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "14 out of 14 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "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 10/14 approved changesets -- score normalized to 7",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "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": "30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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 1",
                "points": 0.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file 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": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "46 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "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": 69,
        "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": 0.83,
              "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": "83 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 83,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                "backend/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "e2e/tsconfig.json",
                "frontend/tsconfig.json"
              ],
              "agent_commit_share": 0.03,
              "toolchain_manifests": [
                "backend/go.mod"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "backend/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "backend/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": "eslint.config.js",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.js"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "e2e/tsconfig.json, frontend/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "e2e/tsconfig.json, frontend/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "3 of the last 100 commits agent-authored or agent-credited",
                "points": 6,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 3,
                      "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 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "primary_language": "TypeScript",
              "largest_source_bytes": 399367,
              "source_files_sampled": 418,
              "oversized_source_files": 18
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "TypeScript (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "TypeScript"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "18/418 source files over 60KB",
                "points": 52.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 418,
                      "oversized": 18
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "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",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-22T11:43:38.590733Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/y/Yuan-lab-LLM/ClawManager.svg",
  "full_name": "Yuan-lab-LLM/ClawManager",
  "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 v0.26.0 — full methodology · metrics wiki.

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