Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-24 03:44 UTC

tangle-network / agent-knowledge

Build, search, evaluate, and improve source-backed knowledge bases.

TypeScriptCustom license★ 0 stars⑂ 0 forkssince May 2026View on GitHub ↗

tangle-network/agent-knowledge holds a health index of 62 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (80/100) and lowest on Community & Adoption (33/100). It was last updated today. A single contributor accounts for most of its recent work.

62
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.

62
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

TangleOrganization
758 followers248 public repossince Jan 2021

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
npm@tangle-network/agent-knowledge4.1.013,588315 days ago

Metrics by category

Vitality

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

72Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
8.3/36Commit cadence — 12/52 weeks with commits
17.4/18Commit volume — 85 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year85
human_commit_share1
days_since_last_push0
active_weeks_last_year12
How it's scored
16.2/27Ships releases — 25 version tags (no GitHub releases)
36/36Release recency — latest release 5 days ago
27/27Release cadence — a release every ~0.5 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count25
latest_release_tagv4.1.0
releases_from_tagsyes
days_since_latest_release5
mean_days_between_releases0.5
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?

33At risk · 18% of overall
How it's scored
0/60Stars — 0 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5License — license file present, not a recognized license
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
How it's scored
55.1/80Monthly downloads — 13,588 downloads/month across npm
0/20Registry dependents — not reported by this ecosystem
Inputs used
packages@tangle-network/agent-knowledge
dependents
ecosystemsnpm
total_downloads
monthly_downloads13,588
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

68Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
1.3/22.5Commit distribution — top contributor authored 94% of commits
2.7/13.5Contributor breadth — 2 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.943
How it's scored
0/46.8Issue resolution — no issues or no data
36.3/38.3PR acceptance — 73/77 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs73
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs4
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
20.7/25Owner reach — 758 followers of tangle-network
24.1/25Track record — 248 public repos, account ~5 yr old
Inputs used
followers758
owner_typeOrganization
is_verified
owner_logintangle-network
public_repos248
account_age_days2,029
How it's scored
25/25Published & resolvable — 1 package(s) on npm
35/35Publish recency — latest publish 5 days ago
20/20Version history — 31 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packages@tangle-network/agent-knowledge
ecosystemsnpm
any_deprecatedno
min_days_since_publish5

Engineering Quality

Are baseline engineering and documentation practices in place?

80Good · 20% of overall
How it's scored
24/24CI workflows — 2 workflow(s)
24/24Tests present
16/16Linter config — biome.json
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 28 out of 28 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
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?

52Moderate · 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 — 28 out of 28 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
7.5/7.5Code-Review — all changesets reviewed
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.2/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages41
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:@tangle-network/agent-knowledge@4.1.0 runtime dependency closure — what installing the published package pulls in — 41 packages. 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.

73Good · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 87 of 87 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes5,626
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — biome.json
11/11Static type checking — tsconfig.json
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 87
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
lockfilespnpm-lock.yaml
has_dockerfileno
typed_languageyes
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configstsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
45/45Type-checkable code — TypeScript (statically typed)
55/55Manageable file sizes — 0/179 source files over 60KB
Inputs used
primary_languageTypeScript
largest_source_bytes36,856
source_files_sampled179
oversized_source_files0

Key facts

0GitHub stars
2contributors
85commits, last 12 months
0days since last push
25releases
1bus factor
0open issues
npmpackage ecosystems

Data collection warnings

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

More detail

OpenSSF Scorecard 4.0 / 10
4.0aggregate

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 · 2026-07-24 03:44 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-Tests28 out of 28 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5Vulnerabilities5 existing vulnerabilities detected
Direct dependencies 4
RegistryPackageVersion constraintManifest
npm@tangle-network/agent-eval^0.123.8package.json
npm@tangle-network/agent-interface^0.31.0package.json
npmproper-lockfile4.1.2package.json
npmzod^4.4.3package.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

Dependency advisories 0

Installing npm:@tangle-network/agent-knowledge@4.1.0 pulls in 41 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

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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      "pushed_at": "2026-07-24T01:50:55Z",
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      "owner_type": "Organization",
      "updated_at": "2026-07-24T01:50:59Z",
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          "oid": "95ae68270082c1cedbc0b1983c3b65c954875dda",
          "body": null,
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          "headline": "fix(optimization): require explicit retrieval methods (#77)",
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          "is_bot": false,
          "headline": "feat(skills): add knowledge adoption workflow (#75)",
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          "is_bot": false,
          "headline": "feat(memory): add branchable provider improvement system (#71)",
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          "headline": "refactor(contract): remove knowledge candidate schema versions",
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          "headline": "feat(candidate): export shared knowledge references (#64)",
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          "author_login": "drewstone",
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          "headline": "docs(readme): clarify knowledge usage paths",
          "author_name": "drewstone",
          "author_login": "drewstone",
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          "headline": "chore(deps): align agent-eval 0.108.1",
          "author_name": "drewstone",
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          "headline": "feat(readiness): add KB readiness evaluator (#56)",
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          "headline": "refactor(knowledge): make package runtime-independent (#55)",
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          "is_bot": false,
          "headline": "feat(benchmarks): rank real memory adapters (#54)",
          "author_name": "drewstone",
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          "headline": "feat(benchmarks): add memory benchmark suite (#53)",
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          "headline": "test(benchmarks): add all-family smoke pack (#52)",
          "author_name": "drewstone",
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          "headline": "feat(benchmarks): add knowledge benchmark suite (#51)",
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          "body": "Adds improveKnowledgeBase as a resumable candidate-KB wrapper around the existing RAG lifecycle, updates Tangle deps, and covers promotion/resume/parallel-safety behavior.",
          "is_bot": false,
          "headline": "feat(improvement): add resumable knowledge base loop",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-07-08T00:37:06Z",
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          "is_bot": false,
          "headline": "feat(rag): add answer and KB quality evals (#49)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-07-07T20:46:05Z",
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          "body": null,
          "is_bot": false,
          "headline": "feat(rag): expose knowledge improvement lifecycle (#48)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-07-07T20:18:12Z",
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          "oid": "65750bde27667cbd9421aa7f9634a76a17818118",
          "body": "Add the retrieval/RAG eval improvement loop, tests, and SOTA eval roadmap.",
          "is_bot": false,
          "headline": "feat(retrieval): add RAG eval improvement loop",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-07-07T20:06:08Z",
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        },
        {
          "oid": "b1b82f8373b3210d028843aa6e4c85f827bc73f9",
          "body": "…ounterfactual logging)\n\n* feat(memory): optional randomized retrieval holdout (epsilon-dropout) for treatment-effect logging\n\nOpt-in, default-off hook between adapter.search() and renderMemoryContext():\nwith per-session probability epsilon, suppress one watchlist item from every\nretrieval of that s\n[…]\nrted for test isolation.\n- New tests: IPS-vs-SNIPS divergence under arm imbalance with mixed\n  candidate counts, doublyRobust with per-session qHat, partial-batch and\n  missing-reward fail-loud paths.",
          "is_bot": false,
          "headline": "feat(memory): default-off retrieval-holdout hook (epsilon-dropout + c…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-07-05T00:07:30Z",
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        },
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          "oid": "dba9ea95c6cd75fb8c509cab98cd40f109ef590e",
          "body": "…rchLoop (#45)\n\n* feat(memory): optional randomized retrieval holdout (epsilon-dropout) for treatment-effect logging\n\nOpt-in, default-off hook between adapter.search() and renderMemoryContext():\nwith per-session probability epsilon, suppress one watchlist item from every\nretrieval of that session (s\n[…]\nhe\nVerified* family, matching the existing createVerifyingResearchDriver sibling.\n\nDeprecated aliases keep every old name exported (non-breaking); prefer the Verified* names.\ntsc clean, bundle builds.",
          "is_bot": false,
          "headline": "refactor(research): rename runTwoAgentResearchLoop → runVerifiedResea…",
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          "committed_at": "2026-07-04T21:16:32Z",
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        },
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          "oid": "035a8d423037dafc82a31fc7e3b8525a30b61488",
          "body": "… reliably discriminates (#44)\n\nRun a fixed K=32 independent slots (16 each over two non-memorized MoE\npapers, samples=4) through the causal-challenger -> refine -> accept loop\nand report the accepted-rate with a Wilson 95% CI, the per-slot gap\ndistribution, and the plain-vs-refined gap-widening wit\n[…]\n\n- docs/results/autodata-live.md: replace the noisy n=3 section with the\n  powered rate + CI, the gap distribution, and two autopsied accepted\n  examples (real weak-fails-strong-derives on both docs).",
          "is_bot": false,
          "headline": "feat(autodata): powered accept-rate with CI — settle whether the loop…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-26T16:03:13Z",
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          "oid": "02302860a9d53258deb8509f6e2c43e8189d09d7",
          "body": "…ak gap (#43)\n\n* feat(autodata): non-extractive causal challenger — open the strong/weak gap\n\nThe discriminative data-creation loop nulled because questions leaked their\nanswer (recall) and the default doc was memorized by the weak solver, so an 8B\nread/recalled as well as a frontier model and no ex\n[…]\nhe +0.20 gap-widening from the fold; what doesn't\nis the accepted count. Reframed from 'it works' to 'directionally confirmed but noisy/\nunder-powered at n=3' — the small-n mirage, flagged not buried.",
          "is_bot": false,
          "headline": "feat(autodata): non-extractive causal challenger — open the strong/we…",
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          "author_login": "drewstone",
          "committed_at": "2026-06-26T08:28:41Z",
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          "oid": "2db1feb0ffc8994c7653479449c7b2e84a68f32f",
          "body": "…Tokens + tier env knobs (#42)\n\nThe strong reasoning-model solver returned empty visible content at maxTokens=1024\n(budget spent on hidden reasoning) and was silently scored 0 — manufacturing a false\nnegative strong/weak gap across every live run. Fix: maxTokens=8000 + throw on empty\ncontent (no sil\n[…]\nth the fix the gap\nis ~0 (not negative): on extractive doc-grounded QA an 8B scores as well as a frontier\nmodel — the lever is challenger difficulty, not model tier. See docs/results/autodata-live.md.",
          "is_bot": false,
          "headline": "fix(autodata): fail loud on empty solver content + reasoning-safe max…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-25T22:30:05Z",
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        },
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          "oid": "26c617f49fb76a5434d0ad2564439198869e414c",
          "body": "…irical strong/weak gap (#41)\n\nThe LIVE Autodata / Agentic Self-Instruct application: ground on a real source\ndocument, run the agentic data-creation inner loop with REAL two-tier solver\nmodels over the Tangle router, score with an llmJudge rubric, keep only examples\nthat DISCRIMINATE a strong solve\n[…]\nd\ncalibration even when nothing clears the bar.\n\nOffline tests are credentialless (scripted workers + mock-transport judge) so CI\nstays green without keys. Run live with `pnpm autodata` under dotenvx.",
          "is_bot": false,
          "headline": "feat(research): Autodata dataset builder — real two-tier solvers, emp…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-25T20:57:51Z",
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        },
        {
          "oid": "5e9adb0daebf3aebe1dd29df4fd65315be7ed7bf",
          "body": "…aced, a metric that needs investigation not retrieval (#40)\n\n* test(eval): held-out investment-research eval set (5 companies, 27 material facts)\n\nAdd tests/eval/investment-thesis-set.ts: a firewalled eval set for the\nresearch loop, mirroring tests/loops/held-out-exam.ts. Give a loop a company\n+ ti\n[…]\nesult link list at the tail.\n\nA/B numbers transcribed verbatim from commit 338bc54's recorded live run; calibration\nnumbers verified green offline (pnpm test investment-calibration). Docs-only change.",
          "is_bot": false,
          "headline": "feat(research): investment-thesis research eval — material-facts-surf…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-25T14:44:54Z",
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        },
        {
          "oid": "939610ae5510fc564cce9ba1b91c502af35e95af",
          "body": "…estions not dedup (#39)\n\n* feat(research): research-DRIVING driver (drives depth+validation, not source filtering)\n\nAdd createResearchDrivingDriver, a ResearchDriver for runTwoAgentResearchLoop\nwhose job is to drive the research DEEPER each round rather than filter sources\n(the opposite of the rele\n[…]\n 12-16x more — the verdict flips with\nthe compute budget (web variance), and ties a blind worker even when forced to\nrun its full multi-round mechanism. Numbers match docs/results/research-driving.md.",
          "is_bot": false,
          "headline": "feat(research): a research-driving loop, measured on held-out deep qu…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-25T09:54:42Z",
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          "oid": "1a49608c0ac1ebe971dc9afe3dcec7758ef68b8b",
          "body": "Ships unreleased exports already on main:\n- createClaimGroundingVerifier / groundClaimInText / withCitedClaim (claim-grounding.ts)\n- createAdaptiveResearchDriver (adaptive-driver.ts)\n- RouterClient.usage() + RouterUsage (per-arm cost instrumentation)",
          "is_bot": false,
          "headline": "chore(release): bump agent-knowledge to 1.10.0 (#38)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-25T01:26:01Z",
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        },
        {
          "oid": "7013216442f1cf5dbf911b2d8da7ebd277b2ee99",
          "body": "…lan (#37)\n\nFour AgentProfile sketches for the research/knowledge domain (researcher\nworker, verifier driver, research supervisor, thin dedup-verifier), informed\nby emilkowalski/skills' skill shape and the dedup insight (the verifier is a\nthin lens over the deterministic validator, not a heavy re-ju\n[…]\n status (exists at tangle-network/supervisor-lab, the\ntwo-agent loop is already ported as bench/supervise-topology.ts) and a concrete\nplan to land these profiles + wire the thin verifier gate into it.",
          "is_bot": false,
          "headline": "docs: supervisor prompt + agent-profile ideas + supervisor-lab port p…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-25T01:21:22Z",
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        {
          "oid": "a137d7dae0817590c5d23082437fb0371dfe5f83",
          "body": "* feat(research): instrument per-arm router cost (tokens/$/latency/calls) for the A/B\n\n* docs(results): live cost/quality numbers — the two-agent loop's ~5-9x inference premium\n\n* feat(research): claim-grounding verifier mode — catch misattributed citations the relevance judge can't\n\nThe cost/qualit\n[…]\novers the de-dup\nhalf of cleanliness). Rewrite the 'simpler loop' section to reflect what was\nactually built (adaptive driver + claim-grounding mode), with only the\nAgentProfile worker still deferred.",
          "is_bot": false,
          "headline": "feat(research): per-arm cost instrumentation for the two-agent A/B (#36)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-25T01:21:10Z",
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          "oid": "c74d8ee1a4261394944f90425cadcef45505ba97",
          "body": null,
          "is_bot": false,
          "headline": "docs: two-agent research A/B as a short paper (#35)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T23:24:05Z",
          "body_truncated": false,
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        },
        {
          "oid": "c8beaf6dc854b3fe0122637317f11cf65f0eb07d",
          "body": "* docs: two-agent research-loop A/B — result + how to run\n\nPublic-facing writeup of the equal-compute A/B between the two-agent\nresearch loop (worker + verifying driver) and a single-agent\naccumulate-only loop. Records the real result (n=9 ML topics, glm-5.2:\n2.33 fewer admitted sources/topic at ide\n[…]\ns to validity, and the\nverified offline + live run commands. Links it from the README's\ntwo-agent research loop section.\n\n* docs: note the independent re-run reproduced the A/B (+2.67, CI [2.22,3.00])",
          "is_bot": false,
          "headline": "docs: two-agent research-loop A/B — result + how to run (#34)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T23:02:51Z",
          "body_truncated": true,
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        },
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          "body": null,
          "is_bot": false,
          "headline": "chore(release): bump agent-knowledge to 1.9.0 (#33)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T22:26:54Z",
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        },
        {
          "oid": "99e3bc8090f3dd78ed3e2e923f405d3e39dfcc06",
          "body": "Replace the live A/B arm's skeleton (which ran the same offline naive\nproposer over a hardcoded pool with a junk/-prefix verifier) with a real,\nany-topic web-research worker and a real LLM verifying driver, so\nAGENT_KNOWLEDGE_LIVE=1 runs a genuine experiment.\n\nsrc/web-research-worker.ts (general, no\n[…]\nsearched, and reports\nadmitted-source count + coverage per arm with agent-eval's pairedBootstrap.\nThe offline arm is unchanged (CI, $0, deterministic) — the arm-runners gain\ndefaulted parameters only.",
          "is_bot": false,
          "headline": "feat(research): real web-research worker + genuinely-live A/B arm (#32)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T22:20:51Z",
          "body_truncated": true,
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        },
        {
          "oid": "48fcd7887d54e201d2c49ce3ba87a60ed490d607",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): bump agent-knowledge to 1.8.0 (#31)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T21:37:25Z",
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        },
        {
          "oid": "1a7384d5ef610c83415c7bfe532d120e51dc977f",
          "body": "…implify (#30)\n\nNon-breaking internal cleanup and test/doc coverage. No public export\nchanged, added, or removed (verified: zero export-line deltas across all\nmodified source files; new helpers stay out of the barrel).\n\nDedup (internal, non-exported helpers single-sourced):\n- isStructural/isStructur\n[…]\n holdout/corpus gate behaviour (minScenarioCount 0)\nso the scenario-corpus axis does not fail closed on a dimension the run-level\nreport cannot satisfy; document the hasHoldout fail-closed constraint.",
          "is_bot": false,
          "headline": "chore(agent-knowledge): modernize against runtime-0.77/eval-0.100 + s…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T21:34:11Z",
          "body_truncated": true,
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        },
        {
          "oid": "ba713dcc774ca69042248e2fbbdaa2c6a75d47c0",
          "body": "…rch loop (#29)\n\nAnswer the VALUE question that #28 left open: the two-agent (verifying-driver)\nloop's mechanism is proven, but does it build a cleaner knowledge base than the\nsingle-agent loop AT THE SAME COMPUTE BUDGET? Comparing at equal rounds would\nhand the two-agent loop free verification comp\n[…]\nat equal compute, paired comparison of junk-admitted via\nagent-eval pairedBootstrap. Reuses both shipped loops, inProcessSandboxClient,\nthe readiness gate, and the substrate stats — reinvents nothing.",
          "is_bot": false,
          "headline": "test(research): equal-compute A/B for two-agent vs single-agent resea…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T20:58:55Z",
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        },
        {
          "oid": "b09bccca766b7b906837baf954868065130dbe60",
          "body": "…recursive-leaf skill (#28)\n\nAdd a two-agent sibling of runKnowledgeResearchLoop where BOTH agents research\nto grow ONE knowledge base, composing the existing KB atoms (initKnowledgeBase,\naddSourceText, applyKnowledgeWriteBlocks, buildEvalKnowledgeBundle /\nscoreKnowledgeReadiness, searchKnowledge) —\n[…]\n0 -> ^0.100.0 and sandbox ^0.4.0 -> ^0.8.0\n(0.9.1 pulls an unpublished sdk-core, so pin ^0.8.0). Migrate researcherProfile's\nfanout driver off the removed createDriver to the current Driver interface.",
          "is_bot": false,
          "headline": "feat(research): two-agent driver-worker research loop + supervisor + …",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-24T20:39:33Z",
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        },
        {
          "oid": "1b72e7e35c9e0ef85d77918f0df7cf947b6d6e45",
          "body": "… aren't empty (#26)\n\n* fix(profiles): researcher reads opencode finalText so successful runs aren't parsed as empty\n\n* test(profiles): cover finalText parse paths; drop historical-narrative comment\n\nAddresses PR #26 audit: MEDIUM (no test coverage for finalText paths) + LOW\n(historical narrative in\n[…]\next no longer drops the real answer (isEmptyOutput guard).\n- Tests: assert citations/proposedWrites on the finalText paths; negative test for\n  non-JSON finalText; regression test for the shadow case.",
          "is_bot": false,
          "headline": "fix(profiles): researcher reads opencode finalText so successful runs…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-14T23:56:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "56b1d1fef7a1cdf916dfadaf9d4728b8f598272e",
          "body": "Widen the agent-eval pin from `>=0.77.0 <0.80.0` to `^0.91.0` (the\nversion the rest of the fleet uses) and bump agent-runtime `^0.44.0`\nto `^0.50.0`. The old `<0.80` ceiling blocked a consistent fleet-wide\nagent-eval and risked a duplicate substrate install; both now resolve\nto a single agent-eval@0\n[…]\n winner across\niterations via `defaultSelectWinner`. Update the two tests that\nasserted the old driver's name/decision strings to the new\nDriverDecision contract (winner-selection behavior unchanged).",
          "is_bot": false,
          "headline": "chore(deps): widen agent-eval to ^0.91 + bump agent-runtime ^0.50 (#25)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-14T00:56:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ec52a135ea765bd07c5cecf2866ccf87cc9f24a6",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): bump agent-knowledge to 1.7.0 (#24)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-05T00:04:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28e18fd5b20af5ab85d5675724e5a8fb5d7163f1",
          "body": "* feat(memory): add generic memory adapter and neo4j bridge\n\n* fix(memory): validate neo4j agent-memory sdk bridge\n\n* test(memory): preserve neo4j unsupported errors",
          "is_bot": false,
          "headline": "feat(memory): add adapter contract for agent memory (#23)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-04T23:54:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7b995ba93cff82f467e55844f2674972050c96f",
          "body": "…blished 0.79.0\n\nThe 1.6.0 substrate bump pinned agent-eval ^0.77.0 (= >=0.77.0 <0.78.0 on a 0.x\nversion), which EXCLUDES the published 0.79.0 the fleet runs — installing 1.6.0\nnext to agent-eval 0.79.0 would resolve a second nested 0.77.x (dual-version type\nskew). Widen to >=0.77.0 <0.80.0 so it dedups to the consumer's 0.79.0. Verified\nlint/typecheck/build/test green against 0.79.0; --frozen-lockfile clean.",
          "is_bot": false,
          "headline": "chore(deps): widen agent-eval to >=0.77.0 <0.80.0 so 1.6.0 accepts pu…",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-06-04T12:05:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "feebfd1492ef3b9cc57da3bf764be9f227f4b4bb",
          "body": "…44.0 + docs to live API (#22)\n\nagent-knowledge was caret-trapped at agent-eval ^0.42.0 (>=0.42.0 <0.43.0, 35\nminors behind 0.77.0) and agent-runtime ^0.25.0 (19 behind 0.44.0), with an\nempty minimumReleaseAgeExclude that froze it under the 3-day install cooldown.\n\n- bump @tangle-network/agent-eval \n[…]\nariants, then\nknowledgeReleaseReport() folds the candidate/baseline RunRecords into release\nconfidence. README, AGENTS, architecture.md, and the release.ts docstring now\ndescribe only the current API.",
          "is_bot": false,
          "headline": "chore(deps): bump substrate to agent-eval ^0.77.0 / agent-runtime ^0.…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-03T15:08:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "35519e30a5ee87a21072aaa1f816e0f31dae0a1b",
          "body": "README orientation + npm provenance + OIDC-only publish since 1.5.1. First\nrelease via tokenless OIDC trusted publishing.",
          "is_bot": false,
          "headline": "chore(release): agent-knowledge 1.5.2 (#21)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-02T12:38:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b45fe705fb2f4085087066a8d5c83230a9155787",
          "body": "Supersedes #18's provenance-on-token-path: pnpm signs provenance but doesn't\nmint the OIDC credential, and the NPM_TOKEN is dead. npm install -g npm@latest\n+ npm publish --provenance, drop NPM_TOKEN + setup-node registry-url. No\nworkspace deps so npm publish is safe. Needs the npmjs Trusted Publisher\n(org tangle-network, repo agent-knowledge, workflow publish.yml) configured once.",
          "is_bot": false,
          "headline": "chore(publish): OIDC-only tokenless npm publish (#20)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-02T12:16:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "62a822bbdf85845277e63f7958baa81bd4bfa740",
          "body": null,
          "is_bot": false,
          "headline": "ci: add npm provenance attestation to release publish (#18)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-06-02T09:49:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "063c6eee5cca15f2a18b48f91af35f54fb776eef",
          "body": "docs(readme): Table of Contents + 'Start here' orientation",
          "is_bot": false,
          "headline": "Merge pull request #17 from tangle-network/docs/readme-toc",
          "author_name": "tangletools",
          "author_login": "tangletools",
          "committed_at": "2026-05-31T09:56:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9495b16462caa8bfff471c1954a4a9e2faf9688d",
          "body": "The content + code examples were already strong and accurate; the gap was\nnavigability — no ToC, and the doc led with a CLI dump + a long design bullet\nlist before orienting a newcomer. Adds:\n- an anchored Table of Contents over the existing sections, and\n- a \"Start here\" router: CLI (author/inspect\n[…]\nalKnowledgeBundle / runKnowledgeResearchLoop\n  / researcher profile / runKnowledgeBaseOptimization / pluggable sources).\n\nNo API churn — all existing repo-specific examples are accurate and unchanged.",
          "is_bot": false,
          "headline": "docs(readme): add Table of Contents + \"Start here\" orientation",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-31T09:56:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "891764c7679d680cad7302fbea900c7426eeacb8",
          "body": "…^0.3.0\n\nsandbox was a runtime dependency but is only used as `import type`\n(SandboxEvent, CreateSandboxOptions, SandboxInstance) in two test files.\nAs a runtime dep it dragged sandbox@0.2.1 into every consumer's install\ngraph as a ghost alongside their own ^0.3.0 pin. Moving it to\ndevDependencies removes it from the consumer graph entirely; bumping to\n^0.3.0 keeps the test types current.",
          "is_bot": false,
          "headline": "fix(deps): move @tangle-network/sandbox to devDependencies + bump to …",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-28T20:50:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5a82b2ad06d66ddf83e6b1797c80097202d4d45",
          "body": "agent-knowledge depends on @tangle-network/agent-eval (substrate) and on\n@tangle-network/agent-runtime (runtime). The substrate MUST NOT import\nfrom either — type inversions are a smell, not a feature.\n\nDocuments the rule, lists the substrate primitives agent-knowledge\nconsumes from agent-eval (Anal\n[…]\nling layering sections in agent-eval/CLAUDE.md (PR\ntangle-network/agent-eval#118) and agent-runtime/CLAUDE.md (PR\ntangle-network/agent-runtime#67).\n\nCo-authored-by: Drew Stone <drewstone329@gmail.com>",
          "is_bot": false,
          "headline": "docs: add repo-layering section to AGENTS.md (#16)",
          "author_name": "tangletools",
          "author_login": "tangletools",
          "committed_at": "2026-05-27T12:09:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d50fb0283f6d0823960207849128e920c36db684",
          "body": "…ve release report (#15)\n\nagent-eval 0.42.0 deleted the multi-shot orchestration. agent-knowledge's\noptimization.ts was a thin wrapper over the deleted runMultiShotOptimization;\nrelease.ts consumed its MultiShotOptimizationResult shape + the deleted\nreleaseTraceEvidenceFromMultiShotTrials.\n\nBREAKING\n[…]\nent-eval ^0.42.0 + agent-runtime ^0.25.0. This is the permanent fix for\nthe scoped-pin trap consumers needed (agent-knowledge no longer imports any\ndeleted symbol). typecheck + build + 99 tests green.",
          "is_bot": false,
          "headline": "feat(1.5.0)!: shed legacy KB-optimization orchestrator; campaign-nati…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-26T12:18:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2ed1ae35bd460fcbe0b8135347b6555aaa4ba189",
          "body": null,
          "is_bot": false,
          "headline": "chore(1.4.0): bump — 1.3.0 was claimed by proposeFromFinding PR",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-24T17:39:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eaa165b5c3c699f0ac75e9c3b7a342e82bc5a7a9",
          "body": "…#14)\n\nSource-grounded research profile that pairs with @tangle-network/agent-\nruntime/loops. The profile ships an AgentProfile, prompt formatter,\noutput adapter, and validator; the runtime kernel owns iteration,\nconcurrency, cost, and trace emission.\n\nThree invariants the validator enforces:\n  - na\n[…]\nace isolation,\npropose-without-materialize, loose-output passthrough (raw[] preserves\nagent extras), and end-to-end runLoop through a stub sandbox.\n\nCo-authored-by: Drew Stone <drewstone329@gmail.com>",
          "is_bot": false,
          "headline": "feat(0.x): researcherProfile + multiHarnessResearcherFanout (1.3.0) (…",
          "author_name": "tangletools",
          "author_login": "tangletools",
          "committed_at": "2026-05-24T17:39:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "331ac4628e6c716b95ffae4d6f9d935135c78823",
          "body": "agent-knowledge is public — unlimited free hosted minutes. Self-hosted\nstaging-runner pool is reserved for the private agent repos; routing\npublic CI there congests the same runner the private workflows\ndepend on (agent-eval v0.30.0 publish queued behind staging load —\nreverting all three public repos: agent-eval (#63), agent-knowledge\n(this PR), agent-runtime (already on hosted)).",
          "is_bot": false,
          "headline": "ci: revert public-repo workflows to ubuntu-latest (#13)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-20T10:24:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c5506cc67649ab2c2a2a4ac422dd30ccc6e5df5",
          "body": null,
          "is_bot": false,
          "headline": "docs: add open source license",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-20T09:27:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93e56ba9eb0e1d1394c73f858c0f3573d3fcaa65",
          "body": null,
          "is_bot": false,
          "headline": "ci: use self-hosted runners (#11)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-20T09:20:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "12911b09425fe118d157cbfddc24e43d3b7a6d4f",
          "body": null,
          "is_bot": false,
          "headline": "chore(1.3.0): bump for proposeFromFinding; agent-eval ^0.29.1",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-20T08:47:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3c3df928b4204a29f0f7a9458d119b31e24346d",
          "body": "Closes the analysis → wiki side of the recursive-self-improvement\nloop. A knowledge-gap or knowledge-poisoning finding produced by an\nanalyst now converts directly into a typed `KnowledgeProposal` an\noperator (or auto-merge bot) can review and apply through the\nexisting `applyKnowledgeWriteBlocks` p\n[…]\n  - unsafe slug characters sanitised\n  - batch helper partitions proposals / skipped / errors\n\nBumps `@tangle-network/agent-eval` peer to `^0.28.0` (AnalystFinding +\ntyped kinds shipped there in #56).",
          "is_bot": false,
          "headline": "feat(propose): bridge AnalystFinding → KnowledgeProposal (#9)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-19T11:59:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7c942773d51c313f25b114c0c5b42d073acccc77",
          "body": null,
          "is_bot": false,
          "headline": "docs(agents): no historical narrative + no fallbacks rule",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-17T14:18:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bcbb8470faf2dc13d6e1aad7ae1ca3f8ed90fe5d",
          "body": "Mirrors the tangle-network/agent-runtime publish workflow. Tag push\nfires verify (lint+typecheck+test+build+version-lock check), then\npublish (idempotent — skips if version already on npm registry).\nRequires NPM_TOKEN repo secret.\n\nCo-authored-by: Drew Stone <drewstone329@gmail.com>",
          "is_bot": false,
          "headline": "ci: add publish.yml — auto-publish to npm on v* tag push (#8)",
          "author_name": "tangletools",
          "author_login": "tangletools",
          "committed_at": "2026-05-14T21:57:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4daba13ca46ea344bba83c2d59cc40a5e3fa250d",
          "body": "… (#7)\n\nStatic knowledge ships information rot — FTC non-compete rule vacated by Ryan\nLLC v. FTC (2024), Beverly-Killea → RULLCA, DTSA section confusion. This adds\nthe primitives that bridge \"live authority\" to \"eval re-runs\":\n\n- `KnowledgeSource` contract (`src/sources/types.ts`): pluggable `fetch(\n[…]\nnst. Verified\nagainst real Cornell LII (18 USC § 1836 + Wex restraint_of_trade), IRS\npublications index + p15, and CA SOS forms page on 2026-05-14.\n\nCo-authored-by: Drew Stone <drewstone329@gmail.com>",
          "is_bot": false,
          "headline": "feat(0.x): pluggable knowledge sources + freshness + change detection…",
          "author_name": "tangletools",
          "author_login": "tangletools",
          "committed_at": "2026-05-14T17:34:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c9f619f966b7fc8fe3933caabd85983915f73d9b",
          "body": "Mirrors the directive in agent-eval's CLAUDE.md. Applies to every\ncontributor, including AI agents and subagents.",
          "is_bot": false,
          "headline": "chore(authorship): forbid Co-Authored-By trailers (#6)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-08T23:39:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "860ede6dfef559382df7a852bdf240d9f9aa9be4",
          "body": "…(#5)\n\n0.21 -> 0.23 added: capture-integrity primitives (RawProviderSink,\nassertLlmRoute, assertRunCaptured, onRunComplete hooks), the campaign\nartifact (runEvalCampaign, replayCache, sequential pairedEvalueSequence,\nresearchReport, rubricPredictiveValidity), and the RL bridge subpath\n(@tangle-network/agent-eval/rl: extractPreferences,\nanalyzeOptimizationResult, etc.).\n\nMechanical version bump only. Typecheck, tests (12/12), and build all\npass; no behavior changes expected.",
          "is_bot": false,
          "headline": "chore(deps): bump @tangle-network/agent-eval from ^0.20.0 to ^0.23.0 …",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-08T23:12:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d484a39b9488cd233dbe10e95aedd87d67eaeb2",
          "body": null,
          "is_bot": false,
          "headline": "feat: add knowledge control-loop adapter (#4)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-08T10:01:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2be2b9a1f4351d1c41a06479e3accf8c85e1954c",
          "body": "…C_DEFAULTS (#3)\n\n* feat(eval-readiness): add defineReadinessSpec builder + READINESS_SPEC_DEFAULTS\n\nKnowledgeReadinessSpec has eleven required fields. Most consumers — physim,\nblueprint-agent, gtm-agent, legal-agent, creative-agent — only meaningfully\nset four (id, description, query, requiredFor) \n[…]\ns, secrets that need\n    sensitivity=secret, etc.).\n\nPurely additive — existing consumers that hand-roll the full spec keep\nworking. New consumers get a one-liner.\n\n* feat: add knowledge research loop",
          "is_bot": false,
          "headline": "feat(eval-readiness): add defineReadinessSpec builder + READINESS_SPE…",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-08T09:46:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "100b72f918d70110930dba8d26cd05bb96f15ac0",
          "body": null,
          "is_bot": false,
          "headline": "feat: add source freshness readiness audit (#2)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-04T14:54:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "177dadae6b25712d51b9a334e5f045400f03c487",
          "body": "* fix(indexer): exclude scaffold files (index.md, log.md) from page index\n\ninitKnowledgeBase writes knowledge/index.md and knowledge/log.md as\nhuman-navigation scaffolds, but loadKnowledgePages was returning them as\ncontent pages. That inflated index.pages.length, polluted search hits,\nand forced do\n[…]\ne\nconfidence — documented in the type, README, and a test that pins\nscore === rrfScore, top.normalizedScore === 1, and the linear relationship.\n\n* feat(readiness): bridge knowledge index to agent-eval",
          "is_bot": false,
          "headline": "feat(readiness): bridge knowledge index to agent-eval (#1)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-05-03T18:48:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8faeef4a0a9d64a77fa9258c55c41ed69cd6b482",
          "body": null,
          "is_bot": false,
          "headline": "feat(v1): add knowledge store and discovery contracts",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-03T15:29:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49eee0cfba1f74010faaa9d4227f40c590d55177",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): 0.1.1",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-03T15:18:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b8b7aa6f138ca7cf7164c93f2e76c6925a6dd40",
          "body": null,
          "is_bot": false,
          "headline": "feat(cli): add agent-first knowledge workflows",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-03T15:15:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d35a49237c1c77c380c6db0e7e66e9ffc53e4e3",
          "body": null,
          "is_bot": false,
          "headline": "feat(sources): validate knowledge provenance",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-03T09:47:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a62daced50c7c48d5332d185ee3f288d096d297",
          "body": null,
          "is_bot": false,
          "headline": "feat(core): scaffold agent knowledge package",
          "author_name": "Drew Stone",
          "author_login": "drewstone",
          "committed_at": "2026-05-03T09:44:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 25,
      "commits_last_year": 85,
      "latest_release_at": "2026-07-18T17:51:48Z",
      "latest_release_tag": "v4.1.0",
      "releases_from_tags": true,
      "days_since_last_push": 0,
      "active_weeks_last_year": 12,
      "days_since_latest_release": 5,
      "mean_days_between_releases": 0.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 37,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "@tangle-network/agent-knowledge",
          "exists": true,
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                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 96,
            "inputs": {
              "merged_prs": 73,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 4
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "73/77 decided PRs merged",
                "points": 36.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 73,
                      "decided": 77
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "followers": 758,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "tangle-network",
              "public_repos": 248,
              "account_age_days": 2029
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "758 followers of tangle-network",
                "points": 20.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 758,
                      "login": "tangle-network"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "248 public repos, account ~5 yr old",
                "points": 24.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 248
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "@tangle-network/agent-knowledge"
              ],
              "ecosystems": "npm",
              "any_deprecated": false,
              "min_days_since_publish": 5
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on npm",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 5 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "31 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 31
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 80,
        "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": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": "biome.json",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "biome.json"
                    }
                  }
                ],
                "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": "28 out of 28 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 52,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "branch_protection",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 40,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4
            },
            "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": "28 out of 28 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "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": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "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 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": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:@tangle-network/agent-knowledge@4.1.0 runtime dependency closure — what installing the published package pulls in — 41 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "npm:@tangle-network/agent-knowledge@4.1.0",
                  "assessed": 41
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 41,
              "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": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "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": 41,
              "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": 1
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 73,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 5626
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
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                  }
                ],
                "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": "87 of 87 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 87,
                      "sampled": 87
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
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              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
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              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "biome.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "biome.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tsconfig.json"
                    }
                  }
                ],
                "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": "no agent-authored commits among the last 87",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 87
                    }
                  }
                ],
                "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": "TypeScript",
              "largest_source_bytes": 36856,
              "source_files_sampled": 179,
              "oversized_source_files": 0
            },
            "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": "0/179 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 179,
                      "oversized": 0
                    }
                  }
                ],
                "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": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-24T03:44:35.767732Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/tangle-network/agent-knowledge.svg",
  "full_name": "tangle-network/agent-knowledge",
  "license_state": "custom",
  "license_spdx": null
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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