Registro público
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-24 03:44 UTC

tangle-network / agent-knowledge

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

TypeScriptLicencia propia★ 0 estrellas⑂ 0 forksdesde may 2026Ver en GitHub ↗

tangle-network/agent-knowledge tiene un índice de salud de 62 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Engineering Quality (80/100) y la más baja, Community & Adoption (33/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

62
global / 100
Moderado

Índice de salud del software

Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.

62
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
VitalidadComunidad yAdopciónSostenibilidady GobernanzaCalidad deIngenieríaSeguridadPreparaciónpara IA

Perfil de puntuación

Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.

Titularidad

TangleOrganización
758 seguidores248 repositorios públicosdesde ene 2021

Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.

Ecosistemas de paquetes

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicación
npm@tangle-network/agent-knowledge4.1.013.58831hace 5 días

Métricas por categoría

Vitalidad

¿Está vivo el proyecto: se escribe código y se publican versiones?

72Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
8.3/36Cadencia de commits — 12/52 semanas con commits
17.4/18Volumen de commits — 85 commits en el último año
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Datos de entrada utilizados
commits_last_year85
human_commit_share1
days_since_last_push0
active_weeks_last_year12
Cómo se puntúa
16.2/27Publica versiones — 25 etiquetas de versión (sin releases de GitHub)
36/36Recencia de las versiones — última versión hace 5 días
27/27Cadencia de publicación — una versión cada ~0,5 días
0/10OpenSSF Scorecard: Signed-Releases — sin datos
Datos de entrada utilizados
releases_count25
latest_release_tagv4.1.0
releases_from_tags
days_since_latest_release5
mean_days_between_releases0,5
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.

Comunidad y Adopción

¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?

33En riesgo · 18% del índice global
Cómo se puntúa
0/60Estrellas — 0 estrellas
0/25Forks — 0 forks
0/15Observadores — 0 observadores
Datos de entrada utilizados
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Cómo se puntúa
22.5/22.5README
16.9/22.5Licencia — archivo de licencia presente, no es una licencia reconocida
0/18Guía CONTRIBUTING
0/13.5Código de conducta
0/7.2Plantilla de issues
0/6.3Plantilla de PR
Datos de entrada utilizados
has_readme
has_license
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno
Cómo se puntúa
55.1/80Descargas mensuales — 13.588 descargas/mes en npm
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packages@tangle-network/agent-knowledge
dependents
ecosystemsnpm
total_downloads
monthly_downloads13.588
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.

Sostenibilidad y Gobernanza

¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?

68Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
1.3/22.5Distribución de commits — el principal contribuyente firma el 94% de los commits
2.7/13.5Amplitud de contribuyentes — 2 contribuyentes
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Datos de entrada utilizados
bus_factor1
contributors_sampled2
top_contributor_share0,943
Cómo se puntúa
0/46.8Resolución de issues — sin issues o sin datos
36.3/38.3Aceptación de PR — 73/77 PR decididos fusionados
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Datos de entrada utilizados
merged_prs73
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs4
Excluidos de la puntuación (sin datos o no aplicable): Resolución de issues. Los pesos restantes se han renormalizado.
Cómo se puntúa
30/30Respaldo de la propiedad — propiedad de una organización
0/20Dominio verificado
20.7/25Alcance del propietario — 758 seguidores de tangle-network
24.1/25Trayectoria — 248 repos públicos, cuenta de ~5 años
Datos de entrada utilizados
followers758
owner_typeOrganization
is_verified
owner_logintangle-network
public_repos248
account_age_days2029
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en npm
35/35Recencia de publicación — última publicación hace 5 días
20/20Historial de versiones — 31 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packages@tangle-network/agent-knowledge
ecosystemsnpm
any_deprecatedno
min_days_since_publish5

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

80Bueno · 20% del índice global
Cómo se puntúa
24/24Flujos de trabajo de CI — 2 flujo(s) de trabajo
24/24Pruebas presentes
16/16Configuración de linter — biome.json
0/9.6Hooks de pre-commit
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 28 out of 28 merged PRs checked by a CI test -- score normalized to 10
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_configno
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
10/10Wiki
Datos de entrada utilizados
topics
has_wiki
homepage
has_readme
has_docs_dir
has_description

Seguridad

¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?

52Moderado · 16% del índice global
Cómo se puntúa
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — sin datos
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
2.2/2.5Licencia — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
0/5Packaging — sin datos
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 — sin datos
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging, signed_releases. Los pesos restantes se han renormalizado.
Cómo se puntúa
35/35Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
25/25Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido
0/40Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
sourceosv
advisories0
affected_packages0
assessed_packages41
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de npm:@tangle-network/agent-knowledge@4.1.0 —lo que arrastra la instalación del paquete publicado—: 41 paquetes. No se analiza la alcanzabilidad.

Preparación para IA

¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.

73Bueno · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 87 de 87 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share1
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes5626
Cómo se puntúa
0/18Arranque con un solo comando
22/22Pruebas automatizadas
11/11Configuración de lint / formato — biome.json
11/11Verificación estática de tipos — tsconfig.json
10/10Entorno reproducible — lockfile
0/10Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 87
0/8Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Datos de entrada utilizados
has_nixno
has_tests
lockfilespnpm-lock.yaml
has_dockerfileno
typed_language
bootstrap_files
has_devcontainerno
has_linter_config
typecheck_configstsconfig.json
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
45/45Código verificable por tipos — TypeScript (tipado estático)
55/55Tamaños de archivo manejables — 0/179 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageTypeScript
largest_source_bytes36.856
source_files_sampled179
oversized_source_files0

Datos clave

0estrellas de GitHub
2contribuidores
85commits en los últimos 12 meses
0días desde el último push
25versiones publicadas
1factor bus
0issues abiertas
npmecosistemas de paquetes

Advertencias de recopilación de datos

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

Más detalle

OpenSSF Scorecard 4.0 / 10
4.0agregado

Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-24 03:44 UTC

10Binary-Artifactsno binaries found in the repo
n/dBranch-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/dPackagingpackaging 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/dSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5Vulnerabilities5 existing vulnerabilities detected
Dependencias directas 4
RegistroPaqueteRestricción de versiónManifiesto
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
Todas las dependencias no recopilado

No fue posible recopilar el conjunto de dependencias resuelto para este informe: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Avisos de dependencias 0

Instalar npm:@tangle-network/agent-knowledge@4.1.0 arrastra 41 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.

Ningún aviso conocido afecta a las dependencias evaluadas.

Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.

Informe JSON sin procesar legible por máquina
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          "headline": "fix(optimization): require explicit retrieval methods (#77)",
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          "is_bot": false,
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          "author_login": "drewstone",
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          "is_bot": false,
          "headline": "docs(readme): lead with developer entry points (#74)",
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        {
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          "is_bot": false,
          "headline": "refactor(knowledge): modularize KB and RAG internals (#73)",
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          "author_login": "drewstone",
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          "oid": "1516d2071d7dda6b41dcffcb1855f54d40c4fc9b",
          "body": "Preserve the public API and behavior while splitting oversized memory and benchmark modules, centralizing test support, and removing the remaining source import cycle.",
          "is_bot": false,
          "headline": "refactor(memory): modularize benchmarks and experiments (#72)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-07-18T14:46:59Z",
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        },
        {
          "oid": "428fcd745e774ec8a5a09579d8ed41e954657922",
          "body": "* feat(memory): add branchable provider improvement system\n\n* fix(memory): harden provider recovery and cost controls\n\n* fix(memory): harden parallel resume and activation\n\n* fix(memory): close provider isolation and recovery gaps",
          "is_bot": false,
          "headline": "feat(memory): add branchable provider improvement system (#71)",
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        {
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          "is_bot": false,
          "headline": "fix(improvement): keep promoted run reopening read-only (#70)",
          "author_name": "drewstone",
          "author_login": "drewstone",
          "committed_at": "2026-07-18T02:24:41Z",
          "body_truncated": false,
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          "headline": "feat(memory): default-off retrieval-holdout hook (epsilon-dropout + c…",
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          "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.",
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          "headline": "refactor(research): rename runTwoAgentResearchLoop → runVerifiedResea…",
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          "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).",
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          "headline": "feat(autodata): powered accept-rate with CI — settle whether the loop…",
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          "is_bot": false,
          "headline": "feat(autodata): non-extractive causal challenger — open the strong/we…",
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          "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…",
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          "committed_at": "2026-06-25T22:30:05Z",
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          "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…",
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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…",
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          "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…",
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          "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)",
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          "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.",
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          "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)",
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          "headline": "docs: two-agent research A/B as a short paper (#35)",
          "author_name": "drewstone",
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          "committed_at": "2026-06-24T23:24:05Z",
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          "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)",
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          "author_login": "drewstone",
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          "headline": "chore(release): bump agent-knowledge to 1.9.0 (#33)",
          "author_name": "drewstone",
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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)",
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          "headline": "chore(release): bump agent-knowledge to 1.8.0 (#31)",
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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,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "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",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "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",
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            "value": 69,
            "inputs": {
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              "dependents": null,
              "ecosystems": "npm",
              "total_downloads": null,
              "monthly_downloads": 13588
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            "components": [
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                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "13,588 downloads/month across npm",
                "points": 55.1,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 13588,
                      "ecosystems": "npm"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "not_reported_by_this_ecosystem",
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        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 68,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 16,
            "inputs": {
              "bus_factor": 1,
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              "top_contributor_share": 0.943
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            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 1
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                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 94% of commits",
                "points": 1.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 94
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                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
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                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
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          },
          {
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            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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                "code": "weights_renormalized",
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            "value": 96,
            "inputs": {
              "merged_prs": 73,
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              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 4
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            "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
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                  }
                ],
                "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
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            ]
          },
          {
            "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
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 5
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "@tangle-network/agent-knowledge"
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              "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"
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                  }
                ],
                "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
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "31 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 31
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                  }
                ],
                "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
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            "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"
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                  }
                ],
                "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
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            ]
          },
          {
            "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,
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            "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
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              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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              },
              {
                "key": "topics",
                "name": "Topics",
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                "points": 0,
                "status": "missed",
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                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "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": [
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                    "signed_releases"
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                }
              },
              {
                "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": [
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                "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": [
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                    "code": "no_data",
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                "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"
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                }
              },
              {
                "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",
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            "notes": [],
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            "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": {
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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
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              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
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                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
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                      "sampled": 87
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
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            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
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              },
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              },
              {
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                "status": "met",
                "details": [
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                    "code": "file_list",
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                ],
                "max_points": 11
              },
              {
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              {
                "key": "reproducible_environment",
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              {
                "key": "demonstrated_agent_practice",
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                ],
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              },
              {
                "key": "automated_maintenance",
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                "key": "openssf_scorecard_pinned_dependencies",
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              "oversized_source_files": 0
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                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
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                "detail": "0/179 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
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                    "code": "oversized_source_files",
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                      "oversized": 0
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "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
}

Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.

Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.

Cómo se sitúa un resultado dentro del registro general: estadísticas agregadasnpm.