Registro públicoEn riesgo
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-29 06:29 UTC
DanceNitra / ramr
RAMR — Retrieval-Augmented Memory Reliability: a contamination-resistant synthetic benchmark for agentic-RAG / memory systems (findings + method)
DanceNitra/ramr tiene un índice de salud de 34 sobre 100, lo que lo sitúa en la banda En riesgo. Su puntuación más alta es Vitality (66/100) y la más baja, Sustainability & Governance (20/100). Se actualizó por última vez hace 4 días. Una sola persona concentra la mayor parte del trabajo reciente.
34
global / 100Índice 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.
34
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)
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
Rastislav DrahošCuenta personal
5 seguidores44 repositorios públicosdesde jul 2018
Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
66
Actividad de desarrollo
54Moderado
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 4 días |
| 3.5/36 | Cadencia de commits — 5/52 semanas con commits |
| 14.6/18 | Volumen de commits — 41 commits en el último año |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Datos de entrada utilizados
| commits_last_year | 41 |
| human_commit_share | 1 |
| days_since_last_push | 4 |
| active_weeks_last_year | 5 |
Disciplina de publicación
84Bueno
Cómo se puntúa
| 27/27 | Publica versiones — 1 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 30 días |
| 12.6/27 | Cadencia de publicación — cadencia desconocida (una sola versión) |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 1 |
| latest_release_tag | v0.4.1 |
| releases_from_tags | no |
| days_since_latest_release | 30 |
| mean_days_between_releases | — |
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?
24
Popularidad y adopción
1Crítico
Cómo se puntúa
| 0/60 | Estrellas — 0 estrellas |
| 0/25 | Forks — 0 forks |
| 0/15 | Observadores — 0 observadores |
Datos de entrada utilizados
| forks | 0 |
| stars | 0 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
50Moderado
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (MIT) |
| 0/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 0/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
20
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 0/22.5 | Distribución de commits — el principal contribuyente firma el 100% de los commits |
| 1.4/13.5 | Amplitud de contribuyentes — 1 contribuyentes |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Cómo se puntúa
| 0/46.8 | Resolución de issues — sin issues o sin datos |
| 0/38.3 | Aceptación de PR — sin PR decididos o sin datos |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Resolución de issues, Aceptación de PR. Los pesos restantes se han renormalizado.
Propiedad y custodia
50Moderado
Cómo se puntúa
| 10/30 | Respaldo de la propiedad — cuenta personal (usuario) |
| 0/20 | Dominio verificado — no aplicable a cuentas de usuario |
| 5.6/25 | Alcance del propietario — 5 seguidores de DanceNitra |
| 24/25 | Trayectoria — 44 repos públicos, cuenta de ~8 años |
Datos de entrada utilizados
| followers | 5 |
| owner_type | User |
| is_verified | — |
| owner_login | DanceNitra |
| public_repos | 44 |
| account_age_days | 2924 |
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
31
Prácticas de ingeniería
1Crítico
Cómo se puntúa
| 0/24 | Flujos de trabajo de CI |
| 0/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — sin datos |
Datos de entrada utilizados
| has_ci | no |
| has_tests | no |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: CI-Tests. Los pesos restantes se han renormalizado.
Documentación
75Bueno
Cómo se puntúa
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — https://dancenitra.github.io/agora/public/leaderboard/ |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 6 topics |
| 10/10 | Wiki |
Datos de entrada utilizados
| topics | agent-memory, benchmark, evaluation, llm, rag, retrieval |
| has_wiki | sí |
| homepage | https://dancenitra.github.io/agora/public/leaderboard/ |
| has_readme | sí |
| has_docs_dir | no |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
26
Postura de seguridad
26Crítico
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — sin datos |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — sin datos |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — sin datos |
| 0/5 | SAST — no SAST tool detected |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — sin datos |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 12 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 6 |
| scorecard_aggregate | 2,6 |
Excluidos de la puntuación (sin datos o no aplicable): ci_tests, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Los pesos restantes se han renormalizado.
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.
29
Contexto y guía para agentes
40En riesgo
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 40/40 | Historial de commits legible — 37 de 41 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,902 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 0/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 10/10 | Práctica demostrada con agentes — 13 de los últimos 41 commits con autoría o crédito de agente |
| 0/8 | Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — sin datos |
Datos de entrada utilizados
| has_nix | no |
| has_tests | no |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0,317 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Pinned-Dependencies. Los pesos restantes se han renormalizado.
Legibilidad del código para modelos
53Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 53.3/55 | Tamaños de archivo manejables — 1/33 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 385.518 |
| source_files_sampled | 33 |
| oversized_source_files | 1 |
Datos clave
0estrellas de GitHub
1contribuidores
41commits en los últimos 12 meses
4días desde el último push
1versiones publicadas
1factor bus
0issues abiertas
—ecosistemas 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 2.6 / 10
2.6agregado
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/d | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| n/d | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| n/d | Packaging | packaging workflow not detected |
| n/d | Pinned-Dependencies | no dependencies found |
| 0 | SAST | no SAST tool detected |
| 0 | Security-Policy | security policy file not detected |
| n/d | Signed-Releases | no releases found |
| n/d | Token-Permissions | No tokens found |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
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
Informe JSON sin procesar legible por máquina
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"releases": [
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"tag": "v0.4.1",
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"recent_commits": [
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"oid": "b18db2400bcd341723e0f0fa06f2aad637759622",
"body": "No code, data, metric or claim changed. This version exists so the citable record\nand the repository agree on who maintains RAMR.\n\nContext: the inspeximus README had credited Rastislav Drahos by name for some time\nwhile CITATION.cff and the Zenodo creators said \"Agora\". A supplier or auditor\ncheck f\n[…]\n do. Its DOI is\nnow listed in CITATION.cff identifiers so the ladder stays complete, and the name\nlands on this new version instead.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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"headline": "v0.5.1: attribution only - the author is named",
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"oid": "47adf324b3d854c403b764e90ca588e251c980c8",
"body": "Owner decision 2026-07-25: move from anonymous stewardship to a named maintainer.\nThe driver is that in the one channel with live demand - downstream vendor-security\nand third-party-risk review - supplier attestation fields require a nameable party,\nand cryptography does not substitute for one.\n\nThe\n[…]\nstory is\n not rewritten. GitHub noreply is used instead of the personal address so the\n name is public but the mailbox is not.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "citation: name the author",
"author_name": "Rastislav Drahoš",
"author_login": "DanceNitra",
"committed_at": "2026-07-24T23:40:34Z",
"body_truncated": true,
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"oid": "3dd44ad4f310f8cd1f351ff92471714462021a2a",
"body": "CITATION.cff -> 0.5.0 (2026-07-25) and a README changelog entry. The preflight is\nnot a twelfth metric - it is a check on whether a comparison was admissible at\nall - so the metric count stays at eleven and the abstract gains the gate.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "v0.5.0: version the preflight release",
"author_name": "Agora",
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"committed_at": "2026-07-24T22:28:58Z",
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"oid": "a62b8080ab20001e187b7925c740e85ad71c577c",
"body": "…t died\n\nA RAMR metric only means something if the arms were comparing the same thing.\nramr_preflight.py is the check we ask of ourselves before publishing any RAMR\nnumber, shipped as a zero-dependency module anyone can point at their own\ncomparison.\n\n G0 budget parity are the arms given compa\n[…]\nat run's persisted\nretrieval_coverage.json and pilot_summary_*.json but are not reproducible from\nthis repo. The --demo numbers are.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "preflight: four admissibility gates, each aborting with the layer tha…",
"author_name": "Agora",
"author_login": null,
"committed_at": "2026-07-24T22:27:19Z",
"body_truncated": true,
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"oid": "a8e66332addf1d5dd288822502672e197f368db5",
"body": "…ndocumented checkpoint-undo)",
"is_bot": false,
"headline": "integrity: scope the revert 'only inspeximus' reading (Letta has an u…",
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"committed_at": "2026-07-23T15:25:03Z",
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"oid": "54ff69799fafecbe5c5329db66eb6addf9f2c079",
"body": "The cross-system integrity results (integrity/ module) are now rendered as a standing, PR-submittable\nleaderboard at dancenitra.github.io/agora/public/leaderboard/. Submission flow already lives in\nintegrity/SUBMISSION.md.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "README: link the standing Agent-Memory Integrity Leaderboard",
"author_name": "Agora",
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"committed_at": "2026-07-22T16:31:27Z",
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"oid": "3fe7edcef5d72cb917baeb7da27c036004c6267e",
"body": "…e to 1.29.0\n\nAdds ramr_integrity_recall.py: after a supersession/revert/poison, does recall return the correct\ncurrent value? revert is the unique win on this scenario (inspeximus 1.00 vs cosine-recency 0.00,\nnaive 0.55 -- recency has no revert op); supersession ties a fair recency baseline (both 1\n[…]\nOPE-LEAKAGE 0.82->0.80, breakeven boost arm\n<=0.03 (cited headline stays +0.00). Also removed an internal path a docstring leaked.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"headline": "v0.4.3: INTEGRITY-CONDITIONED RECALL metric; re-vendor inspeximus cor…",
"author_name": "Agora",
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"committed_at": "2026-07-22T14:43:12Z",
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"oid": "5bf763fabb317148c70747690960830d1fa49d59",
"body": "…hange)\n\nThe public benchmark vendored a pinned snapshot of our memory library under its old name, mnemo. This\nrenames it to inspeximus everywhere -- module (mnemo/mnemo.py -> inspeximus/core.py), class\n(Mnemo -> Inspeximus), and every reference -- so the repo carries no trace of the old name. Zero\n\n[…]\n-> \"an inspeximus\" article slips the mechanical rename introduced; and\ngitignore now excludes an unrelated WIP metric's artifacts.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "v0.4.2: rename the vendored library mnemo -> inspeximus (no numbers c…",
"author_name": "Agora",
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"committed_at": "2026-07-22T13:43:43Z",
"body_truncated": true,
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"oid": "003cdd4eaa431e1413dd01ef94d5c4d15d5353b7",
"body": "…-19 hardening this repo missed)",
"is_bot": false,
"headline": "gitignore: cover .env variants and key material (restores the 2026-07…",
"author_name": "Agora",
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"committed_at": "2026-07-19T21:45:37Z",
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"oid": "3f8a66ad9d7d17ec5e32596b67200acc68091422",
"body": "…-memory two-writer test)\n\nStore V1 -> correct to V2 -> stale writer re-asserts V1; check what top-1\nretrieval actually serves after each step + whether the backend can hand back\na state receipt that detects the echo. Measured: naive recency baseline fails\necho_resistance (the test can fail); mnemo, mem0 (update()), Chroma (delete+add)\nall pass this minimal case - honest parity on the serve; only mnemo exposes a\nwitness receipt. Run it on your own stack; the result is yours.",
"is_bot": false,
"headline": "integrity: two-writer retrieval-coherence fixture (step 6 of the team…",
"author_name": "agora-builder",
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"committed_at": "2026-07-19T21:45:16Z",
"body_truncated": false,
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{
"oid": "61b81d62ab22b860bfb68b1ee5c863d00df08ec9",
"body": "Deterministic temporal cell (unique-token ground truth, no judge): reversed-ingest\nnow-accuracy, as_of valid-time point queries, transaction-time back-fill. Measured:\nmnemo 4/4; mem0 default vector store has no valid-time channel. Framed as PARITY:\nZep (arXiv:2501.13956) and Graphiti are documented bi-temporal too and are listed,\nnot run/scored -- we do not claim to beat them on this axis. Result JSON persisted.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add bi-temporal integrity cell (honest parity, not a mnemo win)",
"author_name": "agora-builder",
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"committed_at": "2026-07-19T07:01:13Z",
"body_truncated": false,
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"oid": "f9fea43755fc3e4dc3c0d155f7ca4d9905e4fa36",
"body": "Consolidate the agent-memory integrity axis into the RAMR brand (one DOI, one\nhome). Adds integrity/ : the cross-system revert+echo harness (shared ground-\ntruth-blind judge, native configs) and a run-your-own erasure self-check tool.\nREVERT is a new dimension (not one of the 9 synthetic metrics); E\n[…]\nlly above and is now also measured cross-system. Non-breaking:\nthe verified 9-metric pipeline and DOI-cited numbers are untouched.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Merge cross-system integrity + erasure self-check under RAMR",
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"body": "RESUME = the tested continuation invariant passed; NOT global execution\nauthorization, and does not bypass downstream policy/approval/effect gates.\nAligned with safal207/LS#654 (which verified the v0.3.0 canonical sources).\nSemantic clarification only: fixture bytes + sha256 digests are unchanged, so\nexisting pins (incl. LS#654) stay valid. README + conformance-runner docstring.",
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"body": "… reliability-layer harness\n\nHosts the canonical shared fixture (duplicate_successful_outcome, frozen + sha256\ndigest) and ramr_ls_evidence.py, which emits the v0.1 envelope from a memory store\n(thin projection of bi-temporal valid_from/invalidated_at, provenance, Beta\nreliability, recall budget) an\n[…]\nn provenance + poison-propagation graduation guard\n(both regression-gated: FORGET-PRECISION/SUPERSESSION-FP/OPERATIONAL-CONTINUITY\nunchanged). Collaboration: safal207/LS, anthropics/claude-code#34556.",
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"body": "mnemo: remember(valid_from=), consolidate supersedes by validity-time not\ningest-order, recall(as_of=T). New ramr_temporal_asof.py: under reversed ingest\n(stale fact arrives later) the old ingest-order rule serves STALE (now-acc 0.00)\nwhile validity-time serves CURRENT (1.00) and as-of returns the h\n[…]\ningest-time so ordered streams are byte-identical;\nFORGET-PRECISION / SUPERSESSION-FP / OPERATIONAL-CONTINUITY all unchanged. Field-\nstandard (Graphiti/Zep/Neo4j); from the 122-transcript memory scan.",
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"body": "…inuity idea\n\nMake the attribution visible in the README (not just the commit/docstring):\nthe metric implements a property proposed by @safal207; framed as a first cut\nwith fixture input welcome.",
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"headline": "v0.1.8: credit @safal207 (claude-code#34556) for the operational-cont…",
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"body": "New agentic axis beyond fact recall: does the agent re-execute a completed\naction after compaction (a duplicate side-effect)? ramr_operational_continuity.py\nmeasures the duplicate-rate of a budget-limited resume recall. Result: recency\nweighting is necessary AND sufficient -- with it, duplicate-rate\n[…]\nbudget floor (robust to 200 old-session completions); without it, 1.00 at\nevery budget. Answers the operational-continuity property raised in\nclaude-code#34556. Pure-recall proxy, 6 seeds, cloud-free.",
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"body": "…ESSION-FP metric)\n\nThe numeric value-update detector over-fired on enumerated facts and silently\nsuperseded coexisting records (6-item store -> 1/6 active). Fixed by positional\nnumber comparison (exactly one number-slot changes for a real update). Added\nramr_supersession_fp.py (the dual of FORGET-PRECISION: 0.00 false-positive,\n6/6 survive) + verified-numbers row. FORGET-PRECISION re-measured 1.00/1.00,\nregression-gated.",
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"body": "…gain (honest negative)\n\nTested the 'compression beats oracle' claim. qwen3-coder:30b: compiled summary\ndoes NOT beat raw context at any noise level (lift +0.00/-0.40/-0.55 at\nK=5/20/50). Raw stays 0.95 even at 50 distractors; compaction loses the fact.\nHonest negative; external claim didn't replicate. Metric + result persisted.",
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"headline": "RAMR v0.1.6: COMPRESSION-vs-RAW metric — compaction is a cost, not a …",
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"headline": "README: update Limitations to OUTCOME-RANKED n=12 / FACT-RETENTION n=…",
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"headline": "mnemo: sync remember_dedup() opt-in NO-OP write (default append-only …",
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"body": "…ll traceability)\n\nEvery public metric now has a persisted, recomputable source: FORGET-PRECISION\n(1.00/0.97), ABSTENTION (floor 0.6 -> 1.00/1.00), CROSS-SCOPE-LEAKAGE (scoped 0.00\nvs 0.82), SIGNAL-RELIABILITY break-even (lift crosses 0 at 1/(1+D)). Closes the\n'every number traceable' rigor bar for v0.1.2-0.1.4.",
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"body": "… vendored mnemo\n\nShared store, 2 tenants, same schema: leaks A->B 79% without a scope; recall(scope='B')\n-> 0% leakage, 100% in-scope recall. Default scope=None unchanged.",
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"headline": "RAMR v0.1.3: abstention/false-recall metric + relevance-floor in vend…",
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"body": "…rsity stores\n\nRequire >=3 shared common words (not just >=12% coverage of a tiny common vocab)\nbefore flagging a memory a hub; otherwise templated stores got 100% hub-flagged\n-> 0% recall. Genuine universal-matcher hubs still caught.",
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},
{
"name": "CII-Best-Practices",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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{
"name": "Contributors",
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{
"name": "Dangerous-Workflow",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
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},
{
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
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"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
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"reason": "no dependencies found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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{
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"reason": "no SAST tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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{
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"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
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"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
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"reason": "No tokens found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
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"reason": "0 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "b18db2400bcd341723e0f0fa06f2aad637759622",
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"aggregate_score": 2.6,
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"contribution_flow": {
"collected": true,
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"oldest_open_prs": [],
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"ci_last_conclusion": null,
"oldest_open_issues": []
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/DanceNitra/ramr",
"host": "github.com",
"name": "ramr",
"owner": "DanceNitra"
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"metrics": {
"overall": {
"key": "overall",
"band": "at_risk",
"name": "Overall health",
"note": null,
"notes": [],
"value": 34,
"inputs": {
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"vitality": 66,
"community": 24,
"governance": 20,
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"components": []
},
"categories": [
{
"key": "vitality",
"band": "moderate",
"name": "Vitality",
"value": 66,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"commits_last_year": 41,
"human_commit_share": 1,
"days_since_last_push": 4,
"active_weeks_last_year": 5
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
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{
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"code": "commit_cadence_weeks",
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"weeks": 5
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{
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"notes": [
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{
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{
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"state": "unverified",
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"growth_state": "unverified",
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"components": [
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"key": "stars",
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"points": 0,
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"code": "stars",
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],
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{
"key": "forks",
"name": "Forks",
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"points": 0,
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"details": [
{
"code": "forks",
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"count": 0
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}
],
"max_points": 25
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{
"key": "watchers",
"name": "Watchers",
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"points": 0,
"status": "missed",
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}
],
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]
},
{
"key": "community_health",
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"note": null,
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"value": 50,
"inputs": {
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"has_license": true,
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"components": [
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"key": "readme",
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"points": 22.5,
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{
"key": "license",
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"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
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"code": "license_standard",
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{
"code": "license_spdx",
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}
],
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{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
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"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "pr_template",
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"points": 0,
"status": "missed",
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]
}
],
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},
{
"key": "governance",
"band": "critical",
"name": "Sustainability & Governance",
"value": 20,
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"metrics": [
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"key": "maintainer_resilience",
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"note": null,
"notes": [],
"value": 10,
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"contributors_sampled": 1,
"top_contributor_share": 1
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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"status": "partial",
"details": [
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"code": "bus_factor",
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"count": 1
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"detail": "top contributor authored 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
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"status": "missed",
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"max_points": 10
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]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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}
],
"value": 1,
"inputs": {
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"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 0
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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": "no decided pull requests or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_decided_prs_or_data",
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"key": "openssf_scorecard_code_review",
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]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 50,
"inputs": {
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"owner_type": "User",
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"owner_login": "DanceNitra",
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"components": [
{
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"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
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],
"max_points": 30
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{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
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"code": "not_applicable_to_user_accounts",
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{
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],
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{
"key": "track_record",
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"detail": "44 public repos, account ~8 yr old",
"points": 24,
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"details": [
{
"code": "public_repos",
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},
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],
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{
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"code": "excluded_no_data",
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},
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],
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"inputs": {
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"components": [
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},
{
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{
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"name": "Linter config",
"detail": null,
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{
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{
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],
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]
},
{
"key": "documentation",
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"inputs": {
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"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "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": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"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": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "critical",
"name": "AI Readiness",
"value": 29,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.902,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "37 of 41 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 37,
"sampled": 41
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "critical",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_pinned_dependencies"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 11,
"inputs": {
"has_nix": false,
"has_tests": false,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.317,
"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": 0,
"status": "missed",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "13 of the last 41 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 13,
"sampled": 41
}
}
],
"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": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 385518,
"source_files_sampled": 33,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/33 source files over 60KB",
"points": 53.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 33,
"oversized": 1
}
}
],
"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": "2026-07-29T06:29:49.065660Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/DanceNitra/ramr.svg",
"full_name": "DanceNitra/ramr",
"license_state": "standard",
"license_spdx": "MIT"
}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 agregadas.