Registro públicoEn riesgo
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-27 19:31 UTC
duynguyendang / manglekit
duynguyendang/manglekit tiene un índice de salud de 45 sobre 100, lo que lo sitúa en la banda En riesgo. Su puntuación más alta es Vitality (82/100) y la más baja, Security (25/100). Se actualizó por última vez hace 11 días. Una sola persona concentra la mayor parte del trabajo reciente.
45
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.
45
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
duynguyendangCuenta personal
1 seguidor15 repositorios públicosdesde jul 2024
Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación |
|---|---|---|---|---|---|
| Go | github.com/duynguyendang/manglekit | v0.4.0 | - | 2 | hace 11 días |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
82
Actividad de desarrollo
76Bueno
Cómo se puntúa
| 28.8/36 | Recencia de push — último push hace 11 días |
| 18.7/36 | Cadencia de commits — 27/52 semanas con commits |
| 18/18 | Volumen de commits — 900 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 900 |
| human_commit_share | 0,84 |
| days_since_last_push | 11 |
| active_weeks_last_year | 27 |
Disciplina de publicación
92Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 3 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 11 días |
| 19.8/27 | Cadencia de publicación — una versión cada ~53,1 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 3 |
| latest_release_tag | v0.4.0 |
| releases_from_tags | no |
| days_since_latest_release | 11 |
| mean_days_between_releases | 53,1 |
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?
38
Popularidad y adopción
10Crítico
Cómo se puntúa
| 9.8/60 | Estrellas — 5 estrellas |
| 0/25 | Forks — 1 forks |
| 0/15 | Observadores — 0 observadores |
Datos de entrada utilizados
| forks | 1 |
| stars | 5 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
70Bueno
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (Apache-2.0) |
| 18/18 | 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 | sí |
| 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?
47
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 |
| 38.2/38.3 | Aceptación de PR — 29/29 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 29 |
| 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. Los pesos restantes se han renormalizado.
Propiedad y custodia
31En riesgo
Cómo se puntúa
| 10/30 | Respaldo de la propiedad — cuenta personal (usuario) |
| 0/20 | Dominio verificado — no aplicable a cuentas de usuario |
| 2.2/25 | Alcance del propietario — 1 seguidores de duynguyendang |
| 12.9/25 | Trayectoria — 15 repos públicos, cuenta de ~2 años |
Datos de entrada utilizados
| followers | 1 |
| owner_type | User |
| is_verified | — |
| owner_login | duynguyendang |
| public_repos | 15 |
| account_age_days | 753 |
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Mantenimiento de paquetes
92Excelente
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en go |
| 35/35 | Recencia de publicación — última publicación hace 11 días |
| 12/20 | Historial de versiones — 2 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | github.com/duynguyendang/manglekit |
| ecosystems | go |
| any_deprecated | no |
| min_days_since_publish | 11 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
26
Prácticas de ingeniería
24Crítico
Cómo se puntúa
| 0/24 | Flujos de trabajo de CI |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
Datos de entrada utilizados
| has_ci | no |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentación
30En riesgo
Cómo se puntúa
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 0/15 | Sitio de documentación / página del proyecto |
| 0/10 | Descripción del repositorio |
| 0/10 | Topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | sí |
| has_docs_dir | no |
| has_description | no |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
25
Postura de seguridad
25Crítico
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 — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/29 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 |
| 7.5/7.5 | Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — sin datos |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — sin datos |
| 0/7.5 | Token-Permissions — sin datos |
| 0/7.5 | Vulnerabilities — 30 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 2,5 |
Excluidos de la puntuación (sin datos o no aplicable): 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.
69
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 — 72 de 84 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,857 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — Makefile |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 11/11 | Verificación estática de tipos — Go (tipado estático) |
| 10/10 | Entorno reproducible — lockfile |
| 10/10 | Práctica demostrada con agentes — 16 de los últimos 100 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 | sí |
| lockfiles | go.sum |
| has_dockerfile | no |
| typed_language | sí |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0,16 |
| toolchain_manifests | go.mod |
| 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
100Excelente
Cómo se puntúa
| 45/45 | Código verificable por tipos — Go (tipado estático) |
| 55/55 | Tamaños de archivo manejables — 0/201 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Go |
| largest_source_bytes | 43.903 |
| source_files_sampled | 201 |
| oversized_source_files | 0 |
Datos clave
5estrellas de GitHub
1contribuidores
900commits en los últimos 12 meses
11días desde el último push
3versiones publicadas
1factor bus
0issues abiertas
Goecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Más detalle
OpenSSF Scorecard 2.5 / 10
2.5agregado
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 |
| 0 | CI-Tests | 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/29 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 |
| 10 | Maintained | 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| n/d | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/d | Signed-Releases | no releases found |
| n/d | Token-Permissions | No tokens found |
| 0 | Vulnerabilities | 30 existing vulnerabilities detected |
Dependencias directas 20
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| Go | codeberg.org/TauCeti/mangle-go | v0.5.0 | go.mod |
| Go | github.com/cayleygraph/quad | v1.3.0 | go.mod |
| Go | github.com/dgraph-io/badger/v4 | v4.9.1 | go.mod |
| Go | github.com/firebase/genkit/go | v1.7.0 | go.mod |
| Go | github.com/google/generative-ai-go | v0.20.1 | go.mod |
| Go | github.com/google/jsonschema-go | v0.4.2 | go.mod |
| Go | github.com/google/uuid | v1.6.0 | go.mod |
| Go | github.com/joho/godotenv | v1.5.1 | go.mod |
| Go | github.com/knakk/rdf | v0.0.0-20190304171630-8521bf4c5042 | go.mod |
| Go | github.com/openai/openai-go | v1.12.0 | go.mod |
| Go | github.com/sashabaranov/go-openai | v1.41.2 | go.mod |
| Go | github.com/spf13/cobra | v1.10.2 | go.mod |
| Go | github.com/stretchr/testify | v1.11.1 | go.mod |
| Go | go.opentelemetry.io/otel | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/exporters/stdout/stdouttrace | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/metric | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/sdk | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/trace | v1.40.0 | go.mod |
| Go | google.golang.org/api | v0.267.0 | go.mod |
| Go | gopkg.in/yaml.v3 | v3.0.1 | go.mod |
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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"body": " Wire Reflect (post-check) into the supervised execution path so output\n is validated against halt(\"Output\", ...) rules after the inner action\n completes. Thread entityID through preCheckContext so VerifyAtoms\n constructs action_operation(\"Output\", ...) for post-check and\n action_oper\n[…]\nhardening: regex works fine for controlled stdlib,\n pinned by TestStdLibShape\n - Load-time reachability lint: Mangle analyzer already rejects\n undeclared predicates at parse/analysis time",
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"headline": " enforcement contract — post-check parity, SDK tests, PII steering",
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"body": " so metadata and action name flow through to the pre-check.\n- ExecuteInternal injects action_operation(\"Req\", intent) and\n meta(K, V) from envelope metadata into the atoms passed to\n VerifyAtoms.\n- supervisedActionV2.Execute passes the full input envelope and uses\n the action's real name instead of hardcoded \"default\".",
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"headline": "remove: sdk/kernel_client.go (dead code, never used)",
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"body": "…cution steering\n\nThree bugs prevented supervised actions from enforcing Datalog policies:\n\n1. VerifyAtoms (sdk_adapter.go:30-35) wrapped input atoms into\nPayload: map[string]any{\"atoms\": atoms}. The engine's evaluateGate\nwould call toMangleFacts on this map, producing garbage facts instead\nof the s\n[…]\nothing called EvaluateSteering, so\nroute/1 rules in blueprints never triggered multi-step routing.\nFixed by calling EvaluateSteering on the result and injecting\nrouting decisions into result.Metadata.",
"is_bot": false,
"headline": "fix(supervisor): reflect input facts into the engine and add post-exe…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-06-02T15:43:00Z",
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{
"oid": "9dd8f177ed9be9d21c81108a9d9b3a0f595d51f7",
"body": "The previous WaitGroup-only approach had a documented violation of\nsync.WaitGroup's contract: Add(1) in asyncMemorize could race with\nWait() in Shutdown, orphaning goroutines when Shutdown observed a zero\ncounter and returned before a concurrent Add completed.\n\nFix: introduce memMu + shuttingDown fl\n[…]\nbsequent Wait.\n- Shutdown is now idempotent (second call returns nil immediately).\n- Five new tests cover the critical paths under -race.\n\nFixes: goroutine leak on concurrent Shutdown + asyncMemorize.",
"is_bot": false,
"headline": "fix(sdk): harden Shutdown vs asyncMemorize race with mutex-guarded flag",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-06-02T06:58:23Z",
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"oid": "2396f0e2b8dcd4fff8c048d28385a013a3381bd5",
"body": "… coverage\n\nF1: MangleRuntime.ExecuteQuery and QueryWithSolutions now accept\n context.Context. Solver passes timeout ctx to runtime; runtime\n checks ctx.Err() before and after expensive Datalog evaluation.\n WithQueryTimeout(d) on PolicyEngine now actually enforces the\n deadline. All 14 s\n[…]\n uses builder pattern (WithAutoShave) instead\nof direct field access.\nPre-existing failures in internal/engine/ (TestExternalPredicate,\nTestPolicyEngine_Query_AllFeatures) are unrelated and unchanged.",
"is_bot": false,
"headline": "feat(F1,C2,C3,F3,Q1): query timeout, OTel meter, stdlib cleanup, test…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-05-28T02:06:40Z",
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{
"oid": "b7ce5d12b23b55a2e8b4bd1127e8689668915b92",
"body": "…or propagation, teacher-student feedback\n\nB1: Remove dead _ = prompt and misleading comment in orchestrator/loop.go\nB2: Fix feedback key mismatch - adapter checked 'mangle_feedback' instead of\n core.KeyFeedback ('manglekit.feedback'), breaking teacher-student loop\nB3: Fail-closed when policy eng\n[…]\neam returns <-chan StreamChunk\n- adapters/ai/adapter_test.go: mockTextGenerator.Stream returns <-chan StreamChunk\n- cmd/mkit/commands/gen/logic_test.go: MockGenerator.Stream returns <-chan StreamChunk",
"is_bot": false,
"headline": "fix(B1-B6): critical bugs - fail-closed security, race condition, err…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-05-27T05:33:49Z",
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{
"oid": "88ef1943c44bfd4f9754ac2009fb07539f80adc9",
"body": "- Streaming support: DefineStreamingFlow for SSE responses\n- Flow registry: Manage multiple named flows\n- Middleware compatibility: All Genkit 1.7 middleware works with OODA flows",
"is_bot": false,
"headline": "- Traced phases: Each OODA phase shows up in Genkit Dev UI",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-05-06T06:17:35Z",
"body_truncated": false,
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},
{
"oid": "e8ace5feb26da2b65684d2541c00f995f97b308a",
"body": "The knowledge base files in the `kb/` directory have been removed and their contents embedded directly into the kernel files (`internal/kernel/embedded/`). This includes agent definitions, OODA phases, patterns, and validation rules. The `sdk/kernel_client.go` has been updated to ensure dependencies\n[…]\nexternal file dependencies.\n\nBREAKING CHANGE: The `kb/` directory and its files are no longer present. Any external references to these files will break and must be updated to use the embedded kernel.",
"is_bot": false,
"headline": "refactor(kernel): embed knowledge base into kernel for zero-config setup",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-04-13T10:57:27Z",
"body_truncated": true,
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},
{
"oid": "942498eb2b170f77a97ce4510d91f6640663aefb",
"body": null,
"is_bot": false,
"headline": "Kernel Isolation, Profile-Based Loading, Zero-Config OODA",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-04-13T02:45:19Z",
"body_truncated": false,
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},
{
"oid": "86a2a7559b72676c41516d3a96abf32ff22f9274",
"body": null,
"is_bot": false,
"headline": "add planner step",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-04-02T06:28:39Z",
"body_truncated": false,
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},
{
"oid": "81e7572ffb3198530333060426a1bd4d9c20fc9a",
"body": null,
"is_bot": false,
"headline": "implement external predicates",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-30T15:07:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4f207a23a13fc072ea8e625008e34cff3ebcdfa5",
"body": "Introduce SteerKB method for Datalog-backed routing decisions using the ReasoningPort, with fallback to in-memory steering. Add ExecutionObject struct to unify ORIENT phase outputs, including attention sink, context, active rules, and EAST state. Extend CognitiveFrame with knowledge scope fields (GraphID, KBVersion) and builder methods. Update OODA flow to use SteerKB when ReasoningPort is available.",
"is_bot": false,
"headline": "feat(sdk/ooda): add knowledge base integration for EAST steering",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-28T08:10:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "294b37b50db49bb817e4c88e610c8156e8e75fa2",
"body": null,
"is_bot": false,
"headline": "clean up folders",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-27T03:03:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a243407274863c742fe92f9553a14f4ee339174d",
"body": "Introduce the EAST (Entropy, Activity, Saliency, Trust) framework for\ncognitive steering in the OODA loop. This includes:\n\n- New `RunOODA` function for deterministic tool execution (without EAST)\n- New `RunOODAEAST` function for generation tasks with EAST steering,\n including fast-path routing and \n[…]\nsteering, including\n fast-path and retry with feedback\n\nThis also includes a dual memory architecture (AttentionSink for axioms\nand Context for soft facts) and validation functions for both modes.",
"is_bot": false,
"headline": "feat(sdk): add EAST framework and dual OODA loop modes",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-26T08:42:08Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "07d502b9dccae5730832bc2382d0216a8f9408df",
"body": "…tion, and aggregation",
"is_bot": false,
"headline": "feat: add Datalog engine capabilities and tests for comparisons, nega…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-25T05:24:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b23ac2a07b070efda5c5ad78513b29ee69b7c38b",
"body": "…ain-Specific Architect Agent\n\n- Added INDEX.md to outline the structure and purpose of the knowledge base.\n- Created architect.dl defining the architect agent role, capabilities, tasks, and governance rules.\n- Established ooda-phases.dl to define core OODA phases, capabilities, actions, transitions\n[…]\nished validation/rules.dl for generic quality validation rules and severity levels.\n- Created workflows/ooda_workflow.dl to define the generic OODA loop pipeline with nodes, edges, and configurations.",
"is_bot": false,
"headline": "feat: Initialize Manglekit Knowledge Base with OODA Framework and Dom…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-20T02:41:46Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "948eb1b2bcf45f8efaf04bd376e11615d9ae8bce",
"body": "… workflow",
"is_bot": false,
"headline": "feat: implement Architect Agent with dual memory architecture and CSD…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-17T04:57:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "afbe2e60e3cd22cbd54c3af6f5bf01961492d339",
"body": "…for OODA loop",
"is_bot": false,
"headline": "feat: implement transient session store and dual memory architecture …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-17T04:23:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7159ba67b717a1a3f61013283de86574ef43c48d",
"body": "…aces\n\n- Added `frame.go` to define the OODA loop structure and its phases: Observe, Orient, Decide, Act, and Verify.\n- Introduced interfaces for Memory, Brain, and Executor to handle context storage, decision-making, and action execution.\n- Implemented retry logic in the Act phase to handle transie\n[…]\n`interfaces.go` and `session_store.go` to define and implement session state management and workflow execution state storage.\n- Implemented an in-memory session store for transient workflow instances.",
"is_bot": false,
"headline": "Implement OODA Loop Framework with Memory, Brain, and Executor Interf…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-17T03:56:43Z",
"body_truncated": true,
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},
{
"oid": "4854f1aa2450a67e6084250fe0949d7d28732938",
"body": null,
"is_bot": false,
"headline": "comprehensive OODA building guide",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-16T10:24:03Z",
"body_truncated": false,
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},
{
"oid": "b3fe787b3ac7d3d96bbdcb07e5f31ad55259e05d",
"body": null,
"is_bot": false,
"headline": "support temporal features from mangle 0.5",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-13T08:34:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "093f36a816614a7e0a7a806f6aacb3c354d2615f",
"body": "merge latest code",
"is_bot": false,
"headline": "Merge pull request #28 from duynguyendang/dev",
"author_name": "duynguyendang",
"author_login": "duynguyendang",
"committed_at": "2026-03-10T02:26:36Z",
"body_truncated": false,
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},
{
"oid": "c0104401756604cfe8b99c5fafcf135880172636",
"body": "…ator, domain types, and system ports.",
"is_bot": false,
"headline": "feat: implement OODA loop architecture with core interfaces, orchestr…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-08T03:02:50Z",
"body_truncated": false,
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},
{
"oid": "a0f8a8f7dd067775cec36095d8c02fbe974197d6",
"body": null,
"is_bot": false,
"headline": "refactor: update Go import paths from -wip to the main repository name.",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-03T08:07:43Z",
"body_truncated": false,
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},
{
"oid": "46f51475acf66b51e6c75779626d688d10818f36",
"body": null,
"is_bot": false,
"headline": "chore: update module name to github.com/duynguyendang/manglekit",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-03T03:47:44Z",
"body_truncated": false,
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},
{
"oid": "60757c048267696866a9269c70433a493363e3f7",
"body": "- Add Quad, Atom, ViolationRule types to core/types.go\n- Add ContextFacts and Violations to core.Envelope\n- Update domain package to use core types via aliases\n- Add custom error types: PolicyViolationError, SupervisorError\n- Improve reflection in structToFacts for nested types, maps, slices\n- Fix constants duplication (OutcomeProceed -> DecisionProceed)\n- Update README with accurate documentation",
"is_bot": false,
"headline": "refactor: consolidate domain models and improve error handling",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-03T03:45:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "090bcc9fc49f3630e04a1eecbd07c7bddea5bd6c",
"body": "…internal components, and clean up numerous examples.",
"is_bot": false,
"headline": "feat: Introduce core domain, logic, and adapter structures, refactor …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-02-26T02:02:17Z",
"body_truncated": false,
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},
{
"oid": "ff16aedb2034329bb89cbf9fa3fa92a5e76d1705",
"body": null,
"is_bot": false,
"headline": "update openai",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-15T15:36:48Z",
"body_truncated": false,
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},
{
"oid": "5bedbb5ac6458bef84bfa74b76dbdc75e05521e1",
"body": "Updated environment variables to use separate keys for different purposes:\n- .env.example: Added OPENAI_LLM_API_KEY and OPENAI_EMBEDDING_API_KEY\n- examples/hybrid_rag/main.go: Changed to use OPENAI_EMBEDDING_API_KEY for embedder",
"is_bot": false,
"headline": "feat: Separate API keys for embedding and LLM",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-02T07:43:35Z",
"body_truncated": false,
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},
{
"oid": "2697d38c148a76b4fbfcec75ac01c6e197f26666",
"body": "Added OpenAI embedder implementation and updated hybrid_rag example to use OpenAI-compatible APIs:\n- providers/openai/embedder.go: New OpenAI embedder implementing core.Embedder\n- examples/hybrid_rag/main.go: Migrated from Google to OpenAI embedder\n- docs/CONTEXT.md: Updated with new component documentation and changelog",
"is_bot": false,
"headline": "chore(context): auto-sync CONTEXT.md after code change",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-02T07:22:07Z",
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},
{
"oid": "51c194c34e939eda1f392ba53bc8f2a4dce7c69f",
"body": "…eatures\n\n- Added Manglekit Context Engine (MCE) specification document outlining a proactive and autonomous context management system.\n- Implemented a Tiered Cognitive Memory (TCM) architecture to address memory decay and token budget issues.\n- Developed a Neuro-Symbolic Pipeline for enhanced retri\n[…]\nControl with transitive relationships and security labels.\n - Multi-file Policy Loading for modular policy organization.\n- Updated documentation and examples to reflect new features and improvements.",
"is_bot": false,
"headline": "feat: Introduce Manglekit Context Engine (MCE) architecture and new f…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-02T06:21:18Z",
"body_truncated": true,
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},
{
"oid": "51a744ad40a2bd69c87bc5c0c03abda245515381",
"body": "…ty labels\n\n- Updated access_graph.nq to define user-group relationships, project ownership, document nesting, and security levels.\n- Expanded knowledge.json to include detailed descriptions for new documents.\n- Modified main.go to implement security label propagation and added PII detection scenarios.\n- Enhanced policy.dl to support complex transitive access control rules and refined access control logic.",
"is_bot": false,
"headline": "feat: Enhance access control with transitive relationships and securi…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-01T07:41:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b7d0946edb52b52eccf0b9d12fadf0f3b3480f8",
"body": "- Added Gherkin parser and compiler to convert Gherkin feature files into Datalog.\n- Created step definitions for Gherkin steps, enabling mapping to Datalog templates.\n- Developed unit tests for Gherkin parsing, step matching, and Datalog generation.\n- Implemented integration tests for the policy en\n[…]\nne to validate Gherkin policy loading and assessment.\n- Enhanced error handling for invalid Gherkin syntax and missing steps.\n- Updated Datalog resources to include new predicates for Gherkin actions.",
"is_bot": false,
"headline": "feat: Implement Gherkin-based policy engine with comprehensive tests",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T08:38:31Z",
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{
"oid": "4afe6fd4d24d30c3c9c0eb3d6dae3ee2ebf65f33",
"body": "…and `DurableStateManager` for checkpointing and hydration.",
"is_bot": false,
"headline": "feat: Introduce durable session state management with `SessionState` …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T07:06:03Z",
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},
{
"oid": "fb8aba5ef7a97520e4aa44233f28bfab4e5b9a13",
"body": null,
"is_bot": false,
"headline": "feat: Add high-level design documentation for Durable State Manager v2.0",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T06:09:03Z",
"body_truncated": false,
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},
{
"oid": "595086991dd5cdb9627deb32564e710200bb1361",
"body": "…in documentation and code",
"is_bot": false,
"headline": "feat: Update architecture description and error handling terminology …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T05:57:40Z",
"body_truncated": false,
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{
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"body": "…into dev",
"is_bot": false,
"headline": "Merge branch 'dev' of https://github.com/duynguyendang/manglekit-wip …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T03:28:21Z",
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"headline": "docs: Update code review report with latest findings and status",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T03:28:16Z",
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},
{
"oid": "15f3a8a512c7acdb11caf85ffcb88a28099d1161",
"body": "…10882362669851189619\n\nEnable Multi-File Policy Loading",
"is_bot": false,
"headline": "Merge pull request #334 from duynguyendang/multi-file-policy-loading-…",
"author_name": "duynguyendang",
"author_login": "duynguyendang",
"committed_at": "2025-12-26T08:26:26Z",
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},
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"body": "- Updated `sdk.Client.LoadPolicy` to accept variadic file paths, concatenating them into a single policy string.\n- Updated `cmd/mkit/commands/eval` to support multiple `-p` / `--policy` flags using a custom `stringSlice` flag type.\n- Verified that cross-file predicates are correctly resolved by the engine.",
"is_bot": true,
"headline": "feat: Enable multi-file policy loading in SDK and CLI",
"author_name": "google-labs-jules[bot]",
"author_login": "google-labs-jules[bot]",
"committed_at": "2025-12-26T08:25:23Z",
"body_truncated": false,
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{
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"body": "…func adapter import.",
"is_bot": false,
"headline": "feat: Load environment variables from .env using godotenv and rename …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-25T03:26:00Z",
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},
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"oid": "5ba346102beadac758dca80fadb48aee3747f942",
"body": "…45669835149\n\nImplement Reverse Reflection (FromFacts)",
"is_bot": false,
"headline": "Merge pull request #332 from duynguyendang/jules-from-facts-153416082…",
"author_name": "duynguyendang",
"author_login": "duynguyendang",
"committed_at": "2025-12-24T17:02:06Z",
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"is_coding_agent": false
},
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"body": "- Added `internal/engine/reconstruction.go` implementing `FromFacts[T]`.\n- Added `internal/engine/parse/atom.go` for Datalog fact parsing.\n- Implemented robust parsing for quoted strings with commas.\n- Added `internal/engine/reconstruction_test.go` with full test coverage.\n- Supports `json_str`, `json_num`, `json_bool`, `json_link`, and `triple` predicates.\n- Handles recursive hydration of nested structs and slices.",
"is_bot": true,
"headline": "Implement FromFacts reverse reflection for Datalog",
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},
{
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"body": "…7723391381614\n\nfeat: Add Hybrid RAG Access Control Example and Engine Enhancements",
"is_bot": false,
"headline": "Merge pull request #331 from duynguyendang/hybrid-rag-example-1621857…",
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{
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}
],
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},
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"full_name": "duynguyendang/manglekit",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 — Go.