Registro público
Informe de salud del softwareesquema 0.23.0 · métricas 1.13.0 · 2026-07-21 21:11 UTC

jacob-bd / perplexity-web-mcp

MCP server and Anthropic API-compatible interface for Perplexity AI web interface

JavaScriptMIT★ 149 estrellas⑂ 21 forksdesde feb 2026Ver en GitHub ↗

jacob-bd/perplexity-web-mcp tiene un índice de salud de 60 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (82/100) y la más baja, Security (27/100). Se actualizó por última vez hoy. Una sola persona concentra la mayor parte del trabajo reciente.

60
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.

60
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

Jacob BDCuenta personal
336 seguidores19 repositorios públicosdesde feb 2019

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

RegistroPaqueteVersiónDescargas / mesVersionesÚltima publicaciónEtiquetas
PyPIperplexity-web-mcp-cli0.14.2179945hace 6 díasperplexityaimcpanthropicapiclient

Métricas por categoría

Vitalidad

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

82Bueno · 22% del índice global
Cómo se puntúa
36/36Recencia de push — último push hace 0 días
12.5/36Cadencia de commits — 18/52 semanas con commits
18/18Volumen de commits — 148 commits en el último año
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
Datos de entrada utilizados
commits_last_year148
human_commit_share1
days_since_last_push0
active_weeks_last_year18
Cómo se puntúa
27/27Publica versiones — 47 versiones publicadas
36/36Recencia de las versiones — última versión hace 6 días
27/27Cadencia de publicación — una versión cada ~7,3 días
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Datos de entrada utilizados
releases_count47
latest_release_tagv0.14.2
releases_from_tagsno
days_since_latest_release6
mean_days_between_releases7,3

Comunidad y Adopción

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

49En riesgo · 18% del índice global
Cómo se puntúa
35.2/60Estrellas — 149 estrellas
10.8/25Forks — 21 forks
0/15Observadores — 2 observadores
Datos de entrada utilizados
forks21
stars149
watchers2
growth_stateorganic
growth_factor_pct100
Cómo se puntúa
22.5/22.5README
22.5/22.5Licencia — licencia reconocida (MIT)
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
43.4/80Descargas mensuales — 1799 descargas/mes en pypi
0/20Dependientes en el registro — no lo informa este ecosistema
Datos de entrada utilizados
packagesperplexity-web-mcp-cli
dependents
ecosystemspypi
total_downloads
monthly_downloads1799
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?

60Moderado · 24% del índice global
Cómo se puntúa
9/54Factor bus — la mitad de los commits recae en 1 contribuyente(s)
0/22.5Distribución de commits — el principal contribuyente firma el 100% de los commits
1.4/13.5Amplitud de contribuyentes — 1 contribuyentes
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Datos de entrada utilizados
bus_factor1
contributors_sampled1
top_contributor_share1
Cómo se puntúa
46.8/46.8Resolución de issues — 100% de issues cerradas
38.2/38.3Aceptación de PR — 2/2 PR decididos fusionados
0/15OpenSSF Scorecard: Code-Review — Found 1/30 approved changesets -- score normalized to 0
Datos de entrada utilizados
merged_prs2
open_issues0
closed_issues14
issue_closed_ratio1
closed_unmerged_prs0
Cómo se puntúa
10/30Respaldo de la propiedad — cuenta personal (usuario)
0/20Dominio verificado — no aplicable a cuentas de usuario
18.2/25Alcance del propietario — 336 seguidores de jacob-bd
21.5/25Trayectoria — 19 repos públicos, cuenta de ~7 años
Datos de entrada utilizados
followers336
owner_typeUser
is_verified
owner_loginjacob-bd
public_repos19
account_age_days2714
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Cómo se puntúa
25/25Publicado y resoluble — 1 paquete(s) en pypi
35/35Recencia de publicación — última publicación hace 6 días
20/20Historial de versiones — 45 versiones en el registro
20/20No obsoleto — activo, ni obsoleto ni retirado
Datos de entrada utilizados
packagesperplexity-web-mcp-cli
ecosystemspypi
any_deprecatedno
min_days_since_publish6

Calidad de Ingeniería

¿Existen unas prácticas mínimas de ingeniería y documentación?

70Bueno · 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
9.6/9.6Hooks de pre-commit
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
Datos de entrada utilizados
has_ci
has_tests
has_editorconfigno
has_linter_config
has_precommit_config

Documentación

65Moderado
Cómo se puntúa
30/30README
25/25Directorio de documentación
0/15Sitio de documentación / página del proyecto
10/10Descripción del repositorio
0/10Topics
0/10Wiki
Datos de entrada utilizados
topics
has_wikino
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?

27Crítico · 16% del índice global
Cómo se puntúa
0/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 1/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Licencia — license file detected
7.5/7.5Maintained — 30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
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 — Project has not signed or included provenance with any releases.
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 48 existing vulnerabilities detected
Datos de entrada utilizados
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate2,7
Excluidos de la puntuación (sin datos o no aplicable): packaging. 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.

72Bueno · 0% del índice global
Cómo se puntúa
45/45Instrucciones para agentes — AGENTS.md, CLAUDE.md
0/15Documentación legible por máquinas (llms.txt)
40/40Historial de commits legible — 89 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo)
Datos de entrada utilizados
has_llms_txtno
legible_history_share0,89
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes3987
Cómo se puntúa
18/18Arranque con un solo comando — Justfile
22/22Pruebas automatizadas
11/11Configuración de lint / formato
11/11Verificación estática de tipos — pyrightconfig.json, src/perplexity_web_mcp/py.typed
10/10Entorno reproducible — lockfile
10/10Práctica demostrada con agentes — 19 de los últimos 100 commits con autoría o crédito de agente
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
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesJustfile
has_devcontainerno
has_linter_config
typecheck_configspyrightconfig.json, src/perplexity_web_mcp/py.typed
agent_commit_share0,19
toolchain_manifests
dependency_bot_commit_share0
Cómo se puntúa
27/45Código verificable por tipos — JavaScript con configuración de verificación de tipos (pyrightconfig.json, src/perplexity_web_mcp/py.typed)
43.7/55Tamaños de archivo manejables — 404/1966 archivos fuente de más de 60 KB
Datos de entrada utilizados
primary_languageJavaScript
largest_source_bytes4.197.994
source_files_sampled1966
oversized_source_files404
Cómo se puntúa
0/40Esquema de API (OpenAPI/GraphQL/proto)
20/20Servidor MCP
0/40Ejemplos ejecutables
Datos de entrada utilizados
example_dirs
has_mcp_signal
api_schema_files

Datos clave

149estrellas de GitHub
1contribuidores
148commits en los últimos 12 meses
0días desde el último push
47versiones publicadas
1factor bus
0issues abiertas
PyPIecosistemas de paquetes

Advertencias de recopilación de datos

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:perplexity-web-mcp-cli@0.14.2; advisories assessed against the repository dependency graph instead

Más detalle

Historial de estrellas y forks 149 ★ / 21 ⇿
149Estrellas
21Forks
21Versiones

Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.

025507510012515014921122026-032026-052026-07
Mayor 0Menor 5Parche 16
OpenSSF Scorecard 2.7 / 10
2.7agregado

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 · 2026-07-21 21:10 UTC

0Binary-Artifactsbinaries present in source code
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 1 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10
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
0Signed-ReleasesProject has not signed or included provenance with any releases.
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities48 existing vulnerabilities detected
Dependencias directas 13
RegistroPaqueteRestricción de versiónManifiesto
PyPIcurl-cffi>=0.15.0,<1.0pyproject.toml
PyPIloguru>=0.7.3,<1.0pyproject.toml
PyPIorjson>=3.11.6,<4.0pyproject.toml
PyPIpydantic>=2.12.5,<3.0pyproject.toml
PyPItenacity>=9.1.2,<10.0pyproject.toml
PyPItomli>=2.0.0,<3.0pyproject.toml
PyPIpython-dotenv>=1.0.0,<2.0pyproject.toml
PyPIrich>=13.0.0,<15.0pyproject.toml
PyPIrich-click>=1.8pyproject.toml
PyPIfastmcp>=2.14.4,<3.0pyproject.toml
PyPIfastapi>=0.115.0,<1.0pyproject.toml
PyPIuvicorn>=0.30.0,<1.0pyproject.toml
PyPIhttpx>=0.27.0,<1.0pyproject.toml
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
{
  "data": {
    "repo": {
      "topics": [],
      "is_fork": false,
      "size_kb": 156396,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "CSS": 16550,
        "HTML": 9096,
        "Just": 290,
        "Python": 655895,
        "PureBasic": 3236,
        "JavaScript": 14792718
      },
      "pushed_at": "2026-07-21T21:06:58Z",
      "created_at": "2026-02-04T01:26:17Z",
      "owner_type": "User",
      "updated_at": "2026-07-21T21:07:19Z",
      "description": "MCP server and Anthropic API-compatible interface for Perplexity AI web interface",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "JavaScript",
      "significant_languages": [
        "JavaScript"
      ]
    },
    "owner": {
      "blog": "https://t.me/genaispot",
      "name": "Jacob BD",
      "type": "User",
      "login": "jacob-bd",
      "company": null,
      "location": "Toronto, ON, Canada",
      "followers": 336,
      "avatar_url": "https://avatars.githubusercontent.com/u/47641890?v=4",
      "created_at": "2019-02-14T18:22:29Z",
      "is_verified": null,
      "public_repos": 19,
      "account_age_days": 2714
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.14.2",
          "kind": "patch",
          "published_at": "2026-07-15T02:37:25Z"
        },
        {
          "tag": "v0.14.1",
          "kind": "patch",
          "published_at": "2026-07-07T21:01:56Z"
        },
        {
          "tag": "v0.14.0",
          "kind": "minor",
          "published_at": "2026-07-03T19:24:37Z"
        },
        {
          "tag": "v0.13.0",
          "kind": "minor",
          "published_at": "2026-06-29T21:53:03Z"
        },
        {
          "tag": "v0.12.4",
          "kind": "patch",
          "published_at": "2026-06-14T20:11:38Z"
        },
        {
          "tag": "v0.12.3",
          "kind": "patch",
          "published_at": "2026-06-14T14:33:37Z"
        },
        {
          "tag": "v0.12.2",
          "kind": "patch",
          "published_at": "2026-06-10T14:28:56Z"
        },
        {
          "tag": "v0.12.1",
          "kind": "patch",
          "published_at": "2026-05-22T20:13:55Z"
        },
        {
          "tag": "v0.12.0",
          "kind": "minor",
          "published_at": "2026-05-17T18:25:06Z"
        },
        {
          "tag": "v0.11.2",
          "kind": "patch",
          "published_at": "2026-05-09T23:39:10Z"
        },
        {
          "tag": "v0.11.1",
          "kind": "patch",
          "published_at": "2026-05-09T21:54:59Z"
        },
        {
          "tag": "v0.11.0",
          "kind": "minor",
          "published_at": "2026-05-09T21:44:44Z"
        },
        {
          "tag": "v0.10.8",
          "kind": "patch",
          "published_at": "2026-05-08T00:52:12Z"
        },
        {
          "tag": "v0.10.7",
          "kind": "patch",
          "published_at": "2026-04-27T19:15:38Z"
        },
        {
          "tag": "v0.10.6",
          "kind": "patch",
          "published_at": "2026-04-26T16:53:43Z"
        },
        {
          "tag": "v0.10.5",
          "kind": "patch",
          "published_at": "2026-04-23T02:11:01Z"
        },
        {
          "tag": "v0.10.4",
          "kind": "patch",
          "published_at": "2026-04-22T21:16:39Z"
        },
        {
          "tag": "v0.10.3",
          "kind": "patch",
          "published_at": "2026-04-21T21:23:39Z"
        },
        {
          "tag": "v0.10.2",
          "kind": "patch",
          "published_at": "2026-04-14T20:13:16Z"
        },
        {
          "tag": "v0.10.1",
          "kind": "patch",
          "published_at": "2026-04-14T17:44:32Z"
        },
        {
          "tag": "v0.10.0",
          "kind": "minor",
          "published_at": "2026-03-21T20:19:43Z"
        },
        {
          "tag": "v0.9.5",
          "kind": "patch",
          "published_at": "2026-03-16T18:21:11Z"
        },
        {
          "tag": "v0.9.4",
          "kind": "patch",
          "published_at": "2026-03-14T23:44:50Z"
        },
        {
          "tag": "v0.9.3",
          "kind": "patch",
          "published_at": "2026-03-13T22:02:20Z"
        },
        {
          "tag": "v0.9.2",
          "kind": "patch",
          "published_at": "2026-03-12T19:23:23Z"
        },
        {
          "tag": "v0.9.1",
          "kind": "patch",
          "published_at": "2026-03-12T01:54:04Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2026-03-11T16:38:01Z"
        },
        {
          "tag": "v0.8.3",
          "kind": "patch",
          "published_at": "2026-03-08T18:34:44Z"
        },
        {
          "tag": "v0.8.2",
          "kind": "patch",
          "published_at": "2026-03-05T23:03:33Z"
        },
        {
          "tag": "v0.8.1",
          "kind": "patch",
          "published_at": "2026-03-05T21:12:26Z"
        },
        {
          "tag": "v0.8.0",
          "kind": "minor",
          "published_at": "2026-03-05T20:44:26Z"
        },
        {
          "tag": "v0.7.2",
          "kind": "patch",
          "published_at": "2026-03-01T19:17:40Z"
        },
        {
          "tag": "v0.7.1",
          "kind": "patch",
          "published_at": "2026-02-25T16:57:49Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2026-02-25T04:34:12Z"
        },
        {
          "tag": "v0.6.0",
          "kind": "minor",
          "published_at": "2026-02-20T04:27:19Z"
        },
        {
          "tag": "v0.5.9",
          "kind": "patch",
          "published_at": "2026-02-20T03:34:25Z"
        },
        {
          "tag": "v0.5.8",
          "kind": "patch",
          "published_at": "2026-02-20T02:10:12Z"
        },
        {
          "tag": "v0.5.7",
          "kind": "patch",
          "published_at": "2026-02-20T02:02:05Z"
        },
        {
          "tag": "v0.5.6",
          "kind": "patch",
          "published_at": "2026-02-20T00:48:26Z"
        },
        {
          "tag": "v0.5.5",
          "kind": "patch",
          "published_at": "2026-02-18T00:50:54Z"
        },
        {
          "tag": "v0.5.4",
          "kind": "patch",
          "published_at": "2026-02-16T22:38:15Z"
        },
        {
          "tag": "v0.5.3",
          "kind": "patch",
          "published_at": "2026-02-16T22:13:20Z"
        },
        {
          "tag": "v0.5.2",
          "kind": "patch",
          "published_at": "2026-02-16T21:49:00Z"
        },
        {
          "tag": "v0.5.1",
          "kind": "patch",
          "published_at": "2026-02-16T21:40:28Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2026-02-16T21:33:31Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2026-02-16T21:21:40Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2026-02-16T21:12:40Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "480920557fe16eda4173e6cf0a4bf8fa96d57362",
          "body": null,
          "is_bot": false,
          "headline": "Pin setup-uv action release",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-21T21:06:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26bb51674a3a445c9ce24c4483dfcb1299f09104",
          "body": null,
          "is_bot": false,
          "headline": "Stabilize CI environment checks",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-21T21:06:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e23d5c098d974f183613b7f4d2f8d93d70381e68",
          "body": null,
          "is_bot": false,
          "headline": "Fix authentication and add CI",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-21T21:02:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8393214e56fe9f0de593e7ef588b0818b6759dbf",
          "body": null,
          "is_bot": false,
          "headline": "Fix Cloudflare 403 headers and add library toggle (#15)",
          "author_name": "Vitamin4107",
          "author_login": "Vitamin4107",
          "committed_at": "2026-07-21T20:53:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "93cf577cfea208b621555927035ed294f6d5b8d6",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.14.2",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-15T02:36:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8f4f6e28d5f1d5353fff5fb7e1f5d342190ab5a",
          "body": null,
          "is_bot": false,
          "headline": "minor readme update",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-15T01:56:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac9b85c2381336a5400b92a1a2a36829992a809f",
          "body": null,
          "is_bot": false,
          "headline": "docs: plan model roster sync",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-15T01:55:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "866bfe795b08d154e242c1561ad73ff1c3d5c1c5",
          "body": null,
          "is_bot": false,
          "headline": "docs: design strict model roster sync",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-15T01:40:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed38b5d9a4641cec104f99bb6f717cee80dd926c",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.14.1",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-07T21:01:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce27c3896e9ec9e801bc81b8c3d9eed09f109c99",
          "body": "- Catch SourceResolutionError in pplx_council and return formatted string\n- Validate source_focus in pplx_deep_research_start before spawning thread\n- Exclude builtin sources from connector listing via get_connector_sources()\n- Deduplicate connector filter into shared get_connector_sources() helper\n- Fix whitespace-only source_focus defaulting to web instead of raising\n- Tighten connector ID regex to reject trailing underscores\n- Check _BUILTIN_SOURCE_IDS and regex before blocking network call",
          "is_bot": false,
          "headline": "fix: connector source routing edge cases",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-03T17:56:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06c8fb7c8b6f518a4355b50a8b6e782973582c73",
          "body": null,
          "is_bot": false,
          "headline": "chore: prepare 0.14.0 release",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-03T00:21:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b83ec56dff356dcdd6d3a0eeed0f302bcd5cdd99",
          "body": null,
          "is_bot": false,
          "headline": "merge: connector source routing",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-03T00:17:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "111f2da1c91ddc8055cd48db0828251319bd77c1",
          "body": null,
          "is_bot": false,
          "headline": "chore: format cli imports",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:20:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae7af5e9dd8cdd5193dd3cb9e48d4f1d7ad612be",
          "body": null,
          "is_bot": false,
          "headline": "docs: document connector source routing",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:18:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d3db0293f8c8a0d14a334a0e5f1ea4a6080b689",
          "body": null,
          "is_bot": false,
          "headline": "feat: expose connector source ids to mcp clients",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:15:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ee387e12ae2ee01b37807bcfe254b080d95744e",
          "body": null,
          "is_bot": false,
          "headline": "feat: list and validate connector sources",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:14:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2c9862de2a72e66e37f00727ad948b8cc1b1eed9",
          "body": null,
          "is_bot": false,
          "headline": "feat: route council through connector sources",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:12:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c65cacf00e128001d7a90e75161adc15957893c0",
          "body": null,
          "is_bot": false,
          "headline": "feat: pass connector source ids in query payload",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:12:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7e772c48147cda1f11fbd4ffe6553d70ee694a8",
          "body": null,
          "is_bot": false,
          "headline": "feat: resolve connector source ids",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:11:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0b15ada012d110b7bbbf6cb2c7811fee74e205fe",
          "body": null,
          "is_bot": false,
          "headline": "feat: align Perplexity search models",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-07-02T23:09:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe562c6b613f33ee644b0db7fede26076472c949",
          "body": "… models (v0.13.0)",
          "is_bot": false,
          "headline": "feat: Add thread library CLI and MCP tools, switch to strict Pydantic…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-29T21:52:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77c512485639f25b375a3f10d27267bb5c6c29f9",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.12.5 and fix CI formatting",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-26T00:00:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eedf6d9b049aadc47b69987407e30c8c4e491c01",
          "body": null,
          "is_bot": false,
          "headline": "Fix antigravity MCP config path and test mapping (#11)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-25T22:51:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03596d9d76e7a4e2a2298afe23e8b5a4291a60b2",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.12.4 — doctor connectivity check",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-14T20:10:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b830c79328e13e21ced32b603af94b518cc28aa5",
          "body": "Tests /search/new before declaring the installation healthy.\nSurfaces 403s caused by VPN/proxy interference that auth checks miss.\nRefactors cmd_doctor into section helpers to stay under lint limits.",
          "is_bot": false,
          "headline": "fix: add connectivity check to pwm doctor",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-14T20:10:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47d16f8c45f21b0ecd54e34aab68e6bfae7f4370",
          "body": "Nemotron 3 Ultra has replaced Nemotron 3 Super in Perplexity's model roster.\nRetains Super identifier in models.py for reference.",
          "is_bot": false,
          "headline": "feat: upgrade nemotron to Nemotron 3 Ultra 550B (nv_nemotron_3_ultra)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-14T14:32:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a2b528d88b5ea5998562163bfb62239e99816fa",
          "body": "…odel snapshot",
          "is_bot": false,
          "headline": "docs: update all references from Claude Opus 4.7 to 4.8 and refresh m…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-14T14:27:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c88107a22e12aee3982f4daa936cb180d29ec82",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.12.3 — Claude Opus 4.8 and ask command fix",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-14T14:24:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6167883a9a257ff5821f3fa25072cd430b8c8be2",
          "body": "…sion\n\nrich_click 1.9.8 stopped stripping the _cmd suffix from function names\nwhen deriving CLI command names, causing pwm ask to appear as pwm ask-cmd.",
          "is_bot": false,
          "headline": "fix: pin ask command name explicitly to avoid rich_click 1.9.8 regres…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-14T14:14:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "160ff1c993e78e762a4a00c61d634bd641faa76e",
          "body": "…heck",
          "is_bot": false,
          "headline": "style: wrap long line in ai_doc.py to satisfy ruff E501 line length c…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-10T14:14:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db07708946528420875f00a03302bdaf72763393",
          "body": "…mentation to v0.12.2",
          "is_bot": false,
          "headline": "fix: resolve Sonar 2 fallback grounding issues and update skills/docu…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-10T14:01:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "155c3b904570054bef558f2debde9c997e9d174b",
          "body": null,
          "is_bot": false,
          "headline": "docs: add PyPI and Buy Me a Coffee badges",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-06-08T21:47:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ffd6d5e0223e65f9f0362ccff4665c1c1f4d0bf",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.12.1",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-22T20:12:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3468b578e748e63d7164aa15217b027044f7386c",
          "body": "…pport, test fixes",
          "is_bot": false,
          "headline": "chore: release 0.12.0 — council model roster unification, kimi_k26 su…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-17T18:24:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2fa27282c440989d2d418e80c15e06caa2fc3a66",
          "body": "…able as council member",
          "is_bot": false,
          "headline": "fix: derive COUNCIL_MODEL_NAMES from MODEL_NAMES so kimi_k26 is avail…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-17T18:24:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29a1677640b5445d34731e2e53e1f92ea760afda",
          "body": "Fix false-negative tool detection in `pwm skill install all` by replacing\nthe old directory-content heuristic with a two-signal check (binary on PATH\nor root config dir exists). Add Hermes Agent (NousResearch) as a supported\nskill platform. Verified OpenCode uses ~/.config/opencode on both macOS and\nWindows via live SSH check. 11 new unit tests.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "chore: release 0.11.3 — fix skill detection, add Hermes Agent support",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-12T01:05:28Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d1afb83c889416ee9e78567e2f4b324bbb9c83bc",
          "body": "…ase v0.11.2",
          "is_bot": false,
          "headline": "feat: implement /v1/responses fallback for Codex CLI support and rele…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T23:38:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cf641eb8e4bb8f907bb8fb661d500f10f7de11c3",
          "body": null,
          "is_bot": false,
          "headline": "chore: release 0.11.1 with refactoring cleanup",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T21:54:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86b35d0c0e46564b52231a89644102733c2f4b91",
          "body": null,
          "is_bot": false,
          "headline": "docs: update CHANGELOG with missing 0.10.8 notes and recent fixes",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T21:45:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b8b77b7a69467991c1c92933e86129cf9f87853",
          "body": null,
          "is_bot": false,
          "headline": "chore: bump version to 0.11.0 for multi-turn release",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T21:44:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c90a382d35213fa728f4b3d19d3019090ebf66d7",
          "body": null,
          "is_bot": false,
          "headline": "docs: add multi-turn context support to AI docs (pwm --ai)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T21:42:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "890c7c489469981edc40cd807059b7fbd7cba335",
          "body": "Resolves #6 by adding persistent session state using UUIDs and conversational context retention across queries.",
          "is_bot": false,
          "headline": "feat: implement multi-turn conversational context",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T20:38:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e23d9c712bd507cc80ff03eb30a7123239003b1e",
          "body": "curl_cffi 0.14.0's TLS fingerprints are now detected and blocked by\nPerplexity's Cloudflare protection, causing 403 Forbidden errors on all\nqueries. Version 0.15.0 has updated browser fingerprints that pass.\n\nThis was the root cause of the persistent 403 errors reported in #5 —\nthe session token was valid, but the HTTP client's TLS handshake was\nbeing rejected at the CDN level.",
          "is_bot": false,
          "headline": "fix: bump curl-cffi minimum to >=0.15.0 (fixes #5)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T19:41:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c93f070955bac2a65300c18d43704f98b1bf560",
          "body": "- CLI: add rich spinner to research command for visual feedback\n- CLI: write JSON error to stdout on auth/rate-limit failure with --json\n- MCP: add pplx_deep_research_start/pplx_research_status async polling tools\n- MCP: thread-safe task tracking with cleanup on retrieval\n- Keep synchronous pplx_deep_research for backwards compatibility",
          "is_bot": false,
          "headline": "fix: deep research timeout and CLI UX (issue #2)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T19:30:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3c941cc90faa590d85e5187d82f2cc3891ed21d5",
          "body": null,
          "is_bot": false,
          "headline": "docs: update README with new video preview",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-09T18:44:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f242a624c1da743f0c8db09dc4e19ef33a33ecbd",
          "body": "Changes:\n- fix(setup): add claude-desktop to CLIENT_REGISTRY (was missing, causing\n  'Unknown client' error on pwm setup add claude-desktop)\n- style: auto-fix 254 ruff lint issues (imports, whitespace, __all__ sorting)\n- chore: bump version to 0.10.8 in pyproject.toml and manifest.json\n\nAll 381 tests pass. Build verified.",
          "is_bot": false,
          "headline": "release: v0.10.8 — fix claude-desktop setup, auto-fix lint, version bump",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-08T00:51:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9d811e1c7ffdc9bc37ca1b6861cefe3b9a26500b",
          "body": "The config path function _claude_desktop_config_path() existed but\nclaude-desktop was never registered in CLIENT_REGISTRY, causing\n'pwm setup add claude-desktop' to fail with 'Unknown client'.\n\n- Add claude-desktop entry to CLIENT_REGISTRY\n- Add detection logic so it appears in 'pwm setup add all'",
          "is_bot": false,
          "headline": "fix(setup): add claude-desktop to CLIENT_REGISTRY",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-05-08T00:49:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d3fd889326732ee0a49412bcb137edb0e6a7313c",
          "body": "Perplexity renamed Sonar to Sonar 2 (API id still `experimental`). Live\ntesting confirmed Sonar queries consume 1 Pro Search — all docs, skills,\nMCP tool descriptions, CLI help, cost tables, and council math corrected.\nDefault council now documented as 4 Pro Searches (3 models + synthesis).\n\nAdded integration test that verifies Sonar Pro Search consumption by\ncomparing remaining_pro before and after a live query.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "Release v0.10.7: Sonar 2 rename, fix Sonar Pro Search cost documentation",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-27T18:42:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a7babd97447fed4d5567d6630daac16a4a8e8371",
          "body": "- Add GPT-5.5 (gpt55/gpt55_thinking) — Max tier, thinking toggle, council support\n- Add --chairman/chairman param to council for custom synthesis model\n- Fix GPT-5.4 description (latest → versatile), Claude Opus 4.6 → 4.7 in CLI\n- Move COUNCIL_DISPLAY_NAMES and THINKING_TOGGLEABLE to shared.py (single source of truth)\n- Fix kimi_k26 missing from CLI thinking-toggle check\n- Update reference model config snapshot",
          "is_bot": false,
          "headline": "Release v0.10.6: GPT-5.5 model, configurable council chairman",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-26T16:52:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77437833cd48037c6f84c0bab963c7b8c79bfebd",
          "body": null,
          "is_bot": false,
          "headline": "docs: add v0.10.5 changelog",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-23T02:10:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "02925d1fbf19f363fa79c188c750f5137f05e5a0",
          "body": "- Add Moonshot Kimi K2.6 model (standard + thinking variants)\n- Upgrade Claude Opus 4.6 → 4.7 across all layers\n- Remove pre-flight rate limit block (Perplexity API reports inaccurate zeros)\n- Fix pwm usage crash when subscription_tier is None\n- Hoist council display names and thinking-toggleable set to module level\n- Remove dead council pre-flight loop and redundant invalidate_rate_limits call\n- Update SKILL.md and models.md with Kimi, Claude 4.7, and cost clarification",
          "is_bot": false,
          "headline": "Release v0.10.5: Kimi K2.6, Claude 4.7 Opus, rate limit fix",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-23T02:08:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3208ee47c73923e6c255db3bb1490ad8d445a19a",
          "body": "- Update model registry definitions in models.py\n- Update council configurations to use 4.7 Opus\n- Update CLI, API, and MCP server mappings\n- Sync model maps in shared.py\n- Fix test assertions in test_council.py, test_rate_limits.py, and test_shared.py",
          "is_bot": false,
          "headline": "chore: migrate Claude model configuration from 4.6 to 4.7 Opus",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-23T01:18:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5752b6b7c6d07062bc051f4776f78f633c7c3ad7",
          "body": "Enable extended thinking for all council models via --thinking / -t flag\n(CLI) or thinking=True (MCP tool). When enabled with default models, uses\nCOUNCIL_DEFAULT_MODELS_THINKING (GPT-5.4 Thinking, Claude Opus 4.6\nThinking, Gemini 3.1 Pro). Custom model lists resolve each model with\nthe thinking flag via resolve_model(). 10 new tests.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: add thinking control to Model Council (v0.10.4)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-22T21:16:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "12515ff199e952117b8a514fb18889fafd00c19d",
          "body": "…t fix\n\n- fix: pwm hack claude -m flag passthrough (Issue #4, thanks @garthgoodson)\n- feat: inject type/status frontmatter for alef-agent skill installs\n- fix: relax upload_limit assertion in integration test (>= 0 not > 0)",
          "is_bot": false,
          "headline": "Release v0.10.3: fix hack -m passthrough, Alef Agent frontmatter, tes…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-21T21:23:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9449fbf39d8ca1b109df5abbe8f0648af728e89a",
          "body": "Updates skill target name, path (~/.alef-agent/workspace/skills/),\nand all references across CLI, README, and CHANGELOG.",
          "is_bot": false,
          "headline": "feat: rename cc-claw to alef-agent skill platform (v0.10.2)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-14T20:08:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23179f383e0cc84bc000378c07bbd6ac670ebeed",
          "body": "- Rename skill from querying-perplexity to perplexity-web-mcp to match folder name\n- Collapse multi-line YAML block scalar (>-) to single quoted string for CC-Claw compatibility\n- Sync SKILL.md metadata version to 0.10.1",
          "is_bot": false,
          "headline": "fix: correct skill frontmatter — name and description format",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-04-14T17:44:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f4fb1edffdb16ace9da8a63afeba0b88293dc48",
          "body": null,
          "is_bot": false,
          "headline": "docs: credit @dangeReis for Model Council (PR #1)",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-21T20:18:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f00f3b45d46aeab59b60ac5871124715595302f3",
          "body": "- Model Council: parallel multi-model queries with Sonar synthesis\n  - pplx_council MCP tool (17 tools total)\n  - pwm council CLI command\n  - Interactive model selection UX for AI agents\n- Usage-Based Credits: /rest/billing/credits endpoint\n  - Credits/CreditGrant dataclasses with cached fetching\n  \n[…]\nkdown\n- pwm usage: Rich tables with color-coded remaining counts\n- Updated: SKILL.md, ai_doc, CLAUDE.md, README, quickstart\n- 11 new council tests + updated usage tests\n- Version bump: 0.9.5 -> 0.10.0",
          "is_bot": false,
          "headline": "feat: Model Council + Usage-Based Credits + prettified pwm usage",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-21T20:18:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d7a3b96d1a3f245e2c369446dd8a158bfe8abf4c",
          "body": "feat: Model Council — parallel multi-model queries with synthesis",
          "is_bot": false,
          "headline": "Merge pull request #1 from dangeReis/feature/model-council",
          "author_name": "Jacob Ben-David",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-21T20:16:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10fd45d2c30cab38334b8130873ad5472e01652e",
          "body": "Adds a new pplx_council MCP tool that queries multiple AI models in parallel\n(default: GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro) and synthesizes their\nresponses into a unified consensus using Sonar (free, no Pro quota cost).\n\nKey features:\n- Concurrent model execution via ThreadPoolExecutor\n- Custom\n[…]\n_mcp/mcp/server.py: Add pplx_council tool\n- src/perplexity_web_mcp/shared.py: Add council_ask wrapper\n- src/perplexity_web_mcp/__init__.py: Export council types\n- tests/test_council.py (new): 22 tests",
          "is_bot": false,
          "headline": "feat: add Model Council — parallel multi-model queries with synthesis",
          "author_name": "Ruslan Sivak",
          "author_login": null,
          "committed_at": "2026-03-21T04:13:25Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b502f8feea70f696dcff8f2a6073cae020a27e09",
          "body": null,
          "is_bot": false,
          "headline": "Update project title in README.md",
          "author_name": "Jacob Ben-David",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-20T21:59:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "674d40f90798ad4058a5e541e7b58c1d4a6ce99c",
          "body": null,
          "is_bot": false,
          "headline": "docs: update repository social preview image",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-20T21:57:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d8b230d9b42d52ccb77e8786df2148e46fa47d55",
          "body": null,
          "is_bot": false,
          "headline": "docs: add unofficial API disclaimer and risk warning to README",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-19T23:40:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7362af36084b0e6880555b8dddd4b144b1a120f1",
          "body": null,
          "is_bot": false,
          "headline": "docs: move demo thumbnail below headline",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-17T15:36:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8bcebcfd540771728d645ad0edc7bfa0469473c1",
          "body": null,
          "is_bot": false,
          "headline": "docs: add YouTube demo overview thumbnail to README",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-17T15:34:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b935633277a8d8ce408647fc3aeaa6d4840612e",
          "body": "- fix: pwm hack claude now preserves ~/.claude/settings.json (prevents /model corruption)\n- feat: OpenCode MCP setup support (pwm setup add/remove opencode)\n- feat: verify hints after claude-code and codex MCP setup\n- fix: Claude Code setup checks both stdout and stderr for 'already exists'\n- fix: README model count corrected\n- 5 new tests for settings guard (352 total)",
          "is_bot": false,
          "headline": "release: v0.9.5 — settings guard for pwm hack claude",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-16T18:20:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0540ff8db4cc434c72fcd2dec5a7fb0abe86b97c",
          "body": "OpenCode uses a different config format (mcp key, array commands,\ntype:local) at ~/.config/opencode/opencode.json, requiring custom\nhandlers analogous to Claude Code and Codex.\n\n- Add _opencode_config_path, _setup_opencode, _remove_opencode\n- Wire into all routing: setup_add, setup_remove, _setup_all,\n  _remove_all, setup_list, _detect_tool, _is_already_configured\n- Add 3 new tests (add, already-configured, remove)\n- All 36 tests pass",
          "is_bot": false,
          "headline": "feat: add OpenCode support to pwm setup add/remove/list",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-16T02:59:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "774de2caf820a1f19fc88e7365607d6d8b021eb3",
          "body": "…ssage\n\nclaude mcp add returns exit code 1 with the 'already exists' message\non stdout (not stderr), causing setup to incorrectly report failure.",
          "is_bot": false,
          "headline": "fix: check both stdout and stderr for Claude Code 'already exists' me…",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-16T02:21:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a3d83ba234cb5f6d8f5003829c4605f33726b06",
          "body": "Updated the number of models listed from 8 to 6.",
          "is_bot": false,
          "headline": "Correct model count in README",
          "author_name": "Jacob Ben-David",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-16T01:01:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95d1dcab7795899c28d51ca0d33148a8229705ce",
          "body": "CLI-based tools (claude mcp add, codex mcp add) now show a verify\ncommand hint after successful setup, matching the pattern of JSON-based\ntools that show their config file path.",
          "is_bot": false,
          "headline": "setup: show verify hints for Claude Code and Codex CLI after MCP add",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-15T00:23:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98ab894ef9a1758a9a454b57e59c9668def035ff",
          "body": "…t fixes\n\nAdded:\n- CC-Claw as 9th skill platform (pwm skill install cc-claw)\n- docs/quickstart.md — install, auth, first query, MCP setup guide\n\nFixed:\n- Hardcoded personal path in model-update workflow\n- Desktop extension manifest version (0.9.0 → 0.9.4)\n- Skill SKILL.md and references synced from data/ (v0.9.1 → v0.9.4)\n\nChanged:\n- docs/ un-gitignored (only docs/plans/ remains ignored)\n- Internal planning documents removed",
          "is_bot": false,
          "headline": "v0.9.4: cc-claw skill platform, quickstart guide, public release audi…",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-14T23:44:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8fe3018b6c168faea86702474964e5a09f6e1fd6",
          "body": "Updated gemini-cli skill target from ~/.gemini/skills/ to ~/.agents/skills/ to align with Gemini CLI v0.33.1+ which prioritizes the .agents/skills/ directory. Detection now checks for the gemini binary in PATH.",
          "is_bot": false,
          "headline": "v0.9.3: Gemini CLI skill path migrated to .agents/skills/",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-13T22:01:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bde124eeb27db3a5bc032f3a1dc733eb45dc5b03",
          "body": "Codex MCP setup now uses `codex mcp add` with config.toml fallback\ninstead of redirecting to skill install. Added \"other\" skill export\ntarget. README updated to reflect current models (8) and tools (16).\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "release: v0.9.2 — full tool parity for skill install and MCP setup",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-12T19:22:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ccec1f90eca1fe42c8edf5a328d9e314297e78c3",
          "body": "Models removed (no longer in Perplexity UI):\n- GPT-5.2 (gpt52 / gpt52_thinking)\n- Gemini 3 Flash (gemini30flash / gemini30flash_high)\n- Grok 4.1 (grok41nonreasoning / grok41reasoning)\n- Kimi K2.5 (kimik25thinking)\n\nModel added:\n- NVIDIA Nemotron 3 Super 120B (nv_nemotron_3_super) — reasoning-only\n\nMCP tool count: 21 → 16 (removed 7, added 1)\n\nAlso adds:\n- scripts/detect_model_changes.py for automated model change detection\n- .agents/workflows/model-update.md workflow for future updates",
          "is_bot": false,
          "headline": "v0.9.1: Add Nemotron 3 Super, remove GPT-5.2/Gemini Flash/Grok/Kimi",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-12T01:53:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "634221cfd11d83ac8fef8b784e59cf604d1411d0",
          "body": "Add comprehensive quota awareness across all AI-facing surfaces to prevent\nagents from exhausting Pro Search quotas on simple lookups.\n\n- Quota footer on every direct tool response (remaining counts + warnings)\n- Cost labels on all 17 MCP tool docstrings (FREE / 1 Pro / 1 Research)\n- Rewritten MCP s\n[…]\nd with cost table, classification rubric, decision flowchart\n- New QUOTA-AWARE QUERYING section in pwm --ai reference doc\n- mcp-tools.md reference updated with per-tool cost summary\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "release: v0.9.0 — quota-aware AI agent usage protocol",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-11T16:37:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ec6e5946c43faf604e59bd1a90e7c88d8b263c4f",
          "body": "…CP extension\n\n- Convert entire CLI to Click + rich-click for colored help output\n- Add 'pwm setup add all' — interactive multi-tool MCP setup\n- Add 'pwm setup remove all' — batch removal with confirmation\n- Add Claude Desktop .mcpb extension (desktop-extension/ + scripts/build_mcpb.py)\n- Fix Codex \n[…]\nia .mcpb extension)\n- Update MCP tool count to 21 across all docs (was 17)\n- Add GPT-5.4 and pplx_smart_query to README and ai_doc.py\n- Publish workflow: auto-build and upload .mcpb to GitHub releases",
          "is_bot": false,
          "headline": "feat: v0.8.3 — rich-click CLI, setup add/remove all, Claude Desktop M…",
          "author_name": "jacob-bd",
          "author_login": null,
          "committed_at": "2026-03-08T18:34:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c2d4f3e2c86f5a5f740378330e0f82dd267abd0a",
          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "ci: add workflow_dispatch trigger to publish workflow",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T22:46:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b058ffe21099bf328373f9a1c6788b556305dc34",
          "body": "…elves\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "fix: skill install all detection — ignore directories we created ours…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T22:41:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "485abb64c2a2215c6b0b8bf1830ba2c2aabbe788",
          "body": "- `pwm skill install all` installs to all detected tools on the system\n- `pwm skill update` now shows full breakdown (updated/current/not installed)\n- `pwm skill install --help` no longer errors as \"Unknown tool\"\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: skill install all, improved update output, --help fix",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T21:11:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ad4b302c7aa95bb245b70c6cd4964bc80adb53a",
          "body": "Made-with: Cursor",
          "is_bot": false,
          "headline": "release: v0.8.0 — GPT-5.4 model support",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T20:44:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bd893e8c38ec8a226c16f6e80114fe4c9a2847ef",
          "body": "Perplexity added OpenAI GPT-5.4 with thinking toggle. Adds gpt54/gpt54_thinking\nidentifiers, pplx_gpt54/pplx_gpt54_thinking MCP tools, API server aliases,\nCLI model selection, and updated docs/tests across all surfaces.\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "feat: add GPT-5.4 model support",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-05T20:43:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55b707e4c3444fcd22f2763155d05b5de028dfdc",
          "body": "…ements\n\nFeatures:\n- Add source_focus=\"none\" for model-only queries without web search\n- Add `pwm setup add json` interactive JSON config generator\n\nFixes (ported from sibling projects):\n- MCP isError propagation: auth/rate-limit errors now raise instead of\n  returning plain text, so FastMCP sets is\n[…]\nt/skills/\n\nDocs & housekeeping:\n- Changelog backfilled for 0.7.0, 0.7.1, 0.7.2\n- SKILL.md, pwm --ai, MCP docstrings updated with none source option\n- Author name updated to Jacob BD\n\nMade-with: Cursor",
          "is_bot": false,
          "headline": "release: v0.7.2 — no-search mode, MCP error propagation, setup improv…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-03-01T19:17:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f7b3ded427dfb838aec5bb2691fa1bf69d0e472a",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "chore: bump version to 0.7.1",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T16:57:14Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8a4268a2ced27d95a17a0adccb9da20b18ba00a5",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "refactor: merge pwm-api into main CLI as pwm api subcommand",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T16:56:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a8b0d38113d59ef265e18ccd69a1c6001cf53cd8",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "chore: bump version to 0.7.0 for smart routing",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:33:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "07fa989f8de3535e73cbbf1496b16f837f8dbaed",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: export router types from package",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:32:18Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "1f7ac6021c83c6d722262631649b976a769ff6c1",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "docs: update SKILL.md with smart routing guidance",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:31:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "889767c6552ee5ecdb3ee439b88bb8ced4f3247a",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: CLI smart routing for pwm ask without -m, add --intent flag",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:30:20Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "51d856c234943f459d1f81a1cbe15858c093863a",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: add pplx_smart_query MCP tool with quota-aware routing",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:27:33Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bcb2113948db7d383de333272c6241af117341a1",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: add smart_ask() with quota-aware routing",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:26:07Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5f0e66f505dc24aea8f5d3084984bcbf8af590ad",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: implement SmartRouter routing logic",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:23:48Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e108a14a4db12329564fd0dd282776b9bf5216ae",
          "body": "…esponse)\n\nUPPER_CASE enum members to match codebase conventions in enums.py.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "feat: add router data structures (QuotaState, RoutingDecision, SmartR…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:21:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7cedb9eb8128e86dad3aca2839922fc6037be0e0",
          "body": "8-task TDD plan covering router module, smart_ask(), MCP tool,\nCLI integration, and skill updates.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "docs: smart routing implementation plan",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:13:54Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4752986a9ffa248a544e147ebba4ec21df6afb42",
          "body": "Design for intelligent model/search routing based on current rate limits.\nCovers router module, MCP tool, CLI integration, and skill updates.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "docs: smart quota-aware routing design",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-25T04:11:19Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "fa50e34a1bfb11516b62a6c1ffcc4c5617990495",
          "body": "- Rewrite model selection to use --model directly (matching gemini-web-mcp pattern)\n- Remove ANTHROPIC_MODEL env var approach that prevented /model mid-session switching\n- Claude Code validates models against our /v1/models endpoint\n- Built-in /model aliases (sonnet, opus, haiku) mapped to Perplexity models server-side\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Release 0.6.0: Fix hack claude model handling for /model switching",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-20T04:27:04Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "6fd22725d686c1a2b0078c0deddd8f57a7d284fc",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Revert to --model approach matching gemini-web-mcp pattern",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-20T04:21:29Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "0882020440a89864ae759bd6df059756062f32e9",
          "body": "…-session\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Use --model instead of ANTHROPIC_MODEL to enable /model switching mid…",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-20T04:03:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7c3fd6248a30f337ad01dda3b0ca170441286212",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Use ANTHROPIC_MODEL env var to bypass Claude Code model allowlist",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-20T03:58:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c804ee0283f2b1860a4a418feda69ae4c4dd070f",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Bump version to 0.5.9 and update docs for hack claude flags",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-20T03:34:10Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "494be3390c6851ccc25b6bb7e5d20440d18b464d",
          "body": "Co-authored-by: Cursor <cursoragent@cursor.com>",
          "is_bot": false,
          "headline": "Add help output and -m conversion to pwm hack claude",
          "author_name": "jacob-bd",
          "author_login": "jacob-bd",
          "committed_at": "2026-02-20T03:31:23Z",
          "body_truncated": false,
          "is_coding_agent": true
        }
      ],
      "releases_count": 47,
      "commits_last_year": 148,
      "latest_release_at": "2026-07-15T02:37:25Z",
      "latest_release_tag": "v0.14.2",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 18,
      "days_since_latest_release": 6,
      "mean_days_between_releases": 7.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "perplexity-web-mcp-cli",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "perplexity",
            "ai",
            "mcp",
            "anthropic",
            "api",
            "client",
            "Development Status :: 3 - Alpha",
            "Intended Audience :: Developers",
            "License :: OSI Approved :: MIT License",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Internet :: WWW/HTTP",
            "Topic :: Software Development :: Libraries :: Python Modules",
            "Typing :: Typed"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/perplexity-web-mcp-cli/",
          "is_deprecated": false,
          "latest_version": "0.14.2",
          "repository_url": "https://github.com/jacob-bd/perplexity-web-mcp.git",
          "versions_count": 45,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 1799,
          "first_published_at": "2026-02-16T21:33:28.247716Z",
          "latest_published_at": "2026-07-15T02:37:19.261716Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 6
        }
      ]
    },
    "popularity": {
      "forks": 21,
      "stars": 149,
      "watchers": 2,
      "fork_history": {
        "days": [
          {
            "date": "2026-03-19",
            "count": 1
          },
          {
            "date": "2026-03-21",
            "count": 2
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-12",
            "count": 1
          },
          {
            "date": "2026-04-15",
            "count": 1
          },
          {
            "date": "2026-04-22",
            "count": 1
          },
          {
            "date": "2026-05-05",
            "count": 1
          },
          {
            "date": "2026-05-19",
            "count": 1
          },
          {
            "date": "2026-05-29",
            "count": 1
          },
          {
            "date": "2026-05-30",
            "count": 1
          },
          {
            "date": "2026-06-06",
            "count": 2
          },
          {
            "date": "2026-06-15",
            "count": 1
          },
          {
            "date": "2026-06-19",
            "count": 1
          },
          {
            "date": "2026-06-20",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 1
          },
          {
            "date": "2026-07-02",
            "count": 1
          },
          {
            "date": "2026-07-12",
            "count": 1
          },
          {
            "date": "2026-07-17",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 21,
        "total_forks": 21
      },
      "star_history": {
        "days": [
          {
            "date": "2026-03-17",
            "count": 1
          },
          {
            "date": "2026-03-18",
            "count": 2
          },
          {
            "date": "2026-03-19",
            "count": 3
          },
          {
            "date": "2026-03-20",
            "count": 4
          },
          {
            "date": "2026-03-21",
            "count": 6
          },
          {
            "date": "2026-03-22",
            "count": 3
          },
          {
            "date": "2026-03-23",
            "count": 3
          },
          {
            "date": "2026-03-24",
            "count": 1
          },
          {
            "date": "2026-03-25",
            "count": 1
          },
          {
            "date": "2026-03-26",
            "count": 2
          },
          {
            "date": "2026-03-27",
            "count": 2
          },
          {
            "date": "2026-03-28",
            "count": 1
          },
          {
            "date": "2026-03-29",
            "count": 1
          },
          {
            "date": "2026-03-30",
            "count": 1
          },
          {
            "date": "2026-04-01",
            "count": 1
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-06",
            "count": 2
          },
          {
            "date": "2026-04-08",
            "count": 2
          },
          {
            "date": "2026-04-09",
            "count": 3
          },
          {
            "date": "2026-04-10",
            "count": 1
          },
          {
            "date": "2026-04-12",
            "count": 1
          },
          {
            "date": "2026-04-16",
            "count": 1
          },
          {
            "date": "2026-04-21",
            "count": 1
          },
          {
            "date": "2026-04-23",
            "count": 2
          },
          {
            "date": "2026-04-25",
            "count": 2
          },
          {
            "date": "2026-04-26",
            "count": 1
          },
          {
            "date": "2026-04-28",
            "count": 1
          },
          {
            "date": "2026-04-30",
            "count": 1
          },
          {
            "date": "2026-05-02",
            "count": 1
          },
          {
            "date": "2026-05-04",
            "count": 3
          },
          {
            "date": "2026-05-05",
            "count": 6
          },
          {
            "date": "2026-05-07",
            "count": 2
          },
          {
            "date": "2026-05-08",
            "count": 1
          },
          {
            "date": "2026-05-09",
            "count": 5
          },
          {
            "date": "2026-05-10",
            "count": 6
          },
          {
            "date": "2026-05-11",
            "count": 1
          },
          {
            "date": "2026-05-14",
            "count": 1
          },
          {
            "date": "2026-05-15",
            "count": 2
          },
          {
            "date": "2026-05-17",
            "count": 2
          },
          {
            "date": "2026-05-18",
            "count": 2
          },
          {
            "date": "2026-05-21",
            "count": 3
          },
          {
            "date": "2026-05-26",
            "count": 1
          },
          {
            "date": "2026-05-27",
            "count": 1
          },
          {
            "date": "2026-05-28",
            "count": 1
          },
          {
            "date": "2026-05-30",
            "count": 1
          },
          {
            "date": "2026-05-31",
            "count": 2
          },
          {
            "date": "2026-06-02",
            "count": 1
          },
          {
            "date": "2026-06-03",
            "count": 3
          },
          {
            "date": "2026-06-04",
            "count": 2
          },
          {
            "date": "2026-06-06",
            "count": 1
          },
          {
            "date": "2026-06-07",
            "count": 2
          },
          {
            "date": "2026-06-09",
            "count": 1
          },
          {
            "date": "2026-06-10",
            "count": 1
          },
          {
            "date": "2026-06-12",
            "count": 1
          },
          {
            "date": "2026-06-14",
            "count": 1
          },
          {
            "date": "2026-06-17",
            "count": 2
          },
          {
            "date": "2026-06-18",
            "count": 3
          },
          {
            "date": "2026-06-19",
            "count": 2
          },
          {
            "date": "2026-06-20",
            "count": 1
          },
          {
            "date": "2026-06-22",
            "count": 1
          },
          {
            "date": "2026-06-23",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 2
          },
          {
            "date": "2026-06-26",
            "count": 1
          },
          {
            "date": "2026-06-28",
            "count": 1
          },
          {
            "date": "2026-06-30",
            "count": 1
          },
          {
            "date": "2026-07-02",
            "count": 12
          },
          {
            "date": "2026-07-03",
            "count": 2
          },
          {
            "date": "2026-07-04",
            "count": 1
          },
          {
            "date": "2026-07-05",
            "count": 2
          },
          {
            "date": "2026-07-06",
            "count": 1
          },
          {
            "date": "2026-07-08",
            "count": 2
          },
          {
            "date": "2026-07-09",
            "count": 2
          },
          {
            "date": "2026-07-11",
            "count": 2
          },
          {
            "date": "2026-07-12",
            "count": 2
          },
          {
            "date": "2026-07-14",
            "count": 1
          },
          {
            "date": "2026-07-15",
            "count": 1
          },
          {
            "date": "2026-07-17",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 149,
        "total_stars": 149
      },
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": true,
      "bootstrap_files": [
        "Justfile"
      ],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "pyrightconfig.json",
        "src/perplexity_web_mcp/py.typed"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 4197994,
      "source_files_sampled": 1966,
      "oversized_source_files": 404,
      "agent_instruction_files": [
        "AGENTS.md",
        "CLAUDE.md"
      ],
      "agent_instruction_max_bytes": 3987
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": null,
        "source": null,
        "findings": [],
        "collected": false,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "curl-cffi",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.15.0,<1.0"
        },
        {
          "name": "loguru",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.7.3,<1.0"
        },
        {
          "name": "orjson",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.11.6,<4.0"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.12.5,<3.0"
        },
        {
          "name": "tenacity",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=9.1.2,<10.0"
        },
        {
          "name": "tomli",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0,<3.0"
        },
        {
          "name": "python-dotenv",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.0.0,<2.0"
        },
        {
          "name": "rich",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=13.0.0,<15.0"
        },
        {
          "name": "rich-click",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.8"
        },
        {
          "name": "fastmcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.14.4,<3.0"
        },
        {
          "name": "fastapi",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.115.0,<1.0"
        },
        {
          "name": "uvicorn",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.30.0,<1.0"
        },
        {
          "name": "httpx",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.27.0,<1.0"
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 2,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 14,
        "closed_unmerged_prs": 0
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "jacob-bd",
          "commits": 141,
          "avatar_url": "https://avatars.githubusercontent.com/u/47641890?v=4"
        }
      ],
      "contributors_sampled": 1,
      "top_contributor_share": 1
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "publish.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 0,
            "reason": "binaries present in source code",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 0,
            "reason": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 1/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 9,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "48 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "480920557fe16eda4173e6cf0a4bf8fa96d57362",
        "ran_at": "2026-07-21T21:10:24Z",
        "aggregate_score": 2.7,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/jacob-bd/perplexity-web-mcp",
    "host": "github.com",
    "name": "perplexity-web-mcp",
    "owner": "jacob-bd"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 60,
      "inputs": {
        "security": 27,
        "vitality": 82,
        "community": 49,
        "governance": 60,
        "engineering": 70
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 82,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "commits_last_year": 148,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 18
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "18/52 weeks with commits",
                "points": 12.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 18
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "148 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 148
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 47,
              "latest_release_tag": "v0.14.2",
              "releases_from_tags": false,
              "days_since_latest_release": 6,
              "mean_days_between_releases": 7.3
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "47 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 47
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 6 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~7.3 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 7.3
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 49,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 46,
            "inputs": {
              "forks": 21,
              "stars": 149,
              "watchers": 2,
              "growth_state": "organic",
              "growth_factor_pct": 100
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "149 stars",
                "points": 35.2,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 149
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "21 forks",
                "points": 10.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "2 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 54,
            "inputs": {
              "packages": [
                "perplexity-web-mcp-cli"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 1799
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,799 downloads/month across pypi",
                "points": 43.4,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 1799,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 60,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 10,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 1,
              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "merged_prs": 2,
              "open_issues": 0,
              "closed_issues": 14,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "2/2 decided PRs merged",
                "points": 38.2,
                "status": "met",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 2,
                      "decided": 2
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 1/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "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": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 62,
            "inputs": {
              "followers": 336,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "jacob-bd",
              "public_repos": 19,
              "account_age_days": 2714
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "336 followers of jacob-bd",
                "points": 18.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 336,
                      "login": "jacob-bd"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "19 public repos, account ~7 yr old",
                "points": 21.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 19
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 7
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "perplexity-web-mcp-cli"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 6
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 6 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 6
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "45 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 45
                    }
                  }
                ],
                "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": 70,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 74,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "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": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
        "value": 27,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 27,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 2.7
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "binaries present in source code",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "0 out of 1 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/30 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 dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 13 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow 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": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "48 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 2
            },
            "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": 72,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.89,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 3987
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "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": "89 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 89,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "Justfile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "pyrightconfig.json",
                "src/perplexity_web_mcp/py.typed"
              ],
              "agent_commit_share": 0.19,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Justfile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Justfile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "pyrightconfig.json, src/perplexity_web_mcp/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "pyrightconfig.json, src/perplexity_web_mcp/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "19 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 19,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 71,
            "inputs": {
              "primary_language": "JavaScript",
              "largest_source_bytes": 4197994,
              "source_files_sampled": 1966,
              "oversized_source_files": 404
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "JavaScript with type-check config (pyrightconfig.json, src/perplexity_web_mcp/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "pyrightconfig.json, src/perplexity_web_mcp/py.typed",
                      "language": "JavaScript"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "404/1966 source files over 60KB",
                "points": 43.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1966,
                      "oversized": 404
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              }
            ]
          }
        ],
        "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",
    "deps.dev does not index pypi:perplexity-web-mcp-cli@0.14.2; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:11:08.562675Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jacob-bd/perplexity-web-mcp.svg",
  "full_name": "jacob-bd/perplexity-web-mcp",
  "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 v0.23.0 — metodología completa · wiki de métricas.

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