Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching, streaming responses, human-in-the-loop, thinking mode, model params config, system prompts, and saved preferences.
PythonMIT★ 782 estrellas⑂ 111 forksdesde abr 2025Ver en GitHub ↗
jonigl/mcp-client-for-ollama tiene un índice de salud de 70 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (93/100) y la más baja, AI Readiness (40/100). Se actualizó por última vez hace 1 día. Una sola persona concentra la mayor parte del trabajo reciente.
70
global / 100
Bueno
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.
70
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
64 seguidores63 repositorios públicosdesde jun 2013
Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.
Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido
0/25
Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance
0/40
Sin avisos pendientes — ningún aviso tiene fecha de publicación
Datos de entrada utilizados
source
osv
advisories
0
affected_packages
0
assessed_packages
56
unassessed_packages
1
affected_by_severity
none
direct_affected_packages
0
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos, Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejaron 56 dependencias resueltas con OSV. 1 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.
¿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.
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
deps.dev does not index pypi:mcp-client-for-ollama@0.33.1; advisories assessed against the repository dependency graph instead
Más detalle
Historial de estrellas y forks 0 ★ / 111 ⇿
0Estrellas
111Forks
49Versiones
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.
Mayor 0Menor 30Parche 19
Cada punto abarca 2 días.
OpenSSF Scorecard 6.3 / 10
6.3agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).Scorecard v5.5.0 · 2026-07-24 12:54 UTC
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 7 paquetes directos y 50 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
Registro
Paquete
Versión
Relación
PyPI
any-llm-sdk
1.21.0
directa
PyPI
mcp
1.28.1
directa
PyPI
mcp-client-for-ollama
0.29.1
directa
PyPI
mcp-client-for-ollama
0.33.1
directa
PyPI
prompt-toolkit
3.0.52
directa
PyPI
rich
14.2.0
directa
PyPI
typer
0.26.8
directa
PyPI
annotated-doc
0.0.4
indirecta
PyPI
annotated-types
0.7.0
indirecta
PyPI
anthropic
0.116.0
indirecta
PyPI
anyio
4.14.1
indirecta
PyPI
attrs
26.1.0
indirecta
PyPI
certifi
2026.6.17
indirecta
PyPI
cffi
2.1.0
indirecta
PyPI
click
8.4.2
indirecta
PyPI
colorama
0.4.6
indirecta
PyPI
cryptography
49.0.0
indirecta
PyPI
distro
1.9.0
indirecta
PyPI
docstring-parser
0.18.0
indirecta
PyPI
h11
0.16.0
indirecta
PyPI
httpcore
1.0.9
indirecta
PyPI
httpx
0.28.1
indirecta
PyPI
httpx-sse
0.4.3
indirecta
PyPI
idna
3.18
indirecta
PyPI
iniconfig
2.3.0
indirecta
PyPI
jiter
0.16.0
indirecta
PyPI
jsonschema
4.26.0
indirecta
PyPI
jsonschema-specifications
2025.9.1
indirecta
PyPI
markdown-it-py
4.2.0
indirecta
PyPI
mdurl
0.1.2
indirecta
PyPI
ollama
0.6.2
indirecta
PyPI
openai
2.44.0
indirecta
PyPI
openresponses-types
2.3.0.post1
indirecta
PyPI
packaging
26.2
indirecta
PyPI
pluggy
1.6.0
indirecta
PyPI
pycparser
3.0
indirecta
PyPI
pydantic
2.13.4
indirecta
PyPI
pydantic-core
2.46.4
indirecta
PyPI
pydantic-settings
2.14.2
indirecta
PyPI
pygments
2.20.0
indirecta
PyPI
pyjwt
2.13.0
indirecta
PyPI
pytest
9.1.1
indirecta
PyPI
python-dotenv
1.2.2
indirecta
PyPI
python-multipart
0.0.32
indirecta
PyPI
pywin32
312
indirecta
PyPI
referencing
0.37.0
indirecta
PyPI
rpds-py
2026.6.3
indirecta
PyPI
setuptools
—
indirecta
PyPI
shellingham
1.5.4
indirecta
PyPI
sniffio
1.3.1
indirecta
PyPI
sse-starlette
3.4.5
indirecta
PyPI
starlette
1.3.1
indirecta
PyPI
tqdm
4.68.4
indirecta
PyPI
typing-extensions
4.16.0
indirecta
PyPI
typing-inspection
0.4.2
indirecta
PyPI
uvicorn
0.50.2
indirecta
PyPI
wcwidth
0.8.2
indirecta
Avisos de dependencias 0
Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 56 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 0 tienen avisos conocidos, de los cuales 0 son directas. 1 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.
Ningún aviso conocido afecta a las dependencias evaluadas.
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
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"headline": "fix(security): strip terminal control chars from tool responses (#270)",
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"headline": "feat: enhance security measures in HIL manager and documentation (#268)",
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"headline": "chore(deps): update deps and aknowledgments in README (#267)",
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"headline": "feat(display): new default live markdown mode (#263)",
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"body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 6 to 7.\n- [Release notes](https://github.com/astral-sh/setup-uv/releases)\n- [Commits](https://github.com/astral-sh/setup-uv/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: astral-sh/setup-uv\n dependency-version: '7'\n dependency-type: direct:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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"headline": "chore(deps): bump astral-sh/setup-uv from 6 to 7",
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"oid": "dab478b78c548fc46cc3b852ba80322d5481b99a",
"body": "* chore(ci): update dependency review action to version 5\n\n* chore(ci): upgrade actions/checkout to version 7 across workflows",
"is_bot": false,
"headline": "chore(ci): bump dependency review and checkout GitHub actions (#261)",
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"headline": "docs: update README to refine table of contents and enhance MCP secti…",
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"is_bot": false,
"headline": "feat: add reasoning effort levels and commands for enhanced model int…",
"author_name": "Jonathan Gastón Löwenstern",
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"is_bot": false,
"headline": "fix(ci): update Windows smoke test to use correct package installatio…",
"author_name": "Jonathan Gastón Löwenstern",
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"is_bot": false,
"headline": "Potential fix for pull request finding 'CodeQL / Workflow does not co…",
"author_name": "Jonathan Gastón Löwenstern",
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"oid": "49e64b9113e5354abeaf747b05c966263bd0f0b9",
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"is_bot": false,
"headline": "chore(ci): update release process to use release drafts and add Windo…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
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"oid": "26d7a076b3ff25e5dd1ae63b1bc02f316821ab1e",
"body": "…reached (#256)",
"is_bot": false,
"headline": "feat: enhance agent mode with interactive choices when loop limit is …",
"author_name": "Jonathan Gastón Löwenstern",
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"oid": "c85945e82976726eb4d2b5899b88e48baddfea98",
"body": "* fix(windows): support read_single_keypress on Windows\n\n* Add trailing newline to input.py\n\n* Apply suggestion from @jonigl\n\n---------\n\nCo-authored-by: Martian-maker <rohangharate@gmail.com>\nCo-authored-by: Jonathan Gastón Löwenstern <jonigl@gmail.com>",
"is_bot": false,
"headline": "Fix Windows crash caused by unconditional tty/termios imports (#244)",
"author_name": "JEEVAN GHARATE",
"author_login": "Jeevan-Gharate",
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"headline": "fix: update upgrade instructions and command name in output (#252)",
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"body": "…ode (#251)\n\nThe live \"Markdown only\" mode duplicates lines while streaming, especially with\nemojis/wide glyphs or when the terminal is resized. Root cause: rich.Live erases\nits previous frame by moving the cursor up by the number of rows it *thinks* it\nrendered; with ambiguous-width glyphs or a res\n[…]\nicker option, config validators\n- config: default -> \"both\", validation accepts \"blocks\"\n- README: document the new mode and the new default\n- tests: unit + integration coverage for the block renderer",
"is_bot": false,
"headline": "feat(streaming): add append-only \"Markdown (blocks)\" answer display m…",
"author_name": "Jonathan Gastón Löwenstern",
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"headline": "docs: add troubleshooting section and update installation instruction…",
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"headline": "chore(client): add spacing before user input prompt (#249)",
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"body": "any-llm-sdk only publishes wheels for Python >=3.11, which broke\n`pip install` on the 3.10 CI job. Raise the minimum Python to 3.11\nacross both packages, the CI/publish workflows, README, and uv.lock.",
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"headline": "fix(build): require Python >=3.11 for any-llm-sdk compatibility (#248)",
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"headline": "feat(any-llm): Refactor MCP Client to support multiple LLM providers …",
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"body": "…y (#243)\n\nBumps the uv group with 1 update in the / directory: [pydantic-settings](https://github.com/pydantic/pydantic-settings).\n\n\nUpdates `pydantic-settings` from 2.14.1 to 2.14.2\n- [Release notes](https://github.com/pydantic/pydantic-settings/releases)\n- [Commits](https://github.com/pydantic/py\n[…]\n: 2.14.2\n dependency-type: indirect\n dependency-group: uv\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump pydantic-settings in the uv group across 1 director…",
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"body": null,
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"headline": "chore(release): bump version to 0.30.0 (#241)",
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"is_bot": false,
"headline": "fix(docs): installation instructions in README (#240)",
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"oid": "685372d0d4cee9d939998e57e3bcf793671a95f6",
"body": null,
"is_bot": false,
"headline": "fix(hil): improve toggle feedback for HIL confirmations (#239)",
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"headline": "feat(config): update default loop limit to 7 for improved agent mode …",
"author_name": "Jonathan Gastón Löwenstern",
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"body": "* feat(config): update default answer render mode to \"markdown\"\n\n* feat(client): update default answer render mode comment for clarity",
"is_bot": false,
"headline": "Feat/update defaults (#237)",
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"headline": "feat(model): enhance model selection logic and update default model b…",
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"body": "…abilities (#234)",
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"headline": "fix(deps): upgrade transitive dependencies to resolve security vulner…",
"author_name": "Jonathan Gastón Löwenstern",
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"oid": "a324e334f0c6701fe3c9912f37a67e81188a7e66",
"body": "…gs (#233)\n\n* feat(mcp): add `ollmcp mcp add/list/remove` for managing server configs\n\nAdds a scoped server registry (local/project/user, precedence\nlocal > project > user) backing new `ollmcp mcp add/list/remove`\nCLI subcommands, mirroring `claude mcp`. The registry's merged\nscopes are now always l\n[…]\nonger loaded automatically when no other\nserver source is given — pass `--claude-desktop` explicitly to\ninclude it.\n\n* docs: update README to include installation instructions and remove usage section",
"is_bot": false,
"headline": "feat(mcp): add `ollmcp mcp add/list/remove` for managing server confi…",
"author_name": "Jonathan Gastón Löwenstern",
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"headline": "chore(release): bump version to 0.29.1 (#230)",
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"headline": "fix: update starlette version to 1.3.0 and adjust related URLs (#229)",
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"committed_at": "2026-06-11T20:38:30Z",
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"body": "Bumps [mcp](https://github.com/modelcontextprotocol/python-sdk) from 1.26.0 to 1.27.2.\n- [Release notes](https://github.com/modelcontextprotocol/python-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/python-sdk/blob/main/RELEASE.md)\n- [Commits](https://github.com/modelcontextprot\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump mcp from 1.26.0 to 1.27.2 (#225)",
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"author_login": "dependabot[bot]",
"committed_at": "2026-06-11T19:41:56Z",
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"oid": "60f4b934350c131b31f37b05695aa9e95c97e9af",
"body": "…lity (#223)",
"is_bot": false,
"headline": "docs: update README for clarity and improved description of functiona…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-29T19:50:23Z",
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"oid": "6354cfe79c3172cd19035a9d54f8a37d8f1ed94c",
"body": "* refactor: improve connection handling with local exit stack for server connections\n\n* fix: enhance error handling in server connection with detailed sub-exception messages",
"is_bot": false,
"headline": "refactor: improve connection handling (#220)",
"author_name": "Jonathan Gastón Löwenstern",
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"headline": "fix: add hint for enabling thinking mode in no response message (#219)",
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"headline": "fix: update command hints in no response message for clarity (#218)",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-05-27T14:02:42Z",
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"is_bot": false,
"headline": "revert: bump actions/dependency-review-action from 4 to 5 (#217)",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-05-26T15:03:45Z",
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"body": "Bumps [actions/dependency-review-action](https://github.com/actions/dependency-review-action) from 4 to 5.\n- [Release notes](https://github.com/actions/dependency-review-action/releases)\n- [Commits](https://github.com/actions/dependency-review-action/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dep\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump actions/dependency-review-action from 4 to 5 (#211)",
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"author_login": "dependabot[bot]",
"committed_at": "2026-05-26T12:46:34Z",
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"oid": "2e95079f7f9724c3b1263f065634e56a13febc50",
"body": null,
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"headline": "chore(release): bump version to 0.29.0 (#216)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-26T10:19:43Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "4cee92d5ce47415a02760c898720f68741f35b59",
"body": "* feat: Implement resource management and parsing functionality\n\n- Add ResourceManager class to manage static resources and templates from multiple servers.\n- Introduce resource reference parser with functions to extract resource references and template variables.\n- Enhance ServerConnector to fetch \n[…]\nd vision processing in resource handling\n\n* feat: Enhance ux for prompts and resources view\n\n* Quit with any key\n* Improve tips visibility\n\n* feat: update resource URI format in commands documentation",
"is_bot": false,
"headline": "feat: Implement resource management and parsing functionality (#215)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-26T10:16:47Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "79359aef2f6b395175a8828c4aa9f545dd084ef9",
"body": "* current model now shows model capabilities",
"is_bot": false,
"headline": "feat(ux): add capabilities display in model manager in a table (#210)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-21T19:04:35Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "7f3fb3fd5d9f38ebcfb09050bad5e6f67c60bd4b",
"body": "…uggestions (#209)",
"is_bot": false,
"headline": "chore(feedback): enhance no content response feedback with detailed s…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-21T16:11:59Z",
"body_truncated": false,
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"oid": "718d7fca46d92ef8474ed45ca7d694d95fc8e59f",
"body": "* chore(deps): bump pytest from 8.4.2 to 9.0.0 in dev dependencies\n\n* chore(deps): upgrading all deps\n\n* chore(deps): pin rich version since markdown is not rendered as expected\n- Horizontal lines are not rendered continuosly and in yelow",
"is_bot": false,
"headline": "chore(deps): upgrading all deps (#208)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-21T15:17:30Z",
"body_truncated": false,
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"oid": "75b63b9ada14a08aa9e9ffb58789333f6c51c66e",
"body": "Bumps [ollama](https://github.com/ollama/ollama-python) from 0.6.0 to 0.6.1.\n- [Release notes](https://github.com/ollama/ollama-python/releases)\n- [Commits](https://github.com/ollama/ollama-python/compare/v0.6.0...v0.6.1)\n\n---\nupdated-dependencies:\n- dependency-name: ollama\n dependency-version: 0.6\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump ollama from 0.6.0 to 0.6.1 (#127)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-21T14:38:54Z",
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"oid": "e0776635e5ba4fd9b063f84db5c97e6e6a56a261",
"body": "… (#175)\n\nBumps the uv group with 1 update in the / directory: [python-multipart](https://github.com/Kludex/python-multipart).\n\n\nUpdates `python-multipart` from 0.0.20 to 0.0.22\n- [Release notes](https://github.com/Kludex/python-multipart/releases)\n- [Changelog](https://github.com/Kludex/python-mult\n[…]\n: 0.0.22\n dependency-type: indirect\n dependency-group: uv\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump python-multipart in the uv group across 1 directory…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-21T14:37:17Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "f7ed206841d551482711d2547b66a8b1ff58c742",
"body": "Bumps [rich](https://github.com/Textualize/rich) from 14.2.0 to 14.3.1.\n- [Release notes](https://github.com/Textualize/rich/releases)\n- [Changelog](https://github.com/Textualize/rich/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/Textualize/rich/compare/v14.2.0...v14.3.1)\n\n---\nupdated-dep\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump rich from 14.2.0 to 14.3.1 (#173)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-21T14:25:17Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "0e89cfa073863e03d725bc01636c21cfd446c4e4",
"body": "Bumps [mcp](https://github.com/modelcontextprotocol/python-sdk) from 1.25.0 to 1.26.0.\n- [Release notes](https://github.com/modelcontextprotocol/python-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/python-sdk/blob/main/RELEASE.md)\n- [Commits](https://github.com/modelcontextprot\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump mcp from 1.25.0 to 1.26.0 (#174)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-21T14:24:08Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "84b634faf6dc7f731c71e75da7ff6c6ab7151490",
"body": "Bumps [softprops/action-gh-release](https://github.com/softprops/action-gh-release) from 2 to 3.\n- [Release notes](https://github.com/softprops/action-gh-release/releases)\n- [Changelog](https://github.com/softprops/action-gh-release/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/softprops/\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump softprops/action-gh-release from 2 to 3 (#196)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-21T14:23:20Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "f193c2b894ed119cf493aee068932d12a6bdb945",
"body": "* feat: Support image content in MCP tool responses for Ollama LLM\n\n- Enhanced tool response handling to support both text and image content\n- Added image extraction from MCP image content items (base64 data + mime type)\n- Implemented Ollama Image class integration for multimodal LLM support\n- Creat\n[…]\n tool panel\n\n* docs(readme): add vision tool support and model updates\n\n---------\n\nCo-authored-by: Marian Trenkwalder <mtr.advokat@gmx.at>\nCo-authored-by: Jonathan Gastón Löwenstern <jonigl@gmail.com>",
"is_bot": false,
"headline": "feat: support image content in MCP tool responses (#191)",
"author_name": "mtren",
"author_login": "mtren",
"committed_at": "2026-05-20T18:59:25Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "bf4be2843214d6f4c5c95271d270ffa547538e1e",
"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.28.1 and update dependencies (#206)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-08T16:03:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "135b14064e99c5a41d34dcbc5f4a16577ed90eb6",
"body": "…s (#205)",
"is_bot": false,
"headline": "feat: implement progressive markdown rendering for streaming response…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-08T15:51:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a2c6bc1c7a744bfa21cb6dfc0e67e69e2edc55f5",
"body": "* fix: simplify markdown rendering in StreamingManager and update tests\n\n* fix: remove unused parameters from FakeLive constructor",
"is_bot": false,
"headline": "Fix/markdown view (#204)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-04-28T10:31:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "783745dfd5c1714a2c0bda6c8b83cbf05322a518",
"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.28.0 (#203)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-04-20T23:35:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3fa479adcdd71d5330550eb497e681f85a788634",
"body": "… experience (#202)",
"is_bot": false,
"headline": "feat: add multiline input mode and related commands for enhanced chat…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-04-20T23:33:10Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "ccfc07ce6e9a33ee9dc5ac1c7a28b684d3999769",
"body": "…ated commands (#201)",
"is_bot": false,
"headline": "feat: add answer display modes for streaming responses and update rel…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-04-20T19:58:51Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "c3b565270ea9fafdbe301df90c14841fd5e91b6b",
"body": null,
"is_bot": false,
"headline": "chore: bump version to 0.27.0 and update dependencies (#199)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-04-15T20:26:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "62ea92af7bde395da6823a298e8b26f90b8786db",
"body": "…or (#198)\n\n* feat: Implement slash command execution utilities and routing\n\n- Added `commands.py` for handling slash command execution in interactive chat.\n- Introduced `routing.py` for resolving command aliases and parsing user input.\n- Enhanced `display.py` to support qualified prompt names and i\n[…]\n: Update demo GIF and links in README; clarify thinking text visibility setting\n\n* feat: Update welcome image for improved user experience\n\n* feat: Update demo GIF link in README to the latest version",
"is_bot": false,
"headline": "feat: enhance slash command utilities, routing, and completion behavi…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-04-15T20:19:30Z",
"body_truncated": true,
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{
"oid": "0b479f1b2f6d876e6cef9d9379e24e4f26166791",
"body": "when an LLM attempts to call a tool not available on the server, catch the exception and return a descriptive error message instead of aborting text generation.\n\nCo-authored-by: Marian Trenkwalder <mtr.advokat@gmx.at>",
"is_bot": false,
"headline": "fix: add error handling for missing tools (#186)",
"author_name": "mtren",
"author_login": "mtren",
"committed_at": "2026-03-19T21:37:32Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "de48e5a25bb20d31f88ae996511117f0c5c5b8cd",
"body": "…mand table for better readability (#183)",
"is_bot": false,
"headline": "fix(docs): adding thinking-mode command and correct formatting in com…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-02-19T19:42:54Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "0ddb64418fd741d22ea32a7891540d04e9b891a5",
"body": "* chore(docs): add PyPI downloads badge to README\n\n* chore(docs): add cache parameter to PyPI downloads badge in README\n\n* chore(docs): remove redundant badge in README\n\n* chore(docs): remove build, publish, and release badge from README\n\n* chore(docs): update badge labels for consistency in README",
"is_bot": false,
"headline": "chore(docs): add PyPI downloads badge to README (#180)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-02-10T18:02:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "64db8bc2afa6f3cc305c9ddd012334b47b22f01f",
"body": null,
"is_bot": false,
"headline": "chore(bump_version): update instructions for version bump process (#172)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-26T14:17:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "327479bb062d175f40a793434aa8e48b3c79275e",
"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.26.0 (#171)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-21T13:40:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9451fd80d4700b39114ea4164ea6b5918335d9ab",
"body": "…and history preservation (#169)",
"is_bot": false,
"headline": "feat(console): enhance clear_console method for OS-specific behavior …",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-20T23:00:34Z",
"body_truncated": false,
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{
"oid": "71a51cc76e3da9cd6576dd278d579b49d2a552ff",
"body": null,
"is_bot": false,
"headline": "chore(misc): adding github preview images (#170)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-18T19:33:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0027b405926764d46e4a6b9e53f708b8fe5fe580",
"body": "…ring server connection (#168)",
"is_bot": false,
"headline": "feat(connector): enhance capability handling for tools and prompts du…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-16T11:50:53Z",
"body_truncated": false,
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{
"oid": "8fcdfa3fbe1c1036279b6a1c1d9fe7781801a9f8",
"body": "* feat(config): add host URL to configuration file\n\nAllow Ollama host to be saved/loaded from config file alongside other\nsettings. CLI argument still overrides the config value.\n\n* fix(config): preserve host field when loading configuration\n\nThe _validate_config method was not applying the saved ho\n[…]\nensures users get clear feedback when Ollama is unreachable\nand can properly override host settings from saved configurations.\n\n---------\n\nCo-authored-by: Jonathan Gastón Löwenstern <jonigl@gmail.com>",
"is_bot": false,
"headline": "feat(config): add host URL to configuration file (#163)",
"author_name": "Thomas Hartwig",
"author_login": "thhart",
"committed_at": "2026-01-16T11:47:54Z",
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{
"oid": "86bfd63c5f99ad29b10389dff86ab17298c96c52",
"body": "Bumps [typer](https://github.com/fastapi/typer) from 0.21.0 to 0.21.1.\n- [Release notes](https://github.com/fastapi/typer/releases)\n- [Changelog](https://github.com/fastapi/typer/blob/master/docs/release-notes.md)\n- [Commits](https://github.com/fastapi/typer/compare/0.21.0...0.21.1)\n\n---\nupdated-dep\n[…]\nirect:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump typer from 0.21.0 to 0.21.1 (#166)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-01-12T14:45:22Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "b0501b8486e3de8cc2a3b0e2be691b9bba22cda3",
"body": "…ed (#161)\n\n* fix(server): return correct number of values when no servers configured\n\nWhen no servers are specified or all servers are invalid, the\nconnect_to_servers method was returning only 3 values (sessions,\navailable_tools, enabled_tools) but the caller expected 4 values\nincluding prompts_by_server. This caused a ValueError when running\nthe client without Claude config or JSON server configuration.\n\nFixes #160\n\n* chore(release): bump version to 0.25.2",
"is_bot": false,
"headline": "fix(server): return correct number of values when no servers configur…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-07T23:04:02Z",
"body_truncated": false,
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{
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"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.25.1 (#159)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-05T20:13:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c6f2a6f52a474a413e312b70b4282bf931613f5a",
"body": "* feat: highlight history commands as new\n\n* feat: use get_input_no_autocomplete for loop limit\n\n* feat: Help - Available Commands for help title to save one line\n\n* feat: highlight aborting generation as a new feature\n\n* feat: autocomplete if no more space it reserves 6 rows instead of 10 to make t\n[…]\no-based\nMCP servers.\n\nAlso suppress BrokenResourceError in cleanup() for graceful shutdown when\nservers send final notifications during stream closure.\n\n* chore(deps): bump typer from 0.20.0 to 0.21.0",
"is_bot": false,
"headline": "feat: improve tui ux and stabilize event-loop exit (#158)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-05T20:08:33Z",
"body_truncated": true,
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{
"oid": "c8ed5a38bbac132b84767b31a78d237fcce7eef7",
"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.25.0 (#157)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-05T17:32:05Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "43de20565e250c4cda8cce9f96d0c499c1573bba",
"body": "…mport (#156)\n\n- Add full-history/fh command to view all session conversations\n- Add export-history/eh command with timestamp-based naming and overwrite protection\n- Add import-history/ih command with JSON validation\n- Create utils/history.py module for reusable history functions\n- Add get_input_no_autocomplete() utility for file/config inputs\n- Update README with comprehensive history management documentation",
"is_bot": false,
"headline": "feat(history): add full conversation history management with export/i…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-05T16:35:54Z",
"body_truncated": false,
"is_coding_agent": false
},
{
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"body": null,
"is_bot": false,
"headline": "feat: feedback when no prompts available (#155)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-04T20:26:20Z",
"body_truncated": false,
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{
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"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.24.1 (#154)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-03T18:26:30Z",
"body_truncated": false,
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{
"oid": "c5e217aa8fda132f5c39456d3fcf55228a7b4bec",
"body": null,
"is_bot": false,
"headline": "fix: including missing module prompt (#153)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-03T18:25:22Z",
"body_truncated": false,
"is_coding_agent": false
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"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 70,
"inputs": {
"packages": [
"mcp-client-for-ollama",
"ollmcp"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 15070
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "15,070 downloads/month across pypi",
"points": 55.7,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 15070,
"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": 57,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 19,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 7,
"top_contributor_share": 0.963
},
"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 96% of commits",
"points": 0.8,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 96
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "7 contributors",
"points": 9.5,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 7
}
}
],
"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",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 67,
"inputs": {
"merged_prs": 171,
"open_issues": 9,
"closed_issues": 36,
"issue_closed_ratio": 0.8,
"closed_unmerged_prs": 53
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "80% of issues closed",
"points": 37.4,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 80
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "171/224 decided PRs merged",
"points": 29.2,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 171,
"decided": 224
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}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 1/13 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": 60,
"inputs": {
"followers": 64,
"owner_type": "User",
"is_verified": null,
"owner_login": "jonigl",
"public_repos": 63,
"account_age_days": 4797
},
"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": "64 followers of jonigl",
"points": 13,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 64,
"login": "jonigl"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "63 public repos, account ~13 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 63
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"mcp-client-for-ollama",
"ollmcp"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 1
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "2 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 2,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 1 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 1
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "62 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 62
}
}
],
"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": "moderate",
"name": "Engineering Quality",
"value": 65,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "4 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 4
}
}
],
"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": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"topics": [
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"command-line-tool",
"mcp",
"mcp-client",
"mcp-server",
"open-source",
"model-context-protocol",
"ollama",
"local-llm",
"sse",
"stdio",
"streamable-http",
"linux",
"macos",
"windows",
"agentic-ai",
"mcp-prompts",
"mcp-resouces",
"mcp-tools",
"harness"
],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"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": 0,
"status": "missed",
"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": "20 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 20
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 70,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 63,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 17,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 1,
"scorecard_aggregate": 6.3
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "15 out of 15 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 1/13 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": "update tool detected",
"points": 7.5,
"status": "met",
"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 8 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 detected",
"points": 5,
"status": "met",
"details": [],
"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 9",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 56 resolved dependencies against OSV; 1 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 56
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 1
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 56,
"unassessed_packages": 1,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 56,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
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"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": "at_risk",
"name": "AI Readiness",
"value": 40,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"legible_history_share": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "88 of 88 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 88,
"sampled": 88
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}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
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"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.01,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.12
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
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Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.
