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.
jonigl/mcp-client-for-ollama holds a health index of 70 out of 100, placing it in the Good band. It scores highest on Vitality (93/100) and lowest on AI Readiness (40/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
70
overall / 100
Good
Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
70
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25
Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40
No advisories left outstanding — no advisory carries a publication date
Inputs used
source
osv
advisories
0
affected_packages
0
assessed_packages
56
unassessed_packages
1
affected_by_severity
none
direct_affected_packages
0
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.
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.
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
More detail
Star and fork history 0 ★ / 111 ⇿
0Stars
111Forks
49Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 30Patch 19
Each point covers 2 days.
OpenSSF Scorecard 6.3 / 10
6.3aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-24 12:54 UTC
Full resolved dependency set from the GitHub dependency graph: 7 direct and 50 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry
Package
Version
Relation
PyPI
any-llm-sdk
1.21.0
direct
PyPI
mcp
1.28.1
direct
PyPI
mcp-client-for-ollama
0.29.1
direct
PyPI
mcp-client-for-ollama
0.33.1
direct
PyPI
prompt-toolkit
3.0.52
direct
PyPI
rich
14.2.0
direct
PyPI
typer
0.26.8
direct
PyPI
annotated-doc
0.0.4
indirect
PyPI
annotated-types
0.7.0
indirect
PyPI
anthropic
0.116.0
indirect
PyPI
anyio
4.14.1
indirect
PyPI
attrs
26.1.0
indirect
PyPI
certifi
2026.6.17
indirect
PyPI
cffi
2.1.0
indirect
PyPI
click
8.4.2
indirect
PyPI
colorama
0.4.6
indirect
PyPI
cryptography
49.0.0
indirect
PyPI
distro
1.9.0
indirect
PyPI
docstring-parser
0.18.0
indirect
PyPI
h11
0.16.0
indirect
PyPI
httpcore
1.0.9
indirect
PyPI
httpx
0.28.1
indirect
PyPI
httpx-sse
0.4.3
indirect
PyPI
idna
3.18
indirect
PyPI
iniconfig
2.3.0
indirect
PyPI
jiter
0.16.0
indirect
PyPI
jsonschema
4.26.0
indirect
PyPI
jsonschema-specifications
2025.9.1
indirect
PyPI
markdown-it-py
4.2.0
indirect
PyPI
mdurl
0.1.2
indirect
PyPI
ollama
0.6.2
indirect
PyPI
openai
2.44.0
indirect
PyPI
openresponses-types
2.3.0.post1
indirect
PyPI
packaging
26.2
indirect
PyPI
pluggy
1.6.0
indirect
PyPI
pycparser
3.0
indirect
PyPI
pydantic
2.13.4
indirect
PyPI
pydantic-core
2.46.4
indirect
PyPI
pydantic-settings
2.14.2
indirect
PyPI
pygments
2.20.0
indirect
PyPI
pyjwt
2.13.0
indirect
PyPI
pytest
9.1.1
indirect
PyPI
python-dotenv
1.2.2
indirect
PyPI
python-multipart
0.0.32
indirect
PyPI
pywin32
312
indirect
PyPI
referencing
0.37.0
indirect
PyPI
rpds-py
2026.6.3
indirect
PyPI
setuptools
—
indirect
PyPI
shellingham
1.5.4
indirect
PyPI
sniffio
1.3.1
indirect
PyPI
sse-starlette
3.4.5
indirect
PyPI
starlette
1.3.1
indirect
PyPI
tqdm
4.68.4
indirect
PyPI
typing-extensions
4.16.0
indirect
PyPI
typing-inspection
0.4.2
indirect
PyPI
uvicorn
0.50.2
indirect
PyPI
wcwidth
0.8.2
indirect
Dependency advisories 0
This repository publishes no package the index resolves, so its own dependency graph was assessed — 56 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 1 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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"headline": "feat(display): new default live markdown mode (#263)",
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"headline": "chore(deps): bump astral-sh/setup-uv from 6 to 7",
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"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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"headline": "feat: add reasoning effort levels and commands for enhanced model int…",
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"headline": "fix(ci): update Windows smoke test to use correct package installatio…",
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"headline": "Potential fix for pull request finding 'CodeQL / Workflow does not co…",
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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",
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"is_bot": false,
"headline": "feat: enhance agent mode with interactive choices when loop limit is …",
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"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>",
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"headline": "Fix Windows crash caused by unconditional tty/termios imports (#244)",
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"is_bot": false,
"headline": "feat(streaming): add append-only \"Markdown (blocks)\" answer display m…",
"author_name": "Jonathan Gastón Löwenstern",
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"headline": "fix(build): require Python >=3.11 for any-llm-sdk compatibility (#248)",
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"body": "…(#246)\n\n* feat: Refactor MCP Client to support multiple LLM providers\n\n- Introduced support for various LLM providers by integrating AnyLLM SDK.\n- Updated MCPClient to accept provider and API key parameters.\n- Modified ModelManager to handle model listing and capabilities fetching for different pro\n[…]\nandling and persistence logic in MCPClient\n\n* refactor(tests): update ModelManager mock setup and rename test method for clarity\n\n* feat(manager): include provider information in current model display",
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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>",
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"headline": "chore(deps): bump pydantic-settings in the uv group across 1 director…",
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"headline": "chore(release): bump version to 0.30.0 (#241)",
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"headline": "fix(docs): installation instructions in README (#240)",
"author_name": "Jonathan Gastón Löwenstern",
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"body": null,
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"headline": "fix(hil): improve toggle feedback for HIL confirmations (#239)",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-06-22T12:57:42Z",
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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)",
"author_name": "Jonathan Gastón Löwenstern",
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"body": "…ehavior (#236)\n\n- Updated README to reflect changes in model selection and defaults.\n- Introduced model resolution status in MCPClient to handle model availability.\n- Implemented resolve_initial_model method in ModelManager for improved model selection logic.\n- Added tests for model resolution and query processing without a model.\n- Changed default model constant to reflect new behavior.",
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"headline": "feat(model): enhance model selection logic and update default model b…",
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"headline": "fix(deps): upgrade transitive dependencies to resolve security vulner…",
"author_name": "Jonathan Gastón Löwenstern",
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"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",
"author_login": "jonigl",
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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)",
"author_name": "dependabot[bot]",
"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",
"body_truncated": false,
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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",
"author_login": "jonigl",
"committed_at": "2026-05-27T19:21:04Z",
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"body": null,
"is_bot": false,
"headline": "fix: add hint for enabling thinking mode in no response message (#219)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-27T14:34:24Z",
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"body": null,
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"headline": "fix: update command hints in no response message for clarity (#218)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-27T14:02:42Z",
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"oid": "3a2d26fadd1ccd7e52f0a543eea94e64808f78a5",
"body": "This reverts commit 87f827776062854dd2df076db9bed590c45db2ce.",
"is_bot": false,
"headline": "revert: bump actions/dependency-review-action from 4 to 5 (#217)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-26T15:03:45Z",
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"oid": "87f827776062854dd2df076db9bed590c45db2ce",
"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)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
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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",
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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,
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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",
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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",
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"headline": "chore(deps): upgrading all deps (#208)",
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"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>",
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"headline": "chore(deps): bump ollama from 0.6.0 to 0.6.1 (#127)",
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"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>",
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"headline": "chore(deps): bump python-multipart in the uv group across 1 directory…",
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"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>",
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"headline": "chore(deps): bump rich from 14.2.0 to 14.3.1 (#173)",
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"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>",
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"headline": "chore(deps): bump mcp from 1.25.0 to 1.26.0 (#174)",
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"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)",
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"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>",
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"headline": "feat: support image content in MCP tool responses (#191)",
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"author_login": "mtren",
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"headline": "chore(release): bump version to 0.28.1 and update dependencies (#206)",
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"body": "…s (#205)",
"is_bot": false,
"headline": "feat: implement progressive markdown rendering for streaming response…",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-05-08T15:51:45Z",
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"headline": "Fix/markdown view (#204)",
"author_name": "Jonathan Gastón Löwenstern",
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"body": "… experience (#202)",
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"headline": "feat: add multiline input mode and related commands for enhanced chat…",
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"is_bot": false,
"headline": "feat: add answer display modes for streaming responses and update rel…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
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"headline": "feat: enhance slash command utilities, routing, and completion behavi…",
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"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>",
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"headline": "fix: add error handling for missing tools (#186)",
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"headline": "fix(docs): adding thinking-mode command and correct formatting in com…",
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"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)",
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"headline": "chore(bump_version): update instructions for version bump process (#172)",
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"headline": "chore(release): bump version to 0.26.0 (#171)",
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"body": "…and history preservation (#169)",
"is_bot": false,
"headline": "feat(console): enhance clear_console method for OS-specific behavior …",
"author_name": "Jonathan Gastón Löwenstern",
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"headline": "chore(misc): adding github preview images (#170)",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-01-18T19:33:40Z",
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"oid": "0027b405926764d46e4a6b9e53f708b8fe5fe580",
"body": "…ring server connection (#168)",
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"headline": "feat(connector): enhance capability handling for tools and prompts du…",
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"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>",
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"headline": "feat(config): add host URL to configuration file (#163)",
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"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>",
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"headline": "chore(deps): bump typer from 0.21.0 to 0.21.1 (#166)",
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"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",
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"headline": "fix(server): return correct number of values when no servers configur…",
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"headline": "chore(release): bump version to 0.25.1 (#159)",
"author_name": "Jonathan Gastón Löwenstern",
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"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",
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"headline": "feat: improve tui ux and stabilize event-loop exit (#158)",
"author_name": "Jonathan Gastón Löwenstern",
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"body": null,
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"headline": "chore(release): bump version to 0.25.0 (#157)",
"author_name": "Jonathan Gastón Löwenstern",
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"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",
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"headline": "feat(history): add full conversation history management with export/i…",
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"headline": "feat: feedback when no prompts available (#155)",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-01-04T20:26:20Z",
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"headline": "chore(release): bump version to 0.24.1 (#154)",
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"headline": "fix: including missing module prompt (#153)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-01-03T18:25:22Z",
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"oid": "c3165d486035951a239e1c52da67d488e0083946",
"body": "* feat: add MCP Prompts support\n\nAdd comprehensive MCP Prompts feature with browsing, invocation via '/prompt_name',\ninteractive argument collection, preview with confirmation, autocomplete, and safe\nrollback. Includes new prompts module and integration with existing client workflow.\n\n* chore(release): bump version to 0.24.0",
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"headline": "feat: add MCP Prompts support (#152)",
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"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v5...v6)\n\n---\nupdated-dependenc\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>",
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"headline": "chore(deps): bump actions/checkout from 5 to 6 (#130)",
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"headline": "chore(release): bump version to 0.23.0 (#146)",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2025-12-10T15:45:22Z",
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"headline": "docs: updating README.md (#145)",
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"author_login": "jonigl",
"committed_at": "2025-12-10T15:41:58Z",
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"body": "…more) (#144)\n\n* feat: add hil improvements to implement session and abort options. Also changing how disable hil confirms actions. Making some improvements in how monitor_cancellation works to catch some edge cases. Adding hil tests\n\n* docs: updating README.md",
"is_bot": false,
"headline": "feat: human-in-the-loop enhancements (new options abort, session and …",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2025-12-10T15:36:40Z",
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"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": [
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]
}
},
{
"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",
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"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"
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}
],
"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",
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"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"
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"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
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"name": "README",
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"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",
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"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",
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"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": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
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"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"components": [
{
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"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": [],
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"inputs": {
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"legible_history_share": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
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"components": [
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"key": "agent_instructions",
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"detail": "no CLAUDE.md / AGENTS.md / editor rules",
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"status": "missed",
"details": [
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"code": "no_agent_instructions",
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
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"detail": "88 of 88 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
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"code": "legible_history",
"params": {
"legible": 88,
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}
],
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
"value": 42,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"components": [
{
"key": "one_command_bootstrap",
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"points": 0,
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"details": [],
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},
{
"key": "automated_tests",
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{
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{
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{
"key": "reproducible_environment",
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"details": [
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}
],
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{
"key": "demonstrated_agent_practice",
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"points": 2,
"status": "partial",
"details": [
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}
],
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{
"key": "automated_maintenance",
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"points": 8,
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"details": [
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"code": "dependency_bot_commits",
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}
],
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},
{
"key": "openssf_scorecard_pinned_dependencies",
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]
},
{
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"notes": [],
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"inputs": {
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"source_files_sampled": 68,
"oversized_source_files": 1
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"components": [
{
"key": "type_checkable_code",
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"points": 0,
"status": "missed",
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"code": "no_typecheck_config_language",
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}
],
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},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/68 source files over 60KB",
"points": 54.2,
"status": "partial",
"details": [
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"code": "oversized_source_files",
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"oversized": 1
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}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "critical",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 20,
"inputs": {
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"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": [],
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},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
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]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"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"
],
"report_type": "repository",
"generated_at": "2026-07-24T12:54:51.719608Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/jonigl/mcp-client-for-ollama.svg",
"full_name": "jonigl/mcp-client-for-ollama",
"license_state": "standard",
"license_spdx": "MIT"
}
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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
