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 erreicht einen Gesundheitsindex von 70 von 100 und liegt damit im Bereich Gut. Am stärksten schneidet es bei Vitality (93/100) ab, am schwächsten bei AI Readiness (40/100). Zuletzt vor 1 Tag aktualisiert. Ein einzelner Mitwirkender trägt den Großteil der jüngsten Arbeit.
70
gesamt / 100
Gut
Software-Gesundheitsindex
Metriken werden auf einer Skala von 1–100 in gewichtete Kategorien gruppiert. Der Gesamtwert beginnt als ihr Mittel; sobald öffentliche Evidenz die Richtlinie für Hochrisikojurisdiktionen auslöst, wird die Bewertung angepasst und erhält die Obergrenze 49 (Gefährdet). AI Readiness liegt außerhalb.
70
Exzellent85-100Vorbildlich; erfüllt im Wesentlichen alle geprüften Kriterien
Gut70-84Gesund; geringfügige Lücken
Mittel50-69Akzeptabel mit deutlichen Lücken; Überprüfung empfohlen
Gefährdet30-49Erhebliche Schwächen; eine Übernahme erfordert Vorsicht
Kritisch1-29Schwerwiegende Probleme (aufgegeben, nur ein Maintainer, keine Hygiene)
Bewertungsprofil
Jede Achse ist eine Kategorie. Die Form zählt mehr als der Durchschnitt — ein gesundes Projekt füllt die gesamte Fläche, während ein Profil aus Spitzen und Kratern bedeutet, dass Stärke in einer Dimension Risiken in einer anderen verdeckt.
Dieses Repository gehört einem persönlichen Konto. Ein Projekt mit nur einem Eigentümer trägt ein höheres Kontinuitätsrisiko als ein organisationsgetragenes.
Release-Rhythmus — ein Release etwa alle 10,4 Tage
0/10
OpenSSF Scorecard: Signed-Releases — keine Daten
Verwendete Eingangsdaten
releases_count
56
latest_release_tag
v0.33.1
releases_from_tags
nein
days_since_latest_release
1
mean_days_between_releases
10,4
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): OpenSSF Scorecard: Signed-Releases. Die verbleibenden Gewichte wurden renormalisiert.
Direkte Abhängigkeiten ohne bekannte Advisories — keine direkte Abhängigkeit trägt ein bekanntes Advisory
0/25
Indirekte Abhängigkeiten ohne bekannte Advisories — transitive Menge in diesem Bereich nicht von Entwicklungs- und Test-Abhängigkeiten trennbar
0/40
Keine offenen Advisories — kein Advisory trägt ein Veröffentlichungsdatum
Verwendete Eingangsdaten
source
osv
advisories
0
affected_packages
0
assessed_packages
56
unassessed_packages
1
affected_by_severity
none
direct_affected_packages
0
Von der Bewertung ausgeschlossen (keine Daten oder nicht anwendbar): Indirekte Abhängigkeiten ohne bekannte Advisories, Keine offenen Advisories. Die verbleibenden Gewichte wurden renormalisiert. 56 aufgelöste Abhängigkeiten wurden mit OSV abgeglichen. 1 konnten nicht bewertet werden — keine aufgelöste Version, ein nicht unterstütztes Ökosystem oder außerhalb der ausgewiesenen Paketliste. Dieses Repository veröffentlicht kein Paket, das der Index auflöst; bewertet wurde daher der Abhängigkeitsgraph des Repositorys. Dieser Graph vermischt Entwicklungs- und Test-Pins mit ausgelieferten Abhängigkeiten, daher werden nur die deklarierten Laufzeit-Abhängigkeiten bewertet; transitive Befunde werden als Kontext ausgewiesen und fließen nicht in die Bewertung ein. Erreichbarkeit wird nicht analysiert.
Wie gut ist das Repository dafür ausgestattet, mit KI-Coding-Agenten entwickelt und gepflegt zu werden? Ein unabhängiges, experimentelles Badge — Gewicht 0,0, es wird eigenständig ausgewiesen und verändert den Gesamt-Gesundheitswert nicht.
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
Weitere Details
Stern- und Fork-Verlauf 0 ★ / 111 ⇿
0Sterne
111Forks
49Releases
Wann jeder Stern und Fork hinzugefügt wurde, von GitHub erfasst und nach Tagen gruppiert. Das kumulierte Wachstum steht direkt über den täglichen Zugängen, aus denen es besteht, sodass beide gegeneinander lesbar sind: stetiger organischer Zuwachs sieht ganz anders aus als ein abrupter, kurzlebiger Ausschlag. Wo dieser Unterschied messbar ist, wird er als Wachstumsauthentizität ausgewiesen.
Major 0Minor 30Patch 19
Jeder Punkt umfasst 2 Tage.
OpenSSF Scorecard 6.3 / 10
6.3Gesamtwert
Unabhängige, werkzeugneutrale Sicherheitsbewertung durch das quelloffene OpenSSF Scorecard. Jede Prüfung honoriert eine Sicherheits-Praxis, nicht das Werkzeug eines bestimmten Anbieters. Prüfungen, die Scorecard nicht ermitteln konnte, sind mit k. A. markiert und vom Sicherheitswert ausgeschlossen (nie als null gezählt).Scorecard v5.5.0 · 2026-07-24 12:54 UTC
Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 7 direkte und 50 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.
Registry
Paket
Version
Beziehung
PyPI
any-llm-sdk
1.21.0
direkt
PyPI
mcp
1.28.1
direkt
PyPI
mcp-client-for-ollama
0.29.1
direkt
PyPI
mcp-client-for-ollama
0.33.1
direkt
PyPI
prompt-toolkit
3.0.52
direkt
PyPI
rich
14.2.0
direkt
PyPI
typer
0.26.8
direkt
PyPI
annotated-doc
0.0.4
indirekt
PyPI
annotated-types
0.7.0
indirekt
PyPI
anthropic
0.116.0
indirekt
PyPI
anyio
4.14.1
indirekt
PyPI
attrs
26.1.0
indirekt
PyPI
certifi
2026.6.17
indirekt
PyPI
cffi
2.1.0
indirekt
PyPI
click
8.4.2
indirekt
PyPI
colorama
0.4.6
indirekt
PyPI
cryptography
49.0.0
indirekt
PyPI
distro
1.9.0
indirekt
PyPI
docstring-parser
0.18.0
indirekt
PyPI
h11
0.16.0
indirekt
PyPI
httpcore
1.0.9
indirekt
PyPI
httpx
0.28.1
indirekt
PyPI
httpx-sse
0.4.3
indirekt
PyPI
idna
3.18
indirekt
PyPI
iniconfig
2.3.0
indirekt
PyPI
jiter
0.16.0
indirekt
PyPI
jsonschema
4.26.0
indirekt
PyPI
jsonschema-specifications
2025.9.1
indirekt
PyPI
markdown-it-py
4.2.0
indirekt
PyPI
mdurl
0.1.2
indirekt
PyPI
ollama
0.6.2
indirekt
PyPI
openai
2.44.0
indirekt
PyPI
openresponses-types
2.3.0.post1
indirekt
PyPI
packaging
26.2
indirekt
PyPI
pluggy
1.6.0
indirekt
PyPI
pycparser
3.0
indirekt
PyPI
pydantic
2.13.4
indirekt
PyPI
pydantic-core
2.46.4
indirekt
PyPI
pydantic-settings
2.14.2
indirekt
PyPI
pygments
2.20.0
indirekt
PyPI
pyjwt
2.13.0
indirekt
PyPI
pytest
9.1.1
indirekt
PyPI
python-dotenv
1.2.2
indirekt
PyPI
python-multipart
0.0.32
indirekt
PyPI
pywin32
312
indirekt
PyPI
referencing
0.37.0
indirekt
PyPI
rpds-py
2026.6.3
indirekt
PyPI
setuptools
—
indirekt
PyPI
shellingham
1.5.4
indirekt
PyPI
sniffio
1.3.1
indirekt
PyPI
sse-starlette
3.4.5
indirekt
PyPI
starlette
1.3.1
indirekt
PyPI
tqdm
4.68.4
indirekt
PyPI
typing-extensions
4.16.0
indirekt
PyPI
typing-inspection
0.4.2
indirekt
PyPI
uvicorn
0.50.2
indirekt
PyPI
wcwidth
0.8.2
indirekt
Abhängigkeits-Advisories 0
Dieses Repository veröffentlicht kein vom Index auflösbares Paket, daher wurde sein eigener Abhängigkeitsgraph bewertet – 56 Pakete, darunter auch Entwicklungs- und Test-Pins, die nie ausgeliefert werden: 0 tragen bekannte Advisories, davon 0 direkte. 1 konnten nicht bewertet werden – keine aufgelöste Version, ein nicht unterstütztes Ökosystem, oder außerhalb der ausgewiesenen Paketliste.
Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.
Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.
JSON-Rohbericht maschinenlesbar
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"body": "When a turn goes straight from thinking to tool calls with no answer text,\nthe streamed thinking (printed with end=\"\") left the cursor mid-line and the\nend-of-stream newline was skipped (it was guarded by accumulated_text). The\nfollowing tool-execution panel (or metrics) was then glued to the last\nthinking line. Close the thinking line in that case so the existing\nsingle-blank-line separator produces one clean gap.",
"is_bot": false,
"headline": "fix(display): keep thinking output separated from the tool panel (#271)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-07-09T14:56:33Z",
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"oid": "8bfdcfa805f791a6bd698a3fc115e044e39dab89",
"body": "* fix(security): strip terminal control chars from tool responses\n\nExtract the control-character stripping logic from hil_manager into a\nshared utils/sanitize.strip_control_chars helper and apply it to the\ntool response panel in tool_display. Tool responses come straight from\nthe (untrusted) MCP ser\n[…]\n(which silently hid part of the value). This is the behavior\nasserted by the TestNoWidthTruncation tests added in the previous commit;\nwithout it the pinned rich (14.2.x) crops the value and CI fails.",
"is_bot": false,
"headline": "fix(security): strip terminal control chars from tool responses (#270)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-07-09T14:54:17Z",
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"body": null,
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"headline": "chore(release): bump version to 0.32.0 (#269)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-07-08T17:48:24Z",
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},
{
"oid": "f7a090ad61e91458874968f5186f9819e69f87a8",
"body": null,
"is_bot": false,
"headline": "feat: enhance security measures in HIL manager and documentation (#268)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-07-08T17:42:30Z",
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"oid": "55329bf959863223c7d8e6b41e673c83317a4a66",
"body": "* chore(deps): update deps\n\n* chore(docs): update aknowledgments in README",
"is_bot": false,
"headline": "chore(deps): update deps and aknowledgments in README (#267)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-07-08T17:37:39Z",
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},
{
"oid": "1033f93ed11546ae63b59d308b7db74667d327cd",
"body": "…nd shortcuts (#264)\n\n* feat: enhance no tools available message with guidance for adding MCP tools\n\n* feat: add command shortcuts and update completion metadata for enhanced user experience\n\n* feat: improve no tools available message with conditional display and guidance for adding tools\n\n* feat: enhance no tools available message with detailed guidance for adding MCP servers\n\n* fix: correct index for badge style in completion tests",
"is_bot": false,
"headline": "feat(ux): enhance no tools available message and add completion comma…",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-07-08T17:37:19Z",
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"oid": "de37d51b2b7acbc9ed18c17358dea6739c2f1a03",
"body": "* feat: enhance display modes with new markdown options and improve rendering stability\n\n* feat: update default answer render mode to new markdown format and adjust related tests\n\n* feat: update answer render mode labels to clarify options for users",
"is_bot": false,
"headline": "feat(display): new default live markdown mode (#263)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-07-08T17:36:59Z",
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"oid": "bf02f4f7cdfe4f0ce766220a02af39be0b9c06b0",
"body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 6\nto 7.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/astral-sh/setup-uv/releases\">astral-sh/setup-uv's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v7.2.1 🌈 update known checksums up to 0.\n[…]\nde to it yourself)\n- `@dependabot ignore this dependency` will close this PR and stop\nDependabot creating any more for this dependency (unless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>",
"is_bot": false,
"headline": "chore(deps): bump astral-sh/setup-uv from 6 to 7 (#265)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-07-07T08:16:42Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "b2594f6af2bf50b7ae172d27d82ba35cfaf311b3",
"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>",
"is_bot": true,
"headline": "chore(deps): bump astral-sh/setup-uv from 6 to 7",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-06T08:33:52Z",
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"is_coding_agent": false
},
{
"oid": "3b710a94b109c999bc631d4838c938942be233f7",
"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.31.0 (#262)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
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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)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "bfe2853ab288d7d3914e47377fbd644beca49bb5",
"body": "…ons (#260)",
"is_bot": false,
"headline": "docs: update README to refine table of contents and enhance MCP secti…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
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"oid": "22343e98bf2f75b9916e75f15ace7ae1a02dd092",
"body": "…eraction (#259)\n\n* fix: update job name in Windows smoke test workflow for clarity\n\n* feat: add reasoning effort levels and commands for enhanced model interaction",
"is_bot": false,
"headline": "feat: add reasoning effort levels and commands for enhanced model int…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7fea5d917940a4972bc21a4004a2e914b39d4313",
"body": "…n and command execution (#258)\n\n* feat(ci): add Windows smoke test workflow to verify CLI startup\n\n* fix(ci): update Windows smoke test to use correct package installation and command execution\n\n* Apply suggestions from code review\n\nCo-authored-by: Jonathan Gastón Löwenstern <jonigl@gmail.com>",
"is_bot": false,
"headline": "fix(ci): update Windows smoke test to use correct package installatio…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2209c8dc4e689576983cab6a503b81fd7ca74674",
"body": "…ntain permissions'\n\nCo-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>",
"is_bot": false,
"headline": "Potential fix for pull request finding 'CodeQL / Workflow does not co…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "49e64b9113e5354abeaf747b05c966263bd0f0b9",
"body": "…ws smoke test workflow to verify CLI startup (#257)\n\n* chore(ci): update release process to use release drafts\n\n* feat(ci): add Windows smoke test workflow to verify CLI startup",
"is_bot": false,
"headline": "chore(ci): update release process to use release drafts and add Windo…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"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",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"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",
"committed_at": "2026-06-30T17:50:52Z",
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"is_coding_agent": false
},
{
"oid": "cfc0c37fa7f4d1d4b939f524bb06b07746fb2f58",
"body": null,
"is_bot": false,
"headline": "fix: update upgrade instructions and command name in output (#252)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "82148f8b8be1a2a9b77a49469007a08a0ba53fa3",
"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",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "f6d56af5fdac9735fac448b6ddac231015c21e5c",
"body": "…s (#250)\n\n* docs: add troubleshooting section to README.md for common installation issues\n\n* docs: update installation instructions in README.md to recommend using uv\n\n* docs: update README.md to enhance Inference Provider configuration and add new sections",
"is_bot": false,
"headline": "docs: add troubleshooting section and update installation instruction…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "b770cf4e385afda7f8a7eaf56405d9d687810ba6",
"body": null,
"is_bot": false,
"headline": "chore(client): add spacing before user input prompt (#249)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
"body_truncated": false,
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{
"oid": "37d8abae9cb459327bafc7efe029a18107924076",
"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.",
"is_bot": false,
"headline": "fix(build): require Python >=3.11 for any-llm-sdk compatibility (#248)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-30T17:50:52Z",
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"oid": "88ffee464e6f0df086d15a984cdbf43ae7755998",
"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",
"is_bot": false,
"headline": "feat(any-llm): Refactor MCP Client to support multiple LLM providers …",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
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"body_truncated": true,
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"oid": "ac67e1d5e7d68fc718fb39043c06afebf1001285",
"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…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-06-24T15:43:03Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "bc9b56b888a9f76798c9304ab67a342a07e72f2a",
"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.30.0 (#241)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1088b5bd56ff7e0307b2f0b31b4a807ed47c4a11",
"body": null,
"is_bot": false,
"headline": "fix(docs): installation instructions in README (#240)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "685372d0d4cee9d939998e57e3bcf793671a95f6",
"body": null,
"is_bot": false,
"headline": "fix(hil): improve toggle feedback for HIL confirmations (#239)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "233ac141221370efb48e5072703b01eb11d20471",
"body": "…performance (#238)",
"is_bot": false,
"headline": "feat(config): update default loop limit to 7 for improved agent mode …",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "981d5bf6b6317653817050739a3f6f0c764acf85",
"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",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "712a3c855b8610c855338f560d52a8b5eed2cc75",
"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.",
"is_bot": false,
"headline": "feat(model): enhance model selection logic and update default model b…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "00974dfb6fc1a773dccc33bfaee78f82235de438",
"body": "…abilities (#234)",
"is_bot": false,
"headline": "fix(deps): upgrade transitive dependencies to resolve security vulner…",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"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",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "53eebf9253edf5ac588cf9960820ba62991d4372",
"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.29.1 (#230)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-11T20:47:14Z",
"body_truncated": false,
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},
{
"oid": "d69dfbca6da7475053babaf76aac2813e5fd5295",
"body": null,
"is_bot": false,
"headline": "fix: update starlette version to 1.3.0 and adjust related URLs (#229)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-11T20:38:30Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "3990e2d509499bd53e8e9b439e6af2d472ae9e8c",
"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",
"body_truncated": true,
"is_coding_agent": false
},
{
"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,
"is_coding_agent": false
},
{
"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",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3e678d56653b7139d5d394bca54ec48f2924c6c9",
"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",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "228f2e7dd162c2e2876707fd81880bc519f67efe",
"body": null,
"is_bot": false,
"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",
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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)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-26T12:46:34Z",
"body_truncated": true,
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"oid": "2e95079f7f9724c3b1263f065634e56a13febc50",
"body": null,
"is_bot": false,
"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
},
{
"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,
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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,
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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
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{
"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
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{
"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,
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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
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{
"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,
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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",
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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",
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{
"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",
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{
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"body": null,
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"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,
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{
"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
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{
"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",
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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,
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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
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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",
"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,
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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",
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{
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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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"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "good",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"registry_dependents"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 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",
"band": "moderate",
"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
}
}
],
"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": [
"ai",
"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": [
"indirect_dependencies_free_of_known_advisories",
"no_advisories_left_outstanding"
]
}
},
{
"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": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "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": {
"has_llms_txt": false,
"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
}
}
],
"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": [
"uv.lock"
],
"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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