公开记录良好
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-24 12:54 UTC
jonigl / mcp-client-for-ollama
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 的健康指数为 100 分中的 70 分，处于「良好」区间。 其得分最高的类别是Vitality（93/100），最低的是AI Readiness（40/100）。 最近一次更新在 1 天前。 近期的大部分工作由 1 位贡献者完成。
70
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
70
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 |
|---|---|---|---|---|---|
| PyPI | mcp-client-for-ollama | 0.33.1 | 8,057 | 62 | 1 天前 |
| PyPI | ollmcp | 0.33.1 | 7,013 | 59 | 1 天前 |
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
93
开发活跃度
88优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 1 天前 |
| 23.5/36 | 提交节奏 — 52 周中有 34 周有提交 |
| 18/18 | 提交量 — 最近一年 124 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 124 |
| human_commit_share | 0.88 |
| days_since_last_push | 1 |
| active_weeks_last_year | 34 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 56 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 1 天前 |
| 27/27 | 发布节奏 — 约每 10.4 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 56 |
| latest_release_tag | v0.33.1 |
| releases_from_tags | 否 |
| days_since_latest_release | 1 |
| mean_days_between_releases | 10.4 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
63
流行度与采用
69中等
评分方式
| 46.9/60 | 星标 — 782 个星标 |
| 17/25 | 复刻 — 111 个复刻 |
| 4.7/15 | 关注者 — 8 位关注者 |
所用输入
| forks | 111 |
| stars | 782 |
| watchers | 8 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
70良好
评分方式
| 55.7/80 | 月度下载量 — pypi 合计每月 15,070 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | mcp-client-for-ollama, ollmcp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 15,070 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
57
维护者韧性（巴士系数）
19危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0.8/22.5 | 提交分布 — 头号贡献者编写了 96% 的提交 |
| 9.5/13.5 | 贡献者广度 — 7 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 7 |
| top_contributor_share | 0.963 |
议题与 PR 响应能力
67中等
评分方式
| 37.4/46.8 | 议题解决 — 80% 的议题已关闭 |
| 29.2/38.3 | PR 接受 — 已裁定的 PR 中 171/224 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 1/13 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 171 |
| open_issues | 9 |
| closed_issues | 36 |
| issue_closed_ratio | 0.8 |
| closed_unmerged_prs | 53 |
所有权与托管责任
60中等
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 13/25 | 所有者影响力 — jonigl 有 64 位关注者 |
| 25/25 | 既往记录 — 63 个公开仓库，账户约 13 年 |
所用输入
| followers | 64 |
| owner_type | User |
| is_verified | — |
| owner_login | jonigl |
| public_repos | 63 |
| account_age_days | 4,797 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — pypi 上有 2 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 1 天前 |
| 20/20 | 版本历史 — 62 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | mcp-client-for-ollama, ollmcp |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 1 |
工程质量
基础的工程与文档实践是否到位？
65
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
60中等
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 20 个主题标签 |
| 10/10 | Wiki |
所用输入
| 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 | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
70
安全态势
63中等
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 1/13 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 4.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 9 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 6.3 |
已排除计分（无数据或不适用）：signed_releases。 其余权重已重新归一化。
依赖安全公告
100优秀
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 56 |
| unassessed_packages | 1 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 56 个已解析依赖与 OSV 比对。 有 1 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 未对可达性进行分析。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
40
AI 代理上下文与指引
40存在风险
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 88 次人类提交中有 88 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
42存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — lockfile |
| 2/10 | 已体现的代理实践 — 最近 100 次提交中有 1 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 12 次为自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.12 |
面向模型的代码可读性
54中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 54.2/55 | 可控的文件大小 — 采样的 68 个源文件中有 1 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 108,905 |
| source_files_sampled | 68 |
| oversized_source_files | 1 |
机器可读接口
20危急
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 0/40 | 可运行示例 |
所用输入
| example_dirs | — |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
782GitHub 星标
7贡献者
124最近 12 个月提交数
1距最近推送天数
56发布版本数
1巴士系数（bus factor）
9开放议题
PyPI软件包生态系统数
数据采集警告
- 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
更多细节
Star 与 Fork 历史 0 ★ / 111 ⇿
0Star
111Fork
49发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 0次版本 30修订 19
每个点涵盖 2 天。
OpenSSF Scorecard 6.3 / 10
6.3综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 15 out of 15 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 1/13 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 9 | SAST | SAST tool is not run on all commits -- score normalized to 9 |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 6
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | mcp-client-for-ollama | ==0.33.1 | cli-package/pyproject.toml |
| PyPI | any-llm-sdk | ~=1.21.0 | pyproject.toml |
| PyPI | mcp | >=1.25,<1.29 | pyproject.toml |
| PyPI | prompt-toolkit | ~=3.0.52 | pyproject.toml |
| PyPI | rich | >=14.2.0,<14.3 | pyproject.toml |
| PyPI | typer | ~=0.26.0 | pyproject.toml |
全部依赖 57
来自 GitHub 依赖图的完整解析依赖集合：7 个直接依赖与 50 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | any-llm-sdk | 1.21.0 | 直接 |
| PyPI | mcp | 1.28.1 | 直接 |
| PyPI | mcp-client-for-ollama | 0.29.1 | 直接 |
| PyPI | mcp-client-for-ollama | 0.33.1 | 直接 |
| PyPI | prompt-toolkit | 3.0.52 | 直接 |
| PyPI | rich | 14.2.0 | 直接 |
| PyPI | typer | 0.26.8 | 直接 |
| PyPI | annotated-doc | 0.0.4 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anthropic | 0.116.0 | 间接 |
| PyPI | anyio | 4.14.1 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | certifi | 2026.6.17 | 间接 |
| PyPI | cffi | 2.1.0 | 间接 |
| PyPI | click | 8.4.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | cryptography | 49.0.0 | 间接 |
| PyPI | distro | 1.9.0 | 间接 |
| PyPI | docstring-parser | 0.18.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpx | 0.28.1 | 间接 |
| PyPI | httpx-sse | 0.4.3 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | jiter | 0.16.0 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | markdown-it-py | 4.2.0 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | ollama | 0.6.2 | 间接 |
| PyPI | openai | 2.44.0 | 间接 |
| PyPI | openresponses-types | 2.3.0.post1 | 间接 |
| PyPI | packaging | 26.2 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | pycparser | 3.0 | 间接 |
| PyPI | pydantic | 2.13.4 | 间接 |
| PyPI | pydantic-core | 2.46.4 | 间接 |
| PyPI | pydantic-settings | 2.14.2 | 间接 |
| PyPI | pygments | 2.20.0 | 间接 |
| PyPI | pyjwt | 2.13.0 | 间接 |
| PyPI | pytest | 9.1.1 | 间接 |
| PyPI | python-dotenv | 1.2.2 | 间接 |
| PyPI | python-multipart | 0.0.32 | 间接 |
| PyPI | pywin32 | 312 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | rpds-py | 2026.6.3 | 间接 |
| PyPI | setuptools | — | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | sse-starlette | 3.4.5 | 间接 |
| PyPI | starlette | 1.3.1 | 间接 |
| PyPI | tqdm | 4.68.4 | 间接 |
| PyPI | typing-extensions | 4.16.0 | 间接 |
| PyPI | typing-inspection | 0.4.2 | 间接 |
| PyPI | uvicorn | 0.50.2 | 间接 |
| PyPI | wcwidth | 0.8.2 | 间接 |
依赖安全公告 0
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 56 个包，其中也包含从不交付的开发与测试版本固定：0 个存在已知公告，0 个为直接依赖。 有 1 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
没有已知公告影响已评估的依赖。
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [
"ai",
"command-line-tool",
"mcp",
"mcp-client",
"mcp-server",
"open-source",
"model-context-protocol",
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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…",
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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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"body": null,
"is_bot": false,
"headline": "chore(release): bump version to 0.30.0 (#241)",
"author_name": "Jonathan Gastón Löwenstern",
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"committed_at": "2026-06-22T12:57:42Z",
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"body": null,
"is_bot": false,
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"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-06-22T12:57:42Z",
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"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,
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"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",
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"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",
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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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"body": "…abilities (#234)",
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"headline": "fix(deps): upgrade transitive dependencies to resolve security vulner…",
"author_name": "Jonathan Gastón Löwenstern",
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"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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"author_login": "jonigl",
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{
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"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",
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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",
"body_truncated": true,
"is_coding_agent": false
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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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{
"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",
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"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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"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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"body": null,
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"headline": "chore(release): bump version to 0.29.0 (#216)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
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"body_truncated": 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,
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"oid": "79359aef2f6b395175a8828c4aa9f545dd084ef9",
"body": "* current model now shows model capabilities",
"is_bot": false,
"headline": "feat(ux): add capabilities display in model manager in a table (#210)",
"author_name": "Jonathan Gastón Löwenstern",
"author_login": "jonigl",
"committed_at": "2026-05-21T19:04:35Z",
"body_truncated": false,
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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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"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",
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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>",
"is_bot": true,
"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>",
"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,
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{
"oid": "0e89cfa073863e03d725bc01636c21cfd446c4e4",
"body": "Bumps [mcp](https://github.com/modelcontextprotocol/python-sdk) from 1.25.0 to 1.26.0.\n- [Release notes](https://github.com/modelcontextprotocol/python-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/python-sdk/blob/main/RELEASE.md)\n- [Commits](https://github.com/modelcontextprot\n[…]\nirect:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump mcp from 1.25.0 to 1.26.0 (#174)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-05-21T14:24:08Z",
"body_truncated": true,
"is_coding_agent": false
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{
"oid": "84b634faf6dc7f731c71e75da7ff6c6ab7151490",
"body": "Bumps [softprops/action-gh-release](https://github.com/softprops/action-gh-release) from 2 to 3.\n- [Release notes](https://github.com/softprops/action-gh-release/releases)\n- [Changelog](https://github.com/softprops/action-gh-release/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/softprops/\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump softprops/action-gh-release from 2 to 3 (#196)",
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"author_login": "dependabot[bot]",
"committed_at": "2026-05-21T14:23:20Z",
"body_truncated": true,
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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",
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{
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{
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{
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{
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"params": {}
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{
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"status": "missed",
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{
"key": "vulnerabilities",
"name": "Vulnerabilities",
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}
]
},
{
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"points": 35,
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"code": "no_direct_advisories",
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}
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{
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"points": 0,
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{
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"inputs": {
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{
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"notes": [],
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