[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-MCPJam--inspector":3,"tool-MCPJam--inspector":61},[4,18,26,36,44,53],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":17},4358,"openclaw","openclaw\u002Fopenclaw","OpenClaw 是一款专为个人打造的本地化 AI 助手，旨在让你在自己的设备上拥有完全可控的智能伙伴。它打破了传统 AI 助手局限于特定网页或应用的束缚，能够直接接入你日常使用的各类通讯渠道，包括微信、WhatsApp、Telegram、Discord、iMessage 等数十种平台。无论你在哪个聊天软件中发送消息，OpenClaw 都能即时响应，甚至支持在 macOS、iOS 和 Android 设备上进行语音交互，并提供实时的画布渲染功能供你操控。\n\n这款工具主要解决了用户对数据隐私、响应速度以及“始终在线”体验的需求。通过将 AI 部署在本地，用户无需依赖云端服务即可享受快速、私密的智能辅助，真正实现了“你的数据，你做主”。其独特的技术亮点在于强大的网关架构，将控制平面与核心助手分离，确保跨平台通信的流畅性与扩展性。\n\nOpenClaw 非常适合希望构建个性化工作流的技术爱好者、开发者，以及注重隐私保护且不愿被单一生态绑定的普通用户。只要具备基础的终端操作能力（支持 macOS、Linux 及 Windows WSL2），即可通过简单的命令行引导完成部署。如果你渴望拥有一个懂你",349277,3,"2026-04-06T06:32:30",[13,14,15,16],"Agent","开发框架","图像","数据工具","ready",{"id":19,"name":20,"github_repo":21,"description_zh":22,"stars":23,"difficulty_score":10,"last_commit_at":24,"category_tags":25,"status":17},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,"2026-04-05T11:01:52",[14,15,13],{"id":27,"name":28,"github_repo":29,"description_zh":30,"stars":31,"difficulty_score":32,"last_commit_at":33,"category_tags":34,"status":17},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",157379,2,"2026-04-15T23:32:42",[14,13,35],"语言模型",{"id":37,"name":38,"github_repo":39,"description_zh":40,"stars":41,"difficulty_score":32,"last_commit_at":42,"category_tags":43,"status":17},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",108322,"2026-04-10T11:39:34",[14,15,13],{"id":45,"name":46,"github_repo":47,"description_zh":48,"stars":49,"difficulty_score":32,"last_commit_at":50,"category_tags":51,"status":17},6121,"gemini-cli","google-gemini\u002Fgemini-cli","gemini-cli 是一款由谷歌推出的开源 AI 命令行工具，它将强大的 Gemini 大模型能力直接集成到用户的终端环境中。对于习惯在命令行工作的开发者而言，它提供了一条从输入提示词到获取模型响应的最短路径，无需切换窗口即可享受智能辅助。\n\n这款工具主要解决了开发过程中频繁上下文切换的痛点，让用户能在熟悉的终端界面内直接完成代码理解、生成、调试以及自动化运维任务。无论是查询大型代码库、根据草图生成应用，还是执行复杂的 Git 操作，gemini-cli 都能通过自然语言指令高效处理。\n\n它特别适合广大软件工程师、DevOps 人员及技术研究人员使用。其核心亮点包括支持高达 100 万 token 的超长上下文窗口，具备出色的逻辑推理能力；内置 Google 搜索、文件操作及 Shell 命令执行等实用工具；更独特的是，它支持 MCP（模型上下文协议），允许用户灵活扩展自定义集成，连接如图像生成等外部能力。此外，个人谷歌账号即可享受免费的额度支持，且项目基于 Apache 2.0 协议完全开源，是提升终端工作效率的理想助手。",100752,"2026-04-10T01:20:03",[52,13,15,14],"插件",{"id":54,"name":55,"github_repo":56,"description_zh":57,"stars":58,"difficulty_score":32,"last_commit_at":59,"category_tags":60,"status":17},4721,"markitdown","microsoft\u002Fmarkitdown","MarkItDown 是一款由微软 AutoGen 团队打造的轻量级 Python 工具，专为将各类文件高效转换为 Markdown 格式而设计。它支持 PDF、Word、Excel、PPT、图片（含 OCR）、音频（含语音转录）、HTML 乃至 YouTube 链接等多种格式的解析，能够精准提取文档中的标题、列表、表格和链接等关键结构信息。\n\n在人工智能应用日益普及的今天，大语言模型（LLM）虽擅长处理文本，却难以直接读取复杂的二进制办公文档。MarkItDown 恰好解决了这一痛点，它将非结构化或半结构化的文件转化为模型“原生理解”且 Token 效率极高的 Markdown 格式，成为连接本地文件与 AI 分析 pipeline 的理想桥梁。此外，它还提供了 MCP（模型上下文协议）服务器，可无缝集成到 Claude Desktop 等 LLM 应用中。\n\n这款工具特别适合开发者、数据科学家及 AI 研究人员使用，尤其是那些需要构建文档检索增强生成（RAG）系统、进行批量文本分析或希望让 AI 助手直接“阅读”本地文件的用户。虽然生成的内容也具备一定可读性，但其核心优势在于为机器",93400,"2026-04-06T19:52:38",[52,14],{"id":62,"github_repo":63,"name":64,"description_en":65,"description_zh":66,"ai_summary_zh":67,"readme_en":68,"readme_zh":69,"quickstart_zh":70,"use_case_zh":71,"hero_image_url":72,"owner_login":73,"owner_name":73,"owner_avatar_url":74,"owner_bio":75,"owner_company":76,"owner_location":76,"owner_email":77,"owner_twitter":78,"owner_website":79,"owner_url":80,"languages":81,"stars":108,"forks":109,"last_commit_at":110,"license":111,"difficulty_score":112,"env_os":113,"env_gpu":114,"env_ram":114,"env_deps":115,"category_tags":120,"github_topics":122,"view_count":32,"oss_zip_url":76,"oss_zip_packed_at":76,"status":17,"created_at":142,"updated_at":143,"faqs":144,"releases":185},8006,"MCPJam\u002Finspector","inspector","Development platform to debug, chat, inspect, and evaluate MCP servers, MCP apps, and ChatGPT apps.","MCPJam Inspector 是一款专为 MCP（Model Context Protocol）生态打造的开发平台，旨在帮助开发者高效地调试、聊天、检查和评估 MCP 服务器、应用及 ChatGPT 应用。它解决了传统开发中依赖 ngrok 内网穿透或付费订阅大模型服务才能进行测试的痛点，让本地和远程服务的迭代更加流畅。\n\n这款工具非常适合正在构建或维护 MCP 服务的开发者使用。通过 Inspector，用户可以直观地查看每一条 JSON-RPC 消息和 OAuth 认证流程的详细追踪，无需猜测即可定位问题。其内置的聊天功能允许直接与任意大模型对话，并实时透视工具调用和上下文传递过程。此外，它还支持跨多个模型运行自动化评估（Evals），帮助团队尽早发现性能回退。\n\n技术亮点在于其灵活的使用方式：既可以直接在浏览器中使用托管版网页应用，也能通过命令行或桌面客户端连接本地 STDIO 服务，甚至能集成到 CI\u002FCD 流水线中进行自动化测试。无论是单人开发还是团队协作，MCPJam Inspector 都能提供从手动调试到自动化验证的全链路支持，是提升 MCP 项目开发效率的得力助手","MCPJam Inspector 是一款专为 MCP（Model Context Protocol）生态打造的开发平台，旨在帮助开发者高效地调试、聊天、检查和评估 MCP 服务器、应用及 ChatGPT 应用。它解决了传统开发中依赖 ngrok 内网穿透或付费订阅大模型服务才能进行测试的痛点，让本地和远程服务的迭代更加流畅。\n\n这款工具非常适合正在构建或维护 MCP 服务的开发者使用。通过 Inspector，用户可以直观地查看每一条 JSON-RPC 消息和 OAuth 认证流程的详细追踪，无需猜测即可定位问题。其内置的聊天功能允许直接与任意大模型对话，并实时透视工具调用和上下文传递过程。此外，它还支持跨多个模型运行自动化评估（Evals），帮助团队尽早发现性能回退。\n\n技术亮点在于其灵活的使用方式：既可以直接在浏览器中使用托管版网页应用，也能通过命令行或桌面客户端连接本地 STDIO 服务，甚至能集成到 CI\u002FCD 流水线中进行自动化测试。无论是单人开发还是团队协作，MCPJam Inspector 都能提供从手动调试到自动化验证的全链路支持，是提升 MCP 项目开发效率的得力助手。","\u003Cdiv align=\"center\">\n\n\u003Cpicture>\n  \u003Csource media=\"(prefers-color-scheme: dark)\" srcset=\".\u002Fmcpjam-inspector\u002Fclient\u002Fpublic\u002Fmcp_jam_dark.png\">\n  \u003Csource media=\"(prefers-color-scheme: light)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_218550e08b40.png\">\n  \u003Cimg width=\"250\" alt=\"MCPJam Inspector V1 logo\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_218550e08b40.png\">\n\u003C\u002Fpicture>\n\n\u003Cbr\u002F>\n\nwww.mcpjam.com\n\n[![npm version](https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fv\u002F@mcpjam\u002Finspector?style=for-the-badge&color=blue)](https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@mcpjam\u002Finspector)\n[![License: Apache 2.0](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-Apache%202.0-blue.svg?style=for-the-badge)](https:\u002F\u002Fopensource.org\u002Flicenses\u002FApache-2.0)\n[![Discord](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FDiscord-Join%20Server-5865F2.svg?style=for-the-badge&logo=discord&logoColor=white)](https:\u002F\u002Fdiscord.gg\u002FJEnDtz8X6z)\n\n\u003C\u002Fdiv>\n\nMCPJam is the development platform for MCP servers, MCP apps, and ChatGPT apps.\n\n- **Debug**: Inspect every JSON-RPC message and OAuth exchange across host configurations with full traces.\n- **Chat**: Talk to any LLM against your server with full trace visibility into tool calls and context across agent, host app, your server.\n- **Inspect**: Explore your server’s tools, resources, and prompts in one place.\n- **Evaluate**: Run evals across multiple LLMs and track accuracy over time so you catch regressions early.\n- **CLI**: Probe servers, run doctor checks, exercise OAuth flows, and list tools\u002Fresources\u002Fprompts straight from your terminal.\n- **SDK**: Programmatically drive inspections, snapshot server capabilities, and assert on tool\u002Fresource shapes from your own tests.\n- **CI\u002FCD**: Wire the CLI and SDK into GitHub Actions (or any pipeline) to run e2e tests, evals, OAuth checks, and spec conformance on every PR.\n\nNo more ngrok or ChatGPT\u002FClaude subscription needed. MCPJam is the fastest way to iterate on any MCP project.\n\n### 🚀 Quick Start\n\nOpen the hosted web app. No install needed.\n\n👉 [app.mcpjam.com](https:\u002F\u002Fapp.mcpjam.com)\n\nOr run MCPJam locally for HTTP\u002FS and local STDIO servers:\n\n```bash\nnpx @mcpjam\u002Finspector@latest\n```\n\n\u003Cimg alt=\"MCPJam Inspector Demo\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_b75797085ba4.png\">\n\n# Table of contents\n\n- [Installation Guides](#installation-guides)\n- [Key Features](#key-features)\n  - [App Builder](#app-builder)\n  - [Chat](#chat)\n  - [OAuth Debugger](#oauth-debugger)\n  - [MCP Server Debugging](#mcp-server-debugging)\n  - [Skills](#skills)\n  - [Workspaces](#workspaces)\n  - [Evals](#evals)\n  - [CLI](#cli)\n  - [SDK](#sdk)\n  - [CI\u002FCD](#cicd)\n- [Contributing](#contributing-)\n- [Links](#links-)\n- [Community](#community-)\n- [Shoutouts](#shoutouts-)\n- [License](#-license)\n\n# Installation Guides\n\nMCPJam Inspector runs three ways: a hosted web app, a desktop app for Mac and Windows, or via your terminal. The web app is HTTPS-only and has no install. Terminal and Desktop support HTTP\u002FS and local STDIO servers.\n\n### Requirements\n\n[![Node.js](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FNode.js-20+-green.svg?style=for-the-badge&logo=node.js)](https:\u002F\u002Fnodejs.org\u002F)\n[![TypeScript](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTypeScript-5+-blue.svg?style=for-the-badge&logo=typescript)](https:\u002F\u002Fwww.typescriptlang.org\u002F)\n\nNode.js 20+ is only required for the terminal install (`npx`). The hosted web app and desktop apps have no local runtime requirements.\n\n## Hosted Web App\n\nOpen [app.mcpjam.com](https:\u002F\u002Fapp.mcpjam.com) in your browser. No install required. Always on the latest version, and you can share MCP server links with teammates the same way you'd share a Google Doc.\n\n- HTTPS MCP server URLs only (for HTTP or local STDIO servers, use Desktop or Terminal).\n- No STDIO, tunneling, skills, or tasks. Those require the local inspector.\n\nSee [Hosted App docs](https:\u002F\u002Fdocs.mcpjam.com\u002Fhosted\u002Foverview) for details.\n\n## Desktop App\n\nDownload the installer for your OS. Supports HTTP\u002FS and local STDIO servers. No Node.js required.\n\n- [Install Mac](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Flatest\u002Fdownload\u002FMCPJam.Inspector.dmg)\n- [Install Windows](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Flatest\u002Fdownload\u002FMCPJam-Inspector-Setup.exe)\n\n## Terminal\n\nRun the inspector via `npx` (supports HTTP\u002FS and local STDIO):\n\n```bash\nnpx @mcpjam\u002Finspector@latest\n```\n\nAfter it starts, open the printed `localhost` URL in your browser.\n\n## Docker\n\nRun MCPJam Inspector using Docker, bound to localhost for security:\n\n```bash\ndocker run -p 127.0.0.1:6274:6274 mcpjam\u002Fmcp-inspector\n```\n\nThe app is available at `http:\u002F\u002F127.0.0.1:6274`. Always use `-p 127.0.0.1:6274:6274` (not `-p 6274:6274`) to keep the inspector local-only. On macOS\u002FWindows, connect to host MCP servers via `http:\u002F\u002Fhost.docker.internal:PORT` instead of `127.0.0.1`.\n\n# Key features\n\n| Capability           | Description                                                                                                                                                                                                        |\n| -------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |\n| App Builder          | Debug your server against a model: tool calls or in-panel chat, with Chat, Trace, and Raw. OpenAI Apps SDK and MCP app UIs, text tools, Chrome DevTools-style widget emulator. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fapp-builder) |\n| Chat                 | Multi-server chat on frontier models (free). Chat, Trace, Raw; compare up to 3 models. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fchat)                                                                         |\n| OAuth Debugger       | Guided MCP OAuth conformance checks: protocol versions 03-26, 06-18, 11-25; DCR, client pre-registration, CIMD. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fguided-oauth)                                        |\n| MCP Server Debugging | Manually run tools, resources, templates, and elicitation; full JSON-RPC logs.                                                                                                                                     |\n| Skills               | Skills in Chat and App Builder; local filesystem only. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fskills)                                                                                                       |\n| Workspaces           | Shared server groups with real-time team sync. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fworkspaces)                                                                                                           |\n| Evals                | Test cases with expected tool calls, run across LLMs, metrics. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Ftest-cases)                                                                                           |\n| CLI                  | Run MCPJam checks, probes, and evals from the terminal. Perfect for local dev loops and CI. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Foverview)                                                                      |\n| SDK                  | Programmatic access to MCPJam for custom tooling, scripting, and integrations. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Fsdk)                                                                                            |\n| CI\u002FCD                | Run MCPJam checks and evals in GitHub Actions and other CI systems to gate PRs on regressions. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Fci)                                                                         |\n\n## App Builder\n\nDebug your server against a model using tool calls or in-panel chat, with Chat, Trace, and Raw views. Supports OpenAI Apps SDK and MCP app UIs, text tools, and a Chrome DevTools-style widget emulator to iterate on widgets locally.\n\n- Manually invoke a tool to instantly view the widget, or chat with your server using an LLM.\n- View all JSON-RPC messages and `window.openai` messages in the logs.\n- Change emulator device to Desktop, Tablet, or Mobile views.\n- Test your app's locale change, CSP permissions, light \u002F dark mode, hover & touch, and safe area insets.\n\n\u003Cimg alt=\"MCPJam App Builder\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_12f100ea3c42.png\">\n\n\u003Cimg alt=\"MCPJam App Builder trace view\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_9ffed01256fd.png\">\n\n_Trace view: every tool call, agent step, and JSON-RPC message._\n\n## Chat\n\nMulti-server chat on frontier models for free, or bring your own API key. Chat, Trace, and Raw views; compare up to 3 models side-by-side. View your server's token usage.\n\n\u003Cimg alt=\"MCPJam Chat comparing frontier models side by side\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_000871f5260b.png\">\n\n## OAuth Debugger\n\nGuided MCP OAuth conformance checks with step-by-step explanations. Test against every version of the OAuth spec (03-26, 06-18, and 11-25). Support for client pre-registration, Dynamic Client Registration (DCR), and Client ID Metadata Documents (CIMD).\n\n\u003Cimg alt=\"MCPJam OAuth Flow Debugger\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_361ce118e672.png\">\n\n## MCP Server Debugging\n\nMCPJam contains all of the tooling to test your MCP server. Manually run tools, resources, resource templates, prompts, and elicitation flows, with full JSON-RPC observability. MCPJam has all features from the original inspector and more.\n\n\u003Cimg alt=\"MCPJam MCP Tools\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_e5deec94829b.png\">\n\n## Skills\n\nUse Skills in Chat and App Builder to extend models with local, reusable behaviors. Local filesystem only. Your data never leaves your machine. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fskills)\n\n## Workspaces\n\nGroup your servers into shared workspaces with real-time team sync, so everyone on your team is testing against the same configuration. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fworkspaces)\n\n## Evals\n\nDefine test cases with expected tool calls and run them across multiple LLMs. Track accuracy metrics over time to catch regressions early and improve your server with every iteration. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Ftest-cases)\n\n## CLI\n\nRun MCPJam from the terminal for fast local dev loops and CI integration. Probe servers, run OAuth checks, inspect tools and resources, and execute evals without leaving your shell. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Foverview)\n\n## SDK\n\nProgrammatic access to MCPJam for custom tooling, scripting, and integrations. Build your own workflows on top of MCPJam's inspection and evaluation primitives. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Fsdk)\n\n## CI\u002FCD\n\nWire MCPJam into GitHub Actions, GitLab CI, or your CI system of choice to run conformance, E2E tests, and evals on every PR. Catch MCP server regressions before they ship. [Read more](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Fci)\n\n# Contributing 👨‍💻\n\nWe're grateful for you considering contributing to MCPJam. Please read our [contributing guide](CONTRIBUTING.md).\n\nJoin our [Discord community](https:\u002F\u002Fdiscord.gg\u002FJEnDtz8X6z) where the contributors hang out at.\n\n# Links 🔗\n\n- [Website](https:\u002F\u002Fwww.mcpjam.com\u002F)\n- [Blog](https:\u002F\u002Fwww.mcpjam.com\u002Fblog)\n- [Pricing](https:\u002F\u002Fwww.mcpjam.com\u002Fpricing)\n- [Docs](https:\u002F\u002Fdocs.mcpjam.com\u002F)\n\n# Community 🌍\n\n- [Discord](https:\u002F\u002Fdiscord.gg\u002FJEnDtz8X6z)\n- [𝕏 (Twitter)](https:\u002F\u002Fx.com\u002Fmcpjams)\n- [LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fmcpjam)\n\n# Shoutouts 📣\n\nSome of our partners and favorite frameworks:\n\n- [Stytch](https:\u002F\u002Fstytch.com). Our favorite MCP OAuth provider.\n- [xMCP](https:\u002F\u002Fxmcp.dev\u002F). The Typescript MCP framework. Ship on Vercel instantly.\n- [Alpic](https:\u002F\u002Falpic.ai\u002F). Host MCP servers. Try their new [Skybridge framework](https:\u002F\u002Fgithub.com\u002Falpic-ai\u002Fskybridge) for ChatGPT apps!\n\n---\n\n# License 📄\n\nThis project is licensed under the **Apache License 2.0**. See the [LICENSE](LICENSE).\n","\u003Cdiv align=\"center\">\n\n\u003Cpicture>\n  \u003Csource media=\"(prefers-color-scheme: dark)\" srcset=\".\u002Fmcpjam-inspector\u002Fclient\u002Fpublic\u002Fmcp_jam_dark.png\">\n  \u003Csource media=\"(prefers-color-scheme: light)\" srcset=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_218550e08b40.png\">\n  \u003Cimg width=\"250\" alt=\"MCPJam Inspector V1 logo\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_218550e08b40.png\">\n\u003C\u002Fpicture>\n\n\u003Cbr\u002F>\n\nwww.mcpjam.com\n\n[![npm version](https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fv\u002F@mcpjam\u002Finspector?style=for-the-badge&color=blue)](https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@mcpjam\u002Finspector)\n[![License: Apache 2.0](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FLicense-Apache%202.0-blue.svg?style=for-the-badge)](https:\u002F\u002Fopensource.org\u002Flicenses\u002FApache-2.0)\n[![Discord](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FDiscord-Join%20Server-5865F2.svg?style=for-the-badge&logo=discord&logoColor=white)](https:\u002F\u002Fdiscord.gg\u002FJEnDtz8X6z)\n\n\u003C\u002Fdiv>\n\nMCPJam 是用于 MCP 服务器、MCP 应用以及 ChatGPT 应用的开发平台。\n\n- **调试**：跨主机配置全面追踪，检查每一条 JSON-RPC 消息和 OAuth 交换。\n- **聊天**：与任意 LLM 对话，同时在代理、宿主应用和您的服务器之间全程跟踪工具调用及上下文信息。\n- **检查**：在一个地方探索您服务器的工具、资源和提示。\n- **评估**：在多个 LLM 上运行评估，并随时间跟踪准确率，以便尽早发现回归问题。\n- **CLI**：直接从终端探测服务器、执行诊断检查、测试 OAuth 流程，并列出工具\u002F资源\u002F提示。\n- **SDK**：以编程方式驱动检查、快照服务器能力，并在您自己的测试中断言工具\u002F资源的结构。\n- **CI\u002FCD**：将 CLI 和 SDK 集成到 GitHub Actions（或任何流水线）中，以便在每次 PR 提交时运行端到端测试、评估、OAuth 检查以及规范符合性验证。\n\n不再需要 ngrok 或 ChatGPT\u002FClaude 订阅。MCPJam 是迭代任何 MCP 项目最快的方式。\n\n### 🚀 快速入门\n\n打开托管的 Web 应用程序，无需安装。\n\n👉 [app.mcpjam.com](https:\u002F\u002Fapp.mcpjam.com)\n\n或者在本地运行 MCPJam，适用于 HTTP\u002FS 和本地 STDIO 服务器：\n\n```bash\nnpx @mcpjam\u002Finspector@latest\n```\n\n\u003Cimg alt=\"MCPJam Inspector 演示\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_b75797085ba4.png\">\n\n# 目录\n\n- [安装指南](#installation-guides)\n- [核心功能](#key-features)\n  - [应用构建器](#app-builder)\n  - [聊天](#chat)\n  - [OAuth 调试器](#oauth-debugger)\n  - [MCP 服务器调试](#mcp-server-debugging)\n  - [技能](#skills)\n  - [工作空间](#workspaces)\n  - [评估](#evals)\n  - [CLI](#cli)\n  - [SDK](#sdk)\n  - [CI\u002FCD](#cicd)\n- [贡献](#contributing-)\n- [链接](#links-)\n- [社区](#community-)\n- [致谢](#shoutouts-)\n- [许可证](#-license)\n\n# 安装指南\n\nMCPJam Inspector 可通过三种方式运行：托管 Web 应用、适用于 Mac 和 Windows 的桌面应用，或通过您的终端。Web 应用仅支持 HTTPS，无需安装。终端和桌面应用则支持 HTTP\u002FS 和本地 STDIO 服务器。\n\n### 系统要求\n\n[![Node.js](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FNode.js-20+-green.svg?style=for-the-badge&logo=node.js)](https:\u002F\u002Fnodejs.org\u002F)\n[![TypeScript](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FTypeScript-5+-blue.svg?style=for-the-badge&logo=typescript)](https:\u002F\u002Fwww.typescriptlang.org\u002F)\n\n仅终端安装（`npx`）需要 Node.js 20 或更高版本。而托管 Web 应用和桌面应用则无需本地运行时环境。\n\n## 托管 Web 应用\n\n在浏览器中打开 [app.mcpjam.com](https:\u002F\u002Fapp.mcpjam.com) 即可使用。无需安装，始终为最新版本，您可以像分享 Google 文档一样与团队成员共享 MCP 服务器链接。\n\n- 仅支持 HTTPS 的 MCP 服务器 URL（对于 HTTP 或本地 STDIO 服务器，请使用桌面版或终端版）。\n- 不支持 STDIO、隧道、技能或任务等功能，这些功能需要本地检查器。\n\n详细信息请参阅 [托管应用文档](https:\u002F\u002Fdocs.mcpjam.com\u002Fhosted\u002Foverview)。\n\n## 大众桌面应用\n\n下载适合您操作系统的安装程序。支持 HTTP\u002FS 和本地 STDIO 服务器，无需 Node.js。\n\n- [Mac 版安装包](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Flatest\u002Fdownload\u002FMCPJam.Inspector.dmg)\n- [Windows 版安装程序](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Flatest\u002Fdownload\u002FMCPJam-Inspector-Setup.exe)\n\n## 终端版\n\n通过 `npx` 运行检查器（支持 HTTP\u002FS 和本地 STDIO）：\n\n```bash\nnpx @mcpjam\u002Finspector@latest\n```\n\n启动后，在浏览器中打开打印出的 `localhost` URL。\n\n## Docker 版\n\n使用 Docker 运行 MCPJam Inspector，并将其绑定到 localhost 以确保安全：\n\n```bash\ndocker run -p 127.0.0.1:6274:6274 mcpjam\u002Fmcp-inspector\n```\n\n应用程序可在 `http:\u002F\u002F127.0.0.1:6274` 访问。务必使用 `-p 127.0.0.1:6274:6274`（而非 `-p 6274:6274`），以确保检查器仅限于本地访问。在 macOS\u002FWindows 上，连接到主机 MCP 服务器时，请使用 `http:\u002F\u002Fhost.docker.internal:PORT` 而不是 `127.0.0.1`。\n\n# 核心功能\n\n| 功能           | 描述                                                                                                                                                                                                        |\n| -------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |\n| 应用构建器          | 使用工具调用或面板内聊天，结合“聊天”、“追踪”和“原始”视图，针对模型调试您的服务器。支持 OpenAI Apps SDK 和 MCP 应用 UI、文本工具以及 Chrome DevTools 风格的小部件模拟器。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fapp-builder) |\n| 聊天                 | 在前沿模型上进行多服务器聊天（免费）。提供“聊天”、“追踪”、“原始”视图；可同时比较最多 3 个模型。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fchat)                                                                         |\n| OAuth 调试器       | 引导式 MCP OAuth 兼容性检查：协议版本 03-26、06-18、11-25；DCR、客户端预注册、CIMD。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fguided-oauth)                                        |\n| MCP 服务器调试     | 手动运行工具、资源、模板和诱导流程；提供完整的 JSON-RPC 日志。                                                                                                                                     |\n| 技能               | 在聊天和应用构建器中使用技能；仅限本地文件系统。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fskills)                                                                                                       |\n| 工作空间           | 共享服务器组，支持团队实时同步。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fworkspaces)                                                                                                           |\n| 评估                | 包含预期工具调用的测试用例，在不同 LLM 上运行，并生成指标。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Ftest-cases)                                                                                           |\n| CLI                  | 从终端运行 MCPJam 检查、探测和评估。非常适合本地开发循环和 CI 流程。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Foverview)                                                                      |\n| SDK                  | 通过编程方式访问 MCPJam，用于自定义工具、脚本编写和集成。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Fsdk)                                                                                            |\n| CI\u002FCD                | 在 GitHub Actions 及其他 CI 系统中运行 MCPJam 检查和评估，以阻止包含回归问题的 PR 合并。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Fci)                                                                         |\n\n## 应用构建器\n\n使用工具调用或面板内聊天，结合“聊天”、“追踪”和“原始”视图，针对模型调试您的服务器。支持 OpenAI Apps SDK 和 MCP 应用 UI、文本工具以及 Chrome DevTools 风格的小部件模拟器，方便您在本地迭代小部件。\n\n- 手动调用工具即可立即查看小部件，或使用 LLM 与您的服务器聊天。\n- 在日志中查看所有 JSON-RPC 消息和 `window.openai` 消息。\n- 更改模拟器设备为桌面、平板或移动设备视图。\n- 测试应用的区域设置变化、CSP 权限、浅色\u002F深色模式、悬停与触控操作，以及安全区域边距。\n\n\u003Cimg alt=\"MCPJam 应用构建器\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_12f100ea3c42.png\">\n\n\u003Cimg alt=\"MCPJam 应用构建器追踪视图\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_9ffed01256fd.png\">\n\n_追踪视图：每一条工具调用、代理步骤和 JSON-RPC 消息。_\n\n## 聊天\n\n免费使用前沿模型进行多服务器聊天，或自行提供 API 密钥。提供“聊天”、“追踪”和“原始”视图；可并排比较最多 3 个模型。查看您的服务器的令牌使用情况。\n\n\u003Cimg alt=\"MCPJam 并排比较前沿模型的聊天界面\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_000871f5260b.png\">\n\n## OAuth 调试器\n\n提供逐步解释的引导式 MCP OAuth 兼容性检查。可针对 OAuth 规范的各个版本（03-26、06-18 和 11-25）进行测试。支持客户端预注册、动态客户端注册 (DCR) 和客户端 ID 元数据文档 (CIMD)。\n\n\u003Cimg alt=\"MCPJam OAuth 流程调试器\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_361ce118e672.png\">\n\n## MCP 服务器调试\n\nMCPJam 包含测试您的 MCP 服务器所需的所有工具。您可以手动运行工具、资源、资源模板、提示词和诱导流程，并获得完整的 JSON-RPC 可观测性。MCPJam 拥有原始检查器的所有功能，并在此基础上进行了扩展。\n\n\u003Cimg alt=\"MCPJam MCP 工具\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_readme_e5deec94829b.png\">\n\n## 技能\n\n在聊天和应用构建器中使用技能，以本地、可重用的行为扩展模型。仅限本地文件系统。您的数据绝不会离开您的机器。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fskills)\n\n## 工作空间\n\n将您的服务器分组到共享的工作空间中，实现团队的实时同步，确保团队中的每个人都在相同的配置下进行测试。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Fworkspaces)\n\n## 评估\n\n定义包含预期工具调用的测试用例，并在多个 LLM 上运行。随着时间的推移跟踪准确率指标，以便及早发现回归问题，并在每次迭代中改进您的服务器。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Finspector\u002Ftest-cases)\n\n## CLI\n\n从终端运行 MCPJam，适用于快速的本地开发循环和 CI 集成。无需离开终端即可探测服务器、运行 OAuth 检查、检查工具和资源，并执行评估。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Foverview)\n\n## SDK\n\n通过编程方式访问 MCPJam，用于自定义工具、脚本编写和集成。基于 MCPJam 的检查和评估原语构建您自己的工作流。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Fsdk)\n\n## CI\u002FCD\n\n将 MCPJam 集成到 GitHub Actions、GitLab CI 或您选择的 CI 系统中，以便在每个 PR 上运行兼容性测试、端到端测试和评估。在 MCP 服务器出现回归问题之前将其拦截。[了解更多](https:\u002F\u002Fdocs.mcpjam.com\u002Fcli\u002Fci)\n\n# 贡献 👨‍💻\n\n我们非常感谢您考虑为 MCPJam 做出贡献。请阅读我们的[贡献指南](CONTRIBUTING.md)。\n\n加入我们的[Discord 社区](https:\u002F\u002Fdiscord.gg\u002FJEnDtz8X6z)，这里是贡献者们交流的地方。\n\n# 链接 🔗\n\n- [官网](https:\u002F\u002Fwww.mcpjam.com\u002F)\n- [博客](https:\u002F\u002Fwww.mcpjam.com\u002Fblog)\n- [定价](https:\u002F\u002Fwww.mcpjam.com\u002Fpricing)\n- [文档](https:\u002F\u002Fdocs.mcpjam.com\u002F)\n\n# 社区 🌍\n\n- [Discord](https:\u002F\u002Fdiscord.gg\u002FJEnDtz8X6z)\n- [𝕏 (Twitter)](https:\u002F\u002Fx.com\u002Fmcpjams)\n- [LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002Fmcpjam)\n\n# 致谢 📣\n\n我们的一些合作伙伴和喜爱的框架：\n\n- [Stytch](https:\u002F\u002Fstytch.com)。我们最喜欢的 MCP OAuth 提供商。\n- [xMCP](https:\u002F\u002Fxmcp.dev\u002F)。TypeScript 版本的 MCP 框架。可在 Vercel 上即时部署。\n- [Alpic](https:\u002F\u002Falpic.ai\u002F)。托管 MCP 服务器。不妨试试他们新推出的用于 ChatGPT 应用的 [Skybridge 框架](https:\u002F\u002Fgithub.com\u002Falpic-ai\u002Fskybridge)！\n\n---\n\n# 许可证 📄\n\n本项目采用 **Apache 2.0 许可证** 许可。请参阅 [LICENSE](LICENSE) 文件。","# MCPJam Inspector 快速上手指南\n\nMCPJam Inspector 是专为 MCP（Model Context Protocol）服务器、应用及 ChatGPT 应用打造的开发平台。它提供了调试、聊天、评估、CLI 工具及 SDK 等全方位功能，帮助开发者无需 ngrok 或付费订阅即可高效迭代项目。\n\n## 环境准备\n\n### 系统要求\n- **操作系统**：macOS, Windows, Linux (支持 Docker)\n- **浏览器**：现代浏览器（Chrome, Edge, Firefox 等）\n\n### 前置依赖\n- **Node.js**: 版本 20+ (仅在使用终端命令 `npx` 或本地开发时需要)\n- **TypeScript**: 版本 5+ (推荐，用于开发扩展)\n\n> **注意**：如果您使用托管版 Web 应用或桌面客户端，则无需在本地安装 Node.js 运行时。\n\n## 安装步骤\n\n您可以根据需求选择以下三种方式使用 MCPJam Inspector：\n\n### 方式一：托管 Web 应用（无需安装）\n最适合快速测试 HTTPS 协议的 MCP 服务器。\n1. 直接访问官网：[app.mcpjam.com](https:\u002F\u002Fapp.mcpjam.com)\n2. 无需任何安装步骤，打开即用。\n\n### 方式二：桌面客户端（推荐本地开发）\n适合需要调试本地 STDIO 服务器或 HTTP 服务器的用户，无需配置 Node 环境。\n- **macOS**: [下载安装包 (.dmg)](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Flatest\u002Fdownload\u002FMCPJam.Inspector.dmg)\n- **Windows**: [下载安装包 (.exe)](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Flatest\u002Fdownload\u002FMCPJam-Inspector-Setup.exe)\n\n### 方式三：终端运行 (CLI)\n适合习惯命令行的开发者，支持 HTTP\u002FS 和本地 STDIO 服务器。\n\n确保已安装 Node.js 20+，然后运行：\n\n```bash\nnpx @mcpjam\u002Finspector@latest\n```\n\n启动后，终端会打印一个本地地址（如 `http:\u002F\u002Flocalhost:xxxx`），请在浏览器中打开该地址。\n\n### 方式四：Docker 运行\n适合容器化环境，默认绑定本地回环地址以确保安全。\n\n```bash\ndocker run -p 127.0.0.1:6274:6274 mcpjam\u002Fmcp-inspector\n```\n\n启动后访问 `http:\u002F\u002F127.0.0.1:6274`。\n> **提示**：在 macOS\u002FWindows 上连接宿主机运行的 MCP 服务器时，请使用 `http:\u002F\u002Fhost.docker.internal:PORT` 代替 `127.0.0.1`。\n\n## 基本使用\n\n以下以**终端运行**为例，演示最基础的调试流程：\n\n### 1. 启动 Inspector\n在终端执行启动命令：\n```bash\nnpx @mcpjam\u002Finspector@latest\n```\n\n### 2. 打开界面\n在浏览器中访问终端输出的 localhost 地址。\n\n### 3. 连接并调试服务器\n- **添加服务器**：在界面中输入您的 MCP 服务器地址（支持 `http\u002Fhttps` URL 或本地 `stdio` 命令）。\n- **查看工具与资源**：进入 \"Inspect\" 标签页，自动列出服务器暴露的所有 Tools（工具）、Resources（资源）和 Prompts（提示词）。\n- **手动测试**：点击任意工具，填入参数并运行，右侧将实时显示完整的 JSON-RPC 请求与响应日志。\n- **AI 对话调试**：切换到 \"Chat\" 标签页，选择模型（支持免费的前沿模型或自定义 API Key），直接与您的服务器进行对话，观察 Agent 如何调用工具及上下文变化。\n\n### 4. 进阶功能\n- **OAuth 调试**：使用 \"OAuth Debugger\" 逐步验证 OAuth 流程合规性。\n- **自动化评估**：定义测试用例（Evals），批量在不同 LLM 上运行以检测回归问题。\n- **CI\u002FCD 集成**：利用生成的 CLI 命令或 SDK 将检查流程接入 GitHub Actions。","某后端工程师正在开发一个连接企业内部数据库的 MCP 服务器，需要确保 AI 助手能准确调用工具查询数据并安全地完成 OAuth 认证。\n\n### 没有 inspector 时\n- 调试 JSON-RPC 消息如同“盲人摸象”，只能依靠稀疏的终端日志猜测请求为何失败，定位问题耗时极长。\n- 测试 OAuth 流程必须反复在浏览器与代码间切换，一旦令牌过期或配置错误，很难直观看到具体的交换细节。\n- 验证工具在不同大模型下的表现缺乏统一界面，每次更换模型都要重新编写测试脚本，难以快速对比结果差异。\n- 团队协作时，无法直接分享实时的服务器状态链接，只能通过截图或口述传达复杂的上下文环境。\n- 缺乏自动化评估手段，代码提交后若出现功能回退（Regression），往往要等到用户反馈才能察觉。\n\n### 使用 inspector 后\n- 通过全链路追踪面板，工程师能实时查看每一条 JSON-RPC 消息和完整的调用堆栈，瞬间锁定参数格式错误。\n- 内置的 OAuth 调试器可视化展示了整个认证握手过程，任何一步的失败原因都清晰可见，配置效率提升数倍。\n- 在统一的聊天界面中即可切换不同 LLM 进行测试，直接观察工具调用轨迹和上下文变化，无需编写额外代码。\n- 生成可共享的 Web 链接发给团队成员，对方打开浏览器即可同步 inspect 当前的服务器状态和工具列表，协作无缝衔接。\n- 利用内置的评估（Evals）功能设置自动化测试，每次 PR 提交自动运行多模型准确率检查，提前拦截潜在回归。\n\ninspector 将原本碎片化、黑盒化的 MCP 开发流程转变为透明、可视且可自动化的闭环，极大缩短了从编码到稳定上线的周期。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FMCPJam_inspector_b7579708.png","MCPJam","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002FMCPJam_68fa5dd3.png","Test, debug, and evaluate MCP servers and apps",null,"founders@mcpjam.com","mcpjams","mcpjam.com","https:\u002F\u002Fgithub.com\u002FMCPJam",[82,86,90,94,97,101,105],{"name":83,"color":84,"percentage":85},"TypeScript","#3178c6",98.4,{"name":87,"color":88,"percentage":89},"MDX","#fcb32c",0.6,{"name":91,"color":92,"percentage":93},"CSS","#663399",0.4,{"name":95,"color":96,"percentage":93},"JavaScript","#f1e05a",{"name":98,"color":99,"percentage":100},"HTML","#e34c26",0.2,{"name":102,"color":103,"percentage":104},"Shell","#89e051",0,{"name":106,"color":107,"percentage":104},"Dockerfile","#384d54",1850,215,"2026-04-15T21:02:15","NOASSERTION",1,"macOS, Windows, Linux","未说明",{"notes":116,"python":114,"dependencies":117},"该工具主要通过三种方式运行：1. 托管 Web 应用（无需安装，仅支持 HTTPS 服务器）；2. 桌面应用（支持 macOS 和 Windows，无需 Node.js，支持 HTTP\u002FS 和本地 STDIO）；3. 终端运行（需 Node.js 20+，通过 npx 启动）。此外也提供 Docker 镜像。若使用终端或 Docker 模式连接宿主机上的本地 MCP 服务器，需注意网络配置（如 Docker 模式下使用 host.docker.internal）。",[118,119],"Node.js 20+","TypeScript 5+",[52,121,35,14],"其他",[123,124,125,126,127,128,129,130,131,132,133,134,64,135,136,137,138,139,140,141],"mcp","modelcontextprotocol","mcp-clients","mcp-tools","opensource","chatgpt","mcp-apps","anthropic","cicd","debugger","evals","evaluation","mcp-inspector","mcp-server","oauth","oauth2","openai","openai-apps-sdk","tracing","2026-03-27T02:49:30.150509","2026-04-16T15:50:51.519201",[145,150,155,160,165,170,175,180],{"id":146,"question_zh":147,"answer_zh":148,"source_url":149},35844,"为什么无法连接到 GitHub Copilot MCP 服务器并收到 401 授权错误？","GitHub Copilot MCP 服务器目前不支持动态客户端注册（DCR），而 MCP Jam 和 Anthropic Inspector 默认通过 DCR 连接远程服务器。由于 GitHub 服务器需要带有访问令牌（Access Token）的 Authorization 头，但未提供 OAuth URL 来获取令牌，因此直接连接会失败。目前的解决方案是使用个人访问令牌（PAT）进行连接，而不是依赖 OAuth 流程。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F55",{"id":151,"question_zh":152,"answer_zh":153,"source_url":154},35845,"如何在模型选择器中按提供商对 LLM 模型进行分组显示？","需要修改 `ModelSelector.tsx` 组件。该组件接收一个 `availableModels` 属性，其中包含 `ModelDefinition` 对象数组。每个对象都有 `provider` 字段（如 Claude, OpenAI, Ollama）。解决方案是根据 `provider` 字段对模型数组进行分组，并在 UI 中创建子菜单。当用户悬停在提供商名称（如 \"Claude\"）上时，显示该提供商下的所有具体模型。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F338",{"id":156,"question_zh":157,"answer_zh":158,"source_url":159},35846,"如何将项目升级到 Vercel AI SDK 5 并使用 V2 模型？","升级步骤如下：1. 将 `ai`、`@ai-sdk\u002Fanthropic` 和 `@ai-sdk\u002Fopenai` 包升级到支持 SDK 5 的版本；2. 重写后端逻辑文件 `chat.ts`，因为所有聊天逻辑都在后端，需要适配新的包和 V2 模型接口；3. 参考 Vercel 官方关于 SDK 5 的升级文档进行具体代码调整。目前该升级任务已完成。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F369",{"id":161,"question_zh":162,"answer_zh":163,"source_url":164},35847,"如何在桌面应用更新后解决出现的 JavaScript 错误？","该问题通常是由旧版本缓存或更新过程中的临时状态引起的。维护者已发布新版本修复了此问题。如果遇到更新后报错的情况，请确保下载并安装最新版本的桌面应用。如果问题依旧，尝试完全卸载后重新安装最新版本即可解决。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F968",{"id":166,"question_zh":167,"answer_zh":168,"source_url":169},35848,"如何配置以便在浏览器中运行本地 LLM 进行测试而不消耗 Token？","可以使用 `@mlc-ai\u002Fweb-llm` 库在浏览器中运行本地模型，这些模型支持工具调用（tool calling），适合在不支付 Token 费用的情况下测试 MCP-UI 功能。此外，项目也已支持 Ollama，可以通过设置 Ollama 实例来连接本地模型进行调试和测试。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F127",{"id":171,"question_zh":172,"answer_zh":173,"source_url":174},35849,"如何让复制按钮在点击后显示反馈图标（如对勾）？","需要修改 `message.tsx` 组件中的复制按钮逻辑。具体做法是条件渲染图标：默认显示复制图标，点击后切换为对勾图标（checkmark），保持几秒钟后再自动切回复制图标。这能提供更好的用户交互反馈，表明内容已成功复制。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F427",{"id":176,"question_zh":177,"answer_zh":178,"source_url":179},35850,"是否支持将 toolResponseMeta 添加到 window.openai 对象中？","是的，根据 OpenAI Apps SDK 的规范，`toolResponseMetadata` 应该存在于 window 对象上。维护者已确认并修复了此问题，现在该元数据可以正常传递。如果之前遇到缺失问题，请确保使用的是已部署最新代码的版本。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F664",{"id":181,"question_zh":182,"answer_zh":183,"source_url":184},35851,"是否可以通过 config.json 文件添加 MCP 服务器？","是的，项目已支持通过 `config.json` 配置文件来添加服务器。维护者已经合并了相关 CLI 和 GUI 版本的 PR，用户现在可以直接编辑配置文件或在图形界面中通过配置方式添加服务器，而无需手动输入复杂的连接参数。","https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Fissues\u002F432",[186,191,196,201,206,211,216,221,226,231,236,241,246,251,256,261,266,271,276,281],{"id":187,"version":188,"summary_zh":189,"released_at":190},281067,"v2.2.0","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.2.0\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.2.0\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动构建的发布版本\n此版本由 GitHub Actions 自动构建并完成公证。\n","2026-04-13T18:20:18",{"id":192,"version":193,"summary_zh":194,"released_at":195},281068,"v2.1.0","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.1.0\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.1.0\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖印章，可在 macOS 上无缝安装。\n\n## 自动构建的版本\n本版本由 GitHub Actions 自动构建并完成公证。\n","2026-04-06T06:25:19",{"id":197,"version":198,"summary_zh":199,"released_at":200},281069,"v2.0.20","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.20\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.20\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动构建的发布版本\n本版本由 GitHub Actions 自动构建并完成公证。\n","2026-04-01T09:14:03",{"id":202,"version":203,"summary_zh":204,"released_at":205},281070,"v2.0.19","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.19\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.19\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动构建的版本\n本版本由 GitHub Actions 自动构建并完成公证。\n","2026-04-01T09:03:52",{"id":207,"version":208,"summary_zh":209,"released_at":210},281071,"v2.0.18","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.18\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.18\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动构建的版本\n本版本由 GitHub Actions 自动构建并完成公证。\n","2026-03-24T19:55:15",{"id":212,"version":213,"summary_zh":214,"released_at":215},281072,"v2.0.17","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.17\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.17\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动构建的版本\n此版本由 GitHub Actions 自动构建并完成公证。\n","2026-03-23T07:55:56",{"id":217,"version":218,"summary_zh":219,"released_at":220},281073,"v2.0.16","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.16\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.16\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动构建的发布版本\n此版本由 GitHub Actions 自动构建并完成公证。\n","2026-03-23T07:22:37",{"id":222,"version":223,"summary_zh":224,"released_at":225},281074,"v2.0.15","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.15\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.15\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动化发布\n本版本由 GitHub Actions 自动构建并完成公证。\n","2026-03-23T01:02:30",{"id":227,"version":228,"summary_zh":229,"released_at":230},281075,"v2.0.14","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.14\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.14\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖安全戳，可在 macOS 上无缝安装。\n\n## 自动化发布\n本版本由 GitHub Actions 自动构建并完成公证。\n","2026-03-22T23:47:27",{"id":232,"version":233,"summary_zh":234,"released_at":235},281076,"v2.0.13","## 下载\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.13\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.13\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\n这两个文件均已通过公证并加盖印章，可在 macOS 上无缝安装。\n\n## 自动构建的版本\n本版本由 GitHub Actions 自动构建并完成公证。\n","2026-03-21T19:49:53",{"id":237,"version":238,"summary_zh":239,"released_at":240},281077,"v2.0.12","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.12\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.12\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-21T19:27:09",{"id":242,"version":243,"summary_zh":244,"released_at":245},281078,"v2.0.11","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.11\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.11\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-21T17:18:00",{"id":247,"version":248,"summary_zh":249,"released_at":250},281079,"v2.0.10","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.10\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.10\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-20T16:35:17",{"id":252,"version":253,"summary_zh":254,"released_at":255},281080,"v2.0.9","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.9\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.9\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-17T22:44:45",{"id":257,"version":258,"summary_zh":259,"released_at":260},281081,"v2.0.8","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.8\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.8\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-17T08:08:58",{"id":262,"version":263,"summary_zh":264,"released_at":265},281082,"v2.0.7","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.7\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.7\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-14T23:53:55",{"id":267,"version":268,"summary_zh":269,"released_at":270},281083,"v2.0.6","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.6\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.6\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-14T19:03:51",{"id":272,"version":273,"summary_zh":274,"released_at":275},281084,"v2.0.5","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.5\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.5\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-09T21:00:59",{"id":277,"version":278,"summary_zh":279,"released_at":280},281085,"v2.0.4","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.4\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.4\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-03-03T05:19:49",{"id":282,"version":283,"summary_zh":284,"released_at":285},281086,"v2.0.3","## Download\n- **macOS DMG**: [MCPJam Inspector.dmg](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.3\u002FMCPJam%20Inspector.dmg)\n- **macOS ZIP**: [MCPJam Inspector ZIP](https:\u002F\u002Fgithub.com\u002FMCPJam\u002Finspector\u002Freleases\u002Fdownload\u002Fv2.0.3\u002FMCPJam%20Inspector-darwin-arm64-0.9.14.zip)\n\nBoth files are notarized and stapled for seamless installation on macOS.\n\n## Auto-generated release\nThis release was automatically built and notarized by GitHub Actions.\n","2026-02-25T19:52:48"]