原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
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MCP Probe Kit

作者:mybolide版本 4.0.0i★ –i在你的电脑上运行
注册名称io.github.mybolide/mcp-probe-kit

安装

概览

作者提供的说明(英文原文)

Spec-driven dev workflow MCP: start_* orchestration, memory, GitNexus, quality gates.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 搜索与 AI 记忆

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 注册中心没有列出需要填写的密钥。

你需要

  • npm已安装 Node.js(用于 npx 命令)

你用的是哪个应用?

在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "probe-kit": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-probe-kit"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add probe-kit -- npx -y mcp-probe-kit

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "probe-kit": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-probe-kit"
      ]
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "probe-kit": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "mcp-probe-kit"
      ]
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上,无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。

它能做什么

它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过 GitHub 账户 mybolide 验证,该账户拥有此仓库

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    它在你的电脑上运行;我们只能读取互联网端点的工具列表

与“搜索与 AI 记忆”中的其他服务器比较i

  • 星标数多于此分类中其他 5689 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 5689 个服务器的 30% 更新
  • 基础检查结果等于或优于此分类中其他 5689 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。

常见问题

MCP Probe Kit 安全吗?

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。

它需要哪些密钥或代码?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(4.0.0)于3个月前进入注册中心。

哪些应用可以使用它?

支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。

有什么可以替代它?

同一分类中有:Context7, Codebase Memory, Exa

替代选择

同一分类中其他作者的服务器,按星标数排序。

如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Context7

Up-to-date docs for AI agents

作者:upstash广泛使用↓ 97.3万/周★ 6.4万前天更新

电脑或云端

Codebase Memory

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

作者:DeusData广泛使用↓ 1.8万/周★ 4.8万22天前更新

在你的电脑上运行

Exa

Connect AI agents to Exa for web search, content fetching, and multi-step research.

作者:exa-labs正在增长★ 52132个月前更新

在云端运行✓ exa.ai

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

mcp-probe-kit — Know the Context, Feed the Moment

知时MCP | mcp-probe-kit Know the Context, Feed the Moment.

Introspection · Context Hydration · Delegated Orchestration


Talk is cheap, show me the Context.

mcp-probe-kit is a protocol-level toolkit designed for developers who want AI to understand project intent, choose a precise workflow, and retain validated experience without flooding the model with internal actions.

Languages: English | 简体中文 | 日本語 | 한국어 | Español | Français | Deutsch | Português (BR)

🚀 AI-Powered Complete Development Toolkit - Covering the Entire Development Lifecycle

A powerful MCP (Model Context Protocol) server with 29 model-visible tools by default (24 base + 5 History Session; disable History with MCP_HISTORY_SESSION=0), 35 when Memory is also configured, and a 39-tool compatibility surface available through MCP_TOOLSET=full. It covers the complete workflow from product analysis to final release and supports structured output.

🎉 v4 stable release: native MCP Apps, resumable plans, evidence convergence, managed GitNexus Sidecar, parent-child specs, and a version-locked CLI fallback.

Supports All MCP Clients: Cursor, Claude Desktop, Cline, Continue, and more

Protocol Support: Legacy MCP (2025-era) + Modern MCP 2026-07-28 · SDK: split TypeScript SDK v2 packages

Runtime: Node.js 20 or newer. MCP_PROTOCOL_MODE=auto is the default; use legacy or modern only for compatibility diagnosis.


🎬 v4 in action

v4 turns delegated Agent work into an observable and verifiable delivery loop. The animations below are rendered from the same MCP App source shipped in the npm package—not separate marketing mockups.

Feature Workbench — parent-child specs, active step, outputs, evidence, and cross-session recovery.

Memory Center — semantic search, full-content inspection, lifecycle state, evidence, stale marking, and confirmed deletion.

Convergence Gate — blocks closure when steps or requirements/spec/implementation/test/review evidence are incomplete.

  • Five native MCP Apps: Memory Center, Feature Workbench, Bug Workbench, Product Workbench, and Convergence Gate.
  • History Session (default ON): lossless local chat handoff under docs/history-session/ — bootstrap → checkpoint → search/read, no vector DB required.
  • Resumable delegated plans: plan_heartbeat persists real progress; resume_plan restores the next executable step.
  • Evidence-based convergence: converge gates delivery and long-term Memory writes.
  • Managed GitNexus Sidecar: version/platform/architecture/Node isolation, integrity verification, real FTS probe, and safe degradation.
  • Version-locked CLI fallback: project-local probe wrappers reach the same Tool Registry when a host drops the MCP tool lease.
  • Parent-child specifications: complex releases are decomposed and recursively validated instead of being flattened into one oversized spec.

[Open the five live, read-only MCP App demos](https://mcp-probe-kit.bytezonex.com/pages/apps.html)

v4 stable: mcp-probe-kit@4.1.1 is the current stable release and npm latest channel.


📚 Complete Documentation

👉 [https://mcp-probe-kit.bytezonex.com](https://mcp-probe-kit.bytezonex.com/)

  • Quick Start - Setup in 5 minutes
  • Local Memory Stack (Qdrant + Nomic Embed) - Docker Compose, ports 50008 / 50012, MCP env
  • All Tools - Default (+ History), conditional Memory, App-only, and full compatibility surfaces
  • Best Practices - Full development workflow guide
  • v3 → v4 Migration Guide - Tool surfaces, protocol, Apps, plan state, Memory, and compatibility
  • MCP Apps Live Demos - Five real read-only workbenches generated from the shipped App source

✨ Core Features

📦 Tool Surfaces

The default compact surface keeps every independently useful workflow while removing competing internal and maintenance entries from the model context.

  • 🧭 Routing (1) — workflow
  • 🔁 Plan State & Convergence (3) — plan_heartbeat, resume_plan, converge
  • 🔄 Workflow Orchestration (6) — start_feature, start_bugfix, start_onboard, start_ui, start_product, start_ralph
  • 📦 Project & Specification (4) — init_project, init_project_context, check_spec, estimate
  • 🏗️ Architecture (1) — architecture
  • 🔍 Code, Test & Git (6) — code_insight, gentest, code_review, refactor, gencommit, git_work_report
  • 🎨 UI/UX Utilities (2) — ui_design_system, ui_search
  • 🗣️ Structured Interview (1) — interview

That is 24 base compact tools, plus 5 History Session tools by default (history_session_bootstrap|checkpoint|validate|search|read) for a 29-tool model surface. Set MCP_HISTORY_SESSION=0|false|off to hide History. When the full Memory stack is configured, six Memory tools are added dynamically, bringing the model-visible surface to 35 (or 30 if History is off):

search_memory, read_memory_asset, memorize_asset, update_memory_asset, delete_memory_asset, scan_and_extract_patterns

For compatibility and diagnostics, MCP_TOOLSET=full restores all 39 model tools. The compact surface deliberately omits add_feature, fix_bug, sync_ui_data, and ask_user: their implementations remain available through orchestration, maintenance scripts, or full compatibility mode.

workflow is a fallback tool-selection guide, not a natural-language intent classifier. The Agent normally chooses the appropriate MCP tool directly from the current conversation, Skill, and tool descriptions. scenario=auto returns guidance only (firstTool=null); an explicit scenario returns deterministic guidance for a scenario the Agent has already selected.

📜 History Session (default ON) — lossless project handoff

Chat hosts forget. History Session keeps a lossless, project-local archive so the next Agent turn (or a new conversation) can resume with real user wording, decisions, and open items — without stuffing the whole chat into the prompt.

Why it matters

  • Host context windows and “new chat” resets drop prior findings; History persists them as Markdown under docs/history-session/.
  • Default ON and no Qdrant / embedding stack — works out of the box alongside the 24 base compact tools (29 model-visible tools total).
  • Complements, does not replace, the other layers:
LayerJobTypical tools
History SessionThis project’s conversation handoff, verbatim user input, turn checkpointshistory_session_*
Delegated PlanResumable steps, evidence, converge gatesplan_heartbeat / resume_plan / converge
MemoryCross-repo reusable experience (needs MEMORY_*)search_memory / memorize_asset

How Agents use it

  1. Start of a conversation — history_session_bootstrap with initial_user_input= . On hosts without a platform session, omit session_key once; the server mints hs_ and opens a new archive (it does not share project-active). Echo that handle on later calls. Do not invent keys.
  2. Before each final reply — history_session_checkpoint with the bootstrap session_key + expected_path, plus this turn’s raw_user_input / user_intent. Fill the Skill minimum checklist (findings, decisions, files_changed, tests, runtime_state, next_actions) — no empty-array padding.
  3. Need an older fact — history_session_search → history_session_read (follow next_cursor). Prefer bounded bootstrap state first; do not load full history by default.
  4. Numbering / index damage — history_session_validate (repair=true when needed).

Operational details

  • Soft-rotate when an archive exceeds MCP_HISTORY_MAX_LINES / MCP_HISTORY_MAX_BYTES (defaults 800 / 131072); checkpoint returns the new expected_path. Rotated archives carry forward the latest initial_user_input.
  • Redacts common secrets in archived text; checkpoints are idempotent by content fingerprint.
  • Disable with MCP_HISTORY_SESSION=0|false|off (hides the five tools).
  • Do not commit docs/history-session/ — add it to .gitignore (local handoff only; not part of the npm package story).

Skill and AGENTS.md spell out the read/write timing rules; the All Tools catalog lists one-line call prompts for each history_session_* tool.

🔁 Delegated Plan State, Recovery, and Convergence
  • Every v4 delegated plan declares executionStatePolicy and instructs the Agent to create a local checkpoint on the first step.
  • plan_heartbeat persists completed/skipped steps, unresolved items, evidence, and the last verified revision under .mcp-probe-kit/plans/.
  • resume_plan recalculates ready and blocked steps from stored dependencies after interruption, restart, or Agent handoff.
  • converge refuses closure while steps, unresolved items, or requirements/spec/implementation/test/review evidence are incomplete. Formal long-term memory writes are allowed only after convergence passes.
  • These tools track and validate Agent execution; they do not move file, shell, Git, or implementation work into the MCP server.
🛡️ Quality Constraints (single source of truth)

All hard quality rules live in one module (src/lib/quality-constraints.ts) and are injected into code_review, the add_feature task templates, and the UI tools. Change once, apply everywhere — inspired by taste-skill and impeccable.

  • Code limits: single file ≤ 500 lines (split into modules/components when exceeded), function ≤ 50 lines, nesting ≤ 4, parameters ≤ 3.
  • Completeness blacklist: code_review flags placeholder/elision patterns (// ..., // TODO, // rest of code, bare ...) as CRITICAL — "a partial output is a broken output".
  • Anti-laziness task templates

只显示了开头部分;其余内容请在仓库中阅读

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