Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
MCP server for tool discovery: find, compare, and verify tools across 35+ registries.
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。
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。
选择你使用的 AI 应用,然后复制设置。
你需要
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": {
"toolcairn": {
"command": "npx",
"args": [
"-y",
"@neurynae/toolcairn-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add toolcairn -- npx -y @neurynae/toolcairn-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"toolcairn": {
"command": "npx",
"args": [
"-y",
"@neurynae/toolcairn-mcp"
]
}
}
}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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"toolcairn": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@neurynae/toolcairn-mcp"
]
}
}
}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。
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
注册名称已通过 GitHub 账户 neurynae 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
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。
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。
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)。
GitHub 仓库最后更新于–,最新版本(1.0.0)于6个月前进入注册中心。
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。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Cape Winelands Visit Planner
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Cape Winelands wine farm finder and day-route planner
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。
@neurynae/toolcairn-mcpSource for
@neurynae/toolcairn-mcpon npm. Install via the package, not from this repo.
ToolCairn is an MCP server that connects your AI coding agent to a continuously-updated graph of 30,000+ open-source tools across npm, PyPI, Cargo, Maven, Go, Composer, RubyGems, NuGet, Homebrew, and 35+ more registries. Search, compare, build stacks, and check version compatibility — all from inside Claude Code, Cursor, or any MCP-compatible client.
Concrete example. Your agent receives *"I need a fast HTTP client for Node"* → it calls
search_tools→ ToolCairn returns ranked candidates with maintenance and community signals, alternatives, and a warning if the top pick has questionable activity. No more guessing from blog posts and stale tutorials.
The MCP server runs locally as a stdio child of your agent. Tool calls travel over MCP to this package, which proxies the network-bound ones to the ToolCairn Cloud API and handles the local-only ones (project scan, config, audit log) on disk.
Plain web search and LLM training data are insufficient for tool selection — knowledge cutoffs miss latest releases, search engines surface tutorials over authoritative ranking, and version-compatibility answers live in scattered issue threads.
ToolCairn fixes this with three things you can't get from raw registry APIs:
Step 1. Create a free account at [toolcairn.neurynae.com/signup](https://toolcairn.neurynae.com/signup).
Step 2. Add to your MCP config and restart your agent:
{
"mcpServers": { "toolcairn": { "command": "npx", "args": ["@neurynae/toolcairn-mcp"] } } }
Step 3. A browser window opens for sign-in on first start. Once you confirm, all tools are available immediately — no further setup.
Requires Node.js 22+.
The fastest path:
claude mcp add toolcairn -- npx @neurynae/toolcairn-mcp
Or paste the JSON block above into ~/.claude/claude_desktop_config.json under mcpServers.
Other MCP-compatible clients (Cursor, Claude Desktop, VS Code Copilot, Windsurf, Zed, …) work with the same
npx @neurynae/toolcairn-mcpcommand — see the docs for client-specific config locations.
Your agent receives *"I need a real-time analytics database for event tracking"* → calls search_tools → gets ranked candidates (ClickHouse, TimescaleDB, InfluxDB, …) with maintenance signals. If the intent is ambiguous, the response carries clarification questions; the agent answers via search_tools_respond and gets refined results.
Your agent receives *"Help me architect a full-stack TypeScript SaaS"* → calls refine_requirement to decompose, then get_stack with the per-layer needs → gets a 3–5 tool stack (web framework + database + auth + payments) with a version-compatibility matrix showing which versions work together across the stack.
*"Express vs Fastify for a REST API?"* → compare_tools returns side-by-side health (stars, maintenance score, last commit, open issues, contributor trends), graph relationships (what each integrates with, what they replace), and a recommendation grounded in your stated use case.
*"I want to upgrade Next.js to 14 but keep React 17."* → check_compatibility evaluates declared peer ranges and returns satisfied/unsatisfied checks with the source (declared_dependency / graph_edges / shared_neighbors).
On first session, toolcairn_init walks your repo, parses every manifest (package.json, requirements.txt, pyproject.toml, Cargo.toml, go.mod, pom.xml, Gemfile, composer.json, …), classifies each tool against the ToolCairn graph, and writes a local .toolcairn/ snapshot. Subsequent sessions read this snapshot first — your agent stops re-searching for things it already knows about.
The MCP server exposes 16 tools, grouped by purpose. Most are local (no network) or fire-and-forget; the search, compare, and stack tools call the ToolCairn API.
| Tool | What it does |
|---|---|
search_tools | Natural-language search with health signals and alternatives. May ask clarifying questions when intent is ambiguous. |
search_tools_respond | Submit answers to refine an in-progress search. |
refine_requirement | Decompose a vague use-case ("build a SaaS") into specific, searchable sub-needs. |
verify_suggestion | Check whether the agent's tool picks are actually indexed in the ToolCairn graph. |
| Tool | What it does |
|---|---|
get_stack | Compose a complementary tool stack with a cross-version compatibility matrix. |
compare_tools | Head-to-head: health metrics, graph relationships, and a recommendation. |
check_compatibility | Version-aware peer-range check between two tools. |
| Tool | What it does |
|---|---|
toolcairn_init | Discover project roots, scan manifests, classify tools, write .toolcairn/. |
read_project_config | Load the local .toolcairn/config.json snapshot (confirmed tools, pending items, audit log). |
update_project_config | Atomically add, remove, or update a tool — every mutation is audited. |
| Tool | What it does |
|---|---|
report_outcome | Fire-and-forget: did the recommended tool work out? Closes the learning loop. |
feedback | Agent feedback on ToolCairn itself. Call ONLY when a ToolCairn response was wrong, broken, low-quality, or missed something — never for positive feedback. Free of daily quota. |
suggest_graph_update | Submit a new tool, edge, or use-case for admin review (staged, never auto-promoted). |
check_issue | Last resort. Search a tool's GitHub issues for known bugs — only after 4+ retries and a docs review. |
| Tool | What it does |
|---|---|
classify_prompt | Local: decide whether a tool search is needed at all (skips ToolCairn for non-tool prompts). |
toolcairn_auth | Manage local sign-in: login / status / logout. |
| Environment variable | Default | Purpose |
|---|---|---|
TOOLCAIRN_TRACKING_ENABLED | true | Set false to disable usage event logging (see Privacy). |
LOG_LEVEL | info | Set debug for verbose stdio diagnostics. |
MCP_TRANSPORT | stdio | Set http for HTTP transport (advanced). |
~/.toolcairn/credentials.json (mode 0600, 90-day expiry)..toolcairn/{config.json, audit-log.jsonl, tracker.html} at each detected project root.The tracker.html file is a self-contained dashboard — open it in any browser to see every tool call, pending evaluation, and audit entry in real time.
Your sign-in lives at ~/.toolcairn/credentials.json and lasts 90 days. From inside your agent:
toolcairn_auth { action: "status" } # check current sign-in
toolcairn_auth { action: "logout" } # clear credentials
To re-authenticate, simply restart your agent — the sign-in flow opens automatically.
We're explicit about what leaves your machine.
Sent to ToolCairn (when tracking is enabled):
Stays local:
.toolcairn/audit-log.jsonl).Opt out at any time:
TOOLCAIRN_TRACKING_ENABLED=false
Tools still work normally; only the lightweight usage events are skipped.
Full privacy policy: toolcairn.neurynae.com/privacy.
Browser doesn't open for sign-in. Copy the URL printed to stderr and visit it manually; enter the device code shown.
`Module not found` or version errors. Confirm Node 22+ with node --version.
Behind a corporate proxy. Set HTTPS_PROXY — npx and the MCP server respect it.
Self-hosted backend. Set TOOLPILOT_API_URL=https://your-host.
Sign-in expired. Restart your agent — the device-code flow re-runs automatically.
Verbose logs. Set LOG_LEVEL=debug.
What is the agent doing? Open .toolcairn/tracker.html in your browser for an auto-refreshing dashboard of every tool call.
scanA standalone health scan that doesn't start the MCP server:
npx @neurynae/toolcairn-mcp scan [dir]
Reads dependency manifests in [dir] (default: current directory) — package.json, requirements.txt, pyproject.toml, Cargo.toml — and reports health, alternatives, and warnings for each declared dependency.
Add --json for machine-readable output.
security@neurynae.comIssues and feature requests are welcome at github.com/neurynae/toolcairn-mcp/issues.
The graph engine, search pipeline, and indexer are closed-source. This repository contains the public MCP client and project-config layer that runs on user machines.
MIT — © 2026 NEURYNAE. See [LICEN
只显示了开头部分;其余内容请在仓库中阅读