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)
Code intelligence MCP server for 17+ programming languages.
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": {
"cicada": {
"command": "uvx",
"args": [
"cicada-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add cicada -- uvx cicada-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"cicada": {
"command": "uvx",
"args": [
"cicada-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": {
"cicada": {
"type": "stdio",
"command": "uvx",
"args": [
"cicada-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7日
注册名称已通过 GitHub 账户 wende 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(0.6.4)于8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 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Python MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ 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.
Local-only Python MCP server for the Files.com API.
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。
[!WARNING]
⚠️ Disclaimer — Today's AI agents operate completely differently from when this project was conceived. In current benchmarks, using a code intelligence tool yields little to no advantage for frontier models. CICADA is discontinued, and I'd advise against using it or any other "code intelligence" tool.
Context compaction for AI code assistants – Give your AI structured, token-efficient access to 17+ languages including Elixir, Python, TypeScript, JavaScript, Rust, and more.
Up to 50% less waiting · Up to 70% less tokens · Up to 99% less explanations to do
Tighter context = Better Quality
Quick Install · Security · Developers · AI Assistants · Docs
The core problem: AI code assistants waste context on blind searches. Grep dumps entire files when you only need a function signature, leaving less room for actual reasoning.
Instead of raw text dumps, CICADA gives your AI structured, pre-indexed knowledge:
| Traditional Search | CICADA |
|---|---|
| Grep dumps entire files | Returns only signatures + call sites |
| Misses aliased imports | Tracks all reference types |
| No semantic understanding | Keyword search finds verify_credentials when you ask for "authentication" |
# 1. Install uv (if needed)
uv tool install cicada-mcp
cicada claude # or: cicada cursor, cicada vs, cicada gemini, cicada codex, cicada opencode, cicada zed
Try before installing permanently Runs CICADA on demand (worse indexing quality, but zero install).
uvx cicada-mcp claude # or cursor, vs
or
claude mcp add cicada uvx cicada-mcp
gemini mcp add cicada uvx cicada-mcp
codex mcp add cicada uvx cicada-mcp
kimi mcp add --transport stdio cicada -- cicada-mcp
Uses your editor's built-in MCP management to install CICADA.
Available commands after installation:
cicada [claude|cursor|vs|gemini|codex|opencode|zed] - One-command interactive setup per projectcicada-mcp - MCP server (auto-started by editor)cicada serve - Start REST API server for HTTP access to all MCP toolscicada status - Show index status, PR index, link status, agent files, MCP configscicada stats [repo] - Display usage statistics (tool calls, tokens, execution times)cicada watch - Watch for file changes and automatically reindexcicada index - Re-index code with custom options (-f/--force, --keywords, --embeddings, --watch)cicada index-pr - Index pull requests for PR attributioncicada run [tool] - Execute any of the 7 MCP tools directly from CLIcicada agents install - Install Claude Code agents to ./.claude/ directorycicada link [parent_dir] - Links current repository to an existing indexcicada clean - Completely removes cicada integration from your folder as well as all settingsAsk your assistant:
# Elixir
"Show me the functions in MyApp.User" "Where is authenticate/2 called?"
"Show me the AuthService class methods" "Where is login() used in the codebase?"
"Find code related to API authentication"
gh and your existing OAuth token. ~/.cicada/projects/<repo_hash>/
├─ index.json # modules, functions, call sites, metadata ├─ config.yaml # indexing options + mode ├─ hashes.json # incremental indexing cache └─ pr_index.json # optional PR metadata + reviews
Your repo only gains an editor config (`.mcp.json`, `.cursor/mcp.json`, `.vscode/settings.json`, `.gemini/settings.json`, `.codex/mcp.json`, or `.opencode.json`).
Wire CICADA into your editor once, and every assistant session inherits the context.
cd /path/to/project
cicada claude # or cicada cursor / cicada vs / cicada gemini / cicada codex / cicada opencode / cicada zed
brew install gh # or apt install gh
gh auth login cicada index-pr . # incremental cicada index-pr . --clean # full rebuild
Unlocks questions like "Which PR introduced line 42?" or "What did reviewers say about billing.ex?"
Enable automatic reindexing when files change by starting the MCP server with the --watch flag:
.mcp.json
{
"mcpServers": { "cicada": { "command": "cicada-mcp", "args": ["--watch"], "env": { "CICADA_CONFIG_DIR": "/home/user/.cicada/projects/ " } } } }
When watch mode is enabled:
.ex, .exs (Elixir) and .py (Python) files for changesdeps, _build, node_modules, .git, assets, priv, .venv, venvNote: Language detection is automatic – CICADA detects Elixir (mix.exs) and Python (pyproject.toml) projects automatically.
| Command | Purpose | Run When |
|---|---|---|
cicada claude | Configure MCP + incremental re-index | First setup, after local changes |
cicada status | Check index health, link status, agent files | After setup, troubleshooting |
cicada stats | View usage statistics and token metrics | Monthly reviews, optimization |
cicada watch | Monitor files and auto-reindex on changes | During active development |
cicada index --keywords . | Rebuild with keyword indexing | After large refactors or enabling keywords mode |
cicada index --embeddings . | Rebuild with embeddings (semantic search) | When you want Ollama-powered semantic analysis |
cicada index-pr . | Sync PR metadata/reviews | After new PRs merge |
"Index file not found"
Run the indexer first:
cicada index /path/to/project
Ensure indexing completed successfully. Check for ~/.cicada/projects/ /index.json.
"Module not found"
Use the exact module name as it appears in code (e.g., MyApp.User, not User).
If module was recently added, re-index:
cicada index .
MCP Server Won't Connect
Troubleshooting checklist:
# For Claude Code
ls -la .mcp.json
ls -la .cursor/mcp.json
ls -la .vscode/settings.json
cat .mcp.json
ls -la ~/.cicada/projects/
PR Features Not Working
Setup GitHub CLI:
# Install GitHub CLI
brew install gh # macOS sudo apt install gh # Ubuntu
gh auth login
cicada index-pr
Common issues:
cicada index-pr .Force rebuild:
cicada index-pr --clean
Keyword Search Not Working
Error: "Keyword search not available"
Cause: Index was built without keyword extraction.
Solution:
# Re-index with keyword extraction
cicada index . # or --keywords
Verify:
cat ~/.cicada/projects/<hash>/config.yaml
More detail: PR Indexing, Incremental Indexing.
Python Indexing
Requirements:
First-time setup: CICADA automatically installs scip-python via npm on first index. This may take a minute.
Known limitations (Beta):
Performance tips:
# Ensure .venv is excluded
echo "/.venv/" >> .gitignore
cicada index --keywords .
Report issues: GitHub Issues with "Python" label
CICADA ships 7 focused MCP tools designed for efficient code exploration across Elixir, Python, and Erlang co
只显示了开头部分;其余内容请在仓库中阅读