Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Token-aware ripgrep code search and atomic multi-file edits for coding agents.
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": {
"parecode": {
"command": "npx",
"args": [
"-y",
"parecode"
]
}
}
}在终端中运行这条命令
claude mcp add parecode -- npx -y parecode粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"parecode": {
"command": "npx",
"args": [
"-y",
"parecode"
]
}
}
}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": {
"parecode": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"parecode"
]
}
}
}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6日
注册名称已通过 GitHub 账户 BasilSkyWalk 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(0.7.0)于5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:Context7, Codebase Memory, Exa
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
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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。
An MCP server that gives coding agents context-window-aware search and safe, atomic multi-file edits — built to cut token usage on large codebases without giving up correctness.
fetch-free runtime).PATH (rg on Linux/macOS, rg.exe on Windows). Install via your package manager:brew install ripgrepapt install ripgrepwinget install BurntSushi.ripgrep.MSVC or choco install ripgrepParecode does not bundle ripgrep — it shells out to the system binary so you stay on a single, audited version.
npm install -g parecode
Pure JavaScript — no native dependencies, no C/C++ toolchain required.
Register the server with Claude Code:
parecode init # user scope; installs MCP + SessionStart hook + parecode-explore plugin (defaults)
parecode init --scope project # commit MCP config + hook to the repo parecode init --no-hook # register MCP only; skip the SessionStart hook parecode init --no-plugin # skip the parecode-explore Claude Code plugin parecode init --print # print the equivalent command without running it parecode init --remove-hook # remove the SessionStart hook (MCP stays registered) parecode init --remove-plugin # uninstall the parecode-explore Claude Code plugin
The SessionStart hook injects a short directive at the start of each session telling Claude to prefer ParecodeSearch / ParecodeEdit over the equivalent native tools. Without it, Claude's first-party Grep / Read / Edit tools typically win by default and Parecode's token savings never land. The hook payload is a static string; parecode hook session-start prints it. Pass --no-hook if you would rather opt in explicitly per session via your own tooling.
The bundled parecode-explore Claude Code plugin adds a read-only subagent (pinned to Haiku, given only ParecodeSearch) and a matching skill, so exploration-style questions ("where is X?", "how does Y work?", "find all usages of Z") get answered in a cheap, isolated context window instead of burning tokens in your main session. init registers a local marketplace pointing at the npm-installed copy and runs claude plugin install parecode-explore@parecode. If your Claude Code build doesn't support the plugin subcommand the step soft-fails with a warning and the rest of init still succeeds; pass --no-plugin to skip it entirely, or --with-plugin to make any plugin-step failure hard-fail.
Then in any session, the ParecodeSearch, ParecodeExpand, and ParecodeEdit tools become available. Run parecode doctor to confirm registration, hook status, and .codegraph/ pairing if present.
pattern accepts a single string or an array of strings; arrays dispatch parallel ripgrep runs sharing the same paths / contextLines, and each match carries a patterns: string[] field listing which input patterns contributed. One call replaces N back-to-back greps for related-keyword flow tracing.contextLines), with bridging lines loaded from disk.estimatedTokens are returned so the agent can self-budget before consuming results.relatedSymbols: true surfaces likely event-flow neighbours (Handle , On , Handler/Listener/Closed/Completed/Started) discovered in each match, capped at 10.ParecodeExpand without re-reading the whole file.(file, startLine, endLine) range with optional contextBefore / contextAfter padding. Designed as the natural follow-up to a ParecodeSearch match. Returns the same estimatedTokens shape so the same self-budgeting heuristic applies. Prefer this over a full-file Read after locating a line.stat conflict detection, and atomic same-directory rename writes. Cross-file edits run in parallel.On search-and-edit tasks — finding call sites, multi-file refactors, "do X to every Y" — Parecode cut cost ~40% and assistant turns ~75–83% in matched A/B tests:
| repo | task | cost | turns |
|---|---|---|---|
| TypeScript | find every call site of a symbol, edit each (17 sites, 8 files) | −43% | −83% |
| Unity / C# | find every call site of a symbol, edit each (11 sites, 5 files) | −41% | −76% |
_Method: the identical task run with Parecode on vs off, a fresh session per run, n=3 per arm with alternated order, Sonnet 4.6. Savings come from collapsing many Grep / Read / Edit round-trips into single ParecodeSearch / ParecodeEdit calls — so the win scales with how much searching and multi-file fan-out a task involves, and shrinks toward zero on single-file or reasoning-heavy tasks. These are measured per-session token and cost numbers, not the estimates in the scan below._
Curious how much Parecode would have saved you if you had installed it earlier? You can scan your past Claude Code sessions:
parecode stats --retroactive --since 30d
Sample output:
Parecode — last 30d (retroactive scan)
───────────────────── Sessions: 42 Tool calls: 156 Calls batched (est): 89 Tokens saved (est): 1,200,000
Privacy disclaimer: This scan runs entirely locally against Claude Code's session transcripts (~/.claude/projects/**). By default, it parses only structured fields (tool names, paths, patterns, and token counts). It does not send any data over the network. The --include-content flag (which allows reading tool input/output) is strictly opt-in and loudly flagged if used.
Parecode performs no network calls at runtime. Session logs are written to your OS data directory (resolved via env-paths) with 0600 permissions on Unix. Logs are self-maintaining: each server start prunes session data older than 30 days and caps the envelope log at 5 MB. Prune earlier with parecode prune or wipe the data dir. Update to the latest release (and refresh hooks/plugin) with parecode update.
MIT