Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Indexes your project's markdown docs and serves them to any agent via local hybrid search.
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": {
"compendio": {
"command": "npx",
"args": [
"-y",
"compendio-mcp",
"serve"
]
}
}
}在终端中运行这条命令
claude mcp add compendio -- npx -y compendio-mcp serve粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"compendio": {
"command": "npx",
"args": [
"-y",
"compendio-mcp",
"serve"
]
}
}
}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": {
"compendio": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"compendio-mcp",
"serve"
]
}
}
}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 RuloGB 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(1.7.2)于2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。
Your project's documentation, served to any agent in the fewest possible tokens.
A local RAG retrieval layer exposed as an MCP server. Your agent stops grepping and dumping whole files — it reaches the right paragraph instead.
What it does • Requirements • Quick Start • Configuration • MCP Tools • CLI • How it works • Incremental sync • Multilingual • Full docs
Your agent doesn't know your documentation. So it does what it can: grep, then cat a 400-line file to answer a question that lived in one paragraph. Three files later the context window is full of noise and the answer is still a guess.
Attaching the whole docs/ folder doesn't fix it — it just moves the waste earlier. Neither does keyword search: nobody writes questions using the exact words the document uses.
Same question, same model, and both answers are correct — the difference is what it cost to get there.
6 tool calls • 29s • 32,301 tokens → 2 tool calls • 12s • 17,684 tokens .
Figures read from OpenCode's own elapsed label and cost tooltip, on an 81-document corpus.
Compendio indexes your markdown documentation and gives any AI agent three tools to find and read exactly what it needs.
.md files. No required frontmatter, no config file. An optional documentation convention is there if your team already has a taxonomy to enforce.1. Install it.
npm install -g compendio-mcp
To update an existing installation:
compendio update
2. Register it as an MCP server in your client:
compendio install-mcp <agent>
Supported agents: claude, claude-desktop, cursor, vscode, opencode, codex, zed.
For manual installation or agents not supported by this command (Windsurf, Cline, Gemini CLI), see Manual Installation.
3. Build the index once, from the project root:
compendio index
That's it. With no config file, Compendio auto-discovers top-level folders that contain Markdown files — no hidden docs/ default needed. Add .compendio/ to your .gitignore.
Why this step exists. The server also indexes on startup, so strictly speaking you could skip it — but the first run downloads and caches the embeddings model (tens of MB), and whoever triggers it waits. Running it here pays that cost in your terminal, with a progress bar, instead of inside your agent's first tool call. From then on everything is offline, and the index keeps itself up to date (below).
Windows note. Some MCP clients can't spawn the
compendio.cmdshim directly. If the server fails to start withENOENT, use"command": "npx"with"args": ["compendio-mcp", "serve"].
Entirely optional — Compendio works with no config file at all. Create compendio.config.json at your project root only to override what you need:
{
"docsDir": ["docs"], "exclude": ["INDEX.md"], "db": ".compendio/compendio.db", "embeddings": { "provider": "local", "model": "Xenova/multilingual-e5-small" }, "chunk": { "minTokens": 100, "maxTokens": 480 }, "search": { "k": 5 }, "sync": { "throttleMs": 30000 }, "convention": { "mode": "loose", "excludedStatuses": [], "frontmatterFields": { "type": "type", "module": "module", "status": "status" } } }
| Key | What it's for |
|---|---|
docsDir | One or more explicit documentation roots, relative to the project root. Always an array — there is no single-string form. Omit it or set [] to use discovery mode |
exclude | Entries to skip when indexing: an exact path, a bare filename (matched anywhere), or a directory prefix (e.g. "adr/superseded" skips everything under it) |
db | Where the SQLite index file is written |
search.k | Default number of fragments returned per search |
chunk | Fragment size bounds, in tokens |
sync.throttleMs | Minimum time between automatic sync passes, in ms (30000 = 30 s). A floor, not a timer — gates only serve's automatic triggers, not a manually-run compendio sync — see Incremental sync |
convention | Optional documentation taxonomy — see below |
Declaring only part of the convention block merges with the defaults field by field; it never wipes the siblings you didn't mention. frontmatterFields maps type/module/status onto non-standard frontmatter keys (e.g. { "status": "estado" } reads a Spanish document's estado: field as status).
Every numeric key (search.k, chunk.minTokens, chunk.maxTokens, sync.throttleMs) is honored only when it is a finite number greater than 0 — search.k must additionally be a whole number. Anything else, including a quoted number like "480", falls back to the default exactly as an absent key would, and the fallback is reported: on stderr for every CLI command, and in docs_overview's response for an MCP client. An unrecognized key under embeddings, chunk or convention.frontmatterFields (a typo such as maxtokens) is reported the same way. A config with nothing wrong reports nothing.
Declare more than one root to index several folders — adr/, rfcs/, a spec directory — as one searchable corpus:
{ "docsDir": ["docs", "openspec"], "exclude": ["INDEX.md", "openspec/changes/archive"] }
Every document path is prefixed with its root's alias — the directory's own name, so docs/x.md and openspec/specs/y.md both read as the real project-relative path. This holds with a single explicit root and with discovered roots too: openspec/specs/y.md, not specs/y.md. search_docs, docs_overview, read_doc and the generated INDEX.md all use this prefixed shape; passing a path back to read_doc exactly as returned always resolves.
Declared roots may not collide: two roots resolving to the same directory, one nested inside another (in either declaration order), or two roots sharing the same directory name (and therefore the same alias) are all rejected before anything is indexed. A root that is declared but cannot be read (a typo, or a folder only some checkouts have) is reported and skipped — the run continues on the remaining roots, and only throws if every declared root fails. Removing a root from docsDir deletes its documents on the next sync pass, same as deleting the files themselves would.
In discovery mode, Compendio rescans top-level folders on every index, sync, and serve sync pass, selects those with .md files anywhere below them, skips symlinked content and generated/internal folders such as .git, .compendio, node_modules, dist, build, and coverage, and writes INDEX.md at the project root. Discovery fails closed: malformed top-level config JSON, unreadable candidate trees, traversal/read failures, or a previously indexed discovered root that disappears or becomes a symlink/junction before sync abort before mutating the index. A previously indexed root that is still a readable directory is still traversed even after its last Markdown file is deleted, so legitimate deletions are reconciled normally. The symlink checks use lstat/realpath at scan/traversal time, but they are not a kernel-level sandbox; a filesystem race between check and read remains out of scope. --dir (below) is explicit mode: it replaces the whole declared/discovered root set with that one directory and writes INDEX.md inside it.
Spec-driven development frameworks keep their planning artifacts in Markdown, which is exactly what Compendio indexes. Point docsDir at the folders your framework writes to:
| Framework | Config | Indexes |
|---|---|---|
| Spec Kit | { "docsDir": ["specs", ".specify"] } | Feature specs, plans and tasks under specs/NNN-feature/, plus the constitution at .specify/memory/constitution.md |
| OpenSpec | { "docsDir": ["openspec"] } | openspec/project.md, capability specs and in-flight changes |
| Kiro | { "docsDir": [".kiro"] } | requirements.md/design.md/tasks.md per feature under .kiro/specs/, plus .kiro/steering/ |
| BMAD | { "docsDir": ["docs"] } | PRD, architecture, sharded epics and stories |
| Framework + your own docs | { "docsDir": ["docs", "openspec"] } | Both, as one searchable corpus |
Hidden directories such as .specify/ and .kiro/ are indexed normally, both as declared roots and in discovery mode — dot-prefixed *entries inside* a root are what gets skipped, not the root itself. So with no config file at all, a Spec Kit or Kiro project already indexes.
Three things worth knowing before you copy a line:
.kiro/specs is aliased specs, so its documents come back as specs/auth/design.md. That also means it collides with a top-level specs/ root and只显示了开头部分;其余内容请在仓库中阅读