Context7
Up-to-date docs for AI agents
作者による説明(英語の原文)
Indexes your project's markdown docs and serves them to any agent via local hybrid search.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"compendio": {
"command": "npx",
"args": [
"-y",
"compendio-mcp",
"serve"
]
}
}
}ターミナルでこれを実行します
claude mcp add compendio -- npx -y compendio-mcp serveプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"compendio": {
"command": "npx",
"args": [
"-y",
"compendio-mcp",
"serve"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"compendio": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"compendio-mcp",
"serve"
]
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
この設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント RuloGB で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(1.7.2)がレジストリに届いたのは2 か月前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Context7, Codebase Memory, Exa
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
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冒頭だけを表示しています。続きはリポジトリで読めます