Context7
Up-to-date docs for AI agents
作者による説明(英語の原文)
Code map and memory for AI coding agents: key functions, line ranges, callers, why code changed.
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": {
"knock": {
"command": "uvx",
"args": [
"knock-mcp",
"serve",
"--repo",
".",
"--toolset",
"map"
]
}
}
}ターミナルでこれを実行します
claude mcp add knock -- uvx knock-mcp serve --repo . --toolset mapプロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"knock": {
"command": "uvx",
"args": [
"knock-mcp",
"serve",
"--repo",
".",
"--toolset",
"map"
]
}
}
}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": {
"knock": {
"type": "stdio",
"command": "uvx",
"args": [
"knock-mcp",
"serve",
"--repo",
".",
"--toolset",
"map"
]
}
}
}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 HasanGilani 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(0.2.0)がレジストリに届いたのは3 日前です。
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Python (uv)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。
On a large codebase, Claude Code spends much of each session searching and reading files, often through a sub-agent, before it answers you. knock gives it a map of the code up front: the functions that matter, their exact line ranges, and who calls what. It runs on your machine and needs no API key.
Same question, 8 runs each, on a 4,776-file repo: median cost $0.42 → $0.25 (−40%). Without knock, Claude spawned a sub-agent in 5 of 8 runs. With knock, in none.
claude mcp add knock -- uvx knock-mcp serve --repo . --toolset map
Full code map for Python and JavaScript/TypeScript; functions and classes for Go, Rust, Java and more.
Two real Claude Code sessions on Saleor , abridged: each side's median-cost run out of three. Results vary between runs and repositories; on a small, well-known repo the difference was within noise. Full numbers: docs/benchmark.md · how it was measured: the write-up .
Every new chat with a coding agent starts with amnesia. To answer *"where is X?"* or *"how do we deploy?"* it greps, opens big files, reads them... and next session it does it all over again.
| 😩 Without knock | 😎 With knock | |
|---|---|---|
| First move | grep around, open whole files, or spawn a sub-agent to explore | one map call: the relevant code as a skeleton with exact line ranges |
| Text the agent reads | ~27,000–118,000 characters per question | ~4,300 characters per question |
| Finds "why did we do it this way?" | only if it opens the right doc | decisions and their rationale come back with the answer |
| Remembers yesterday's bug hunt | ❌ | ✅ agents save findings with remember |
| Knows when its notes are outdated | — | ✅ every answer says fresh or stale |
Median characters per task on the held-out benchmark (targeted-grep and grep-and-read baselines vs knock). Fewer characters ≠ an identical cut in your bill; see the FAQ .
You set knock up once, then you just keep using your AI agent as usual. The agent talks to knock in the background; you never have to run knock commands day to day.
From inside the project you work on:
claude mcp add knock -- uvx knock-mcp serve --repo . --toolset map
This uses uv, which downloads and runs knock for you. No uv? Run pipx install knock-mcp (or pip install knock-mcp), then claude mcp add knock -- knock serve --repo . --toolset map.
--toolset map gives the agent three tools (map, open, remember) and is the setup measured in the results below. Leave it out to get the original eight tools.
That's the whole setup. The next time you open Claude Code in that project, knock reads the project and builds its notes automatically. This takes a few seconds for a small project and a minute or two for about 5,000 files; after that it only re-reads files that changed.
[!TIP]
Add this line to your project's
CLAUDE.mdso the agent uses knock when it pays off:
*"Before exploring the repo (how/why questions, unclear bugs, changes across modules, code you can't find with one search), call knock's
maptool with your task. For small edits you can locate with one grep, skip it. Save non-obvious findings withremember."*
In our recordings, knock saved money on investigations in a large codebase but added a small cost to quick edits, so this line matters.
Ask your agent what you'd always ask. Here's what changes behind the scenes:
| You type | What the agent does |
|---|---|
| *"Add rate limiting to the login endpoint"* | asks knock first and gets the login handler's file:line, your middleware conventions and the test setup, then opens only those lines |
| *"Why do we use Postgres instead of Mongo?"* | gets the decision and its reasoning from your docs or ADRs, with a link to the source |
| *"Tests fail with a Redis error, any idea?"* | finds the finding a previous session saved: *"login tests need Redis running"* |
| *(after it figures something out)* | saves it with remember, so tomorrow's session already knows |
Nothing to maintain: when code changes, knock updates its notes, and flags anything that may be outdated.
🖥️ Optional: use knock yourself from the terminal
You never *need* these, but they're handy.
| Command | When you'd use it |
|---|---|
knock map "where are expired checkouts cleaned up?" | see the same code map your agent gets |
knock open SomeClass.method | exact code for a symbol, with its callers and callees |
knock context "how do we deploy?" | ask a question yourself, e.g. when onboarding onto an unfamiliar repo |
knock search "rate limit" | look up what knock knows about a topic |
knock status | check how fresh the notes are and how much knock knows |
knock index . | update the notes right now; your agent normally does this for you |
knock index . --full | rebuild everything from scratch after a huge refactor |
knock forget . --yes | delete everything knock stored about this project |
Want knock to ignore some files? List them in a .knockignore file (same format as .gitignore).
👥 Setting it up for a whole team
Commit a .mcp.json file to your repo, and every teammate's Claude Code picks up knock automatically (each person needs knock installed):
{
"mcpServers": { "knock": { "command": "knock", "args": ["serve", "--repo", ".", "--toolset", "map"] } } }
Each person's notes live on their own machine. Sharing findings across a team isn't supported yet (see Status below).
flowchart LR
A["📁 Your repo code · docs · configs · git log"] -->|"knock index (only changed files)"| B["🗂️ Notes each one points to file + lines + hash"] B --> C[("💾 SQLite on your machine")] C -->|"map"| D["🤖 Your agent"] D -->|"open / Read (verify the real lines)"| A D -->|"remember (save what it learned)"| C
file:line pointers, instead of reading whole files.With --toolset map (recommended):
| Tool | What it does | |
|---|---|---|
map | 🗺️ | Use when you'd otherwise explore. The code relevant to a task as a skeleton: signatures, exact line ranges, what each function uses and catches, who calls it; plus the history behind it and the docs that matter. For change requests, a lighter version with the exact range to read and existing code to copy. |
open | 📄 | Exact, line-numbered code for a function or class with its callers and callees, a line range, or a file's skeleton |
remember | ✍️ | Save a finding for future sessions; it's flagged automatically when the cited files change |
The original 8-tool set (default without --toolset map )
| Tool | What it does | |
|---|---|---|
get_context | 🔎 | Start here when you'd otherwise explore. A ranked package for a task: notes, functions with file:line, files worth opening, related commits, and honest "nothing known about X" gaps |
search_knowledge | 📚 | Search notes, filtered by category (architecture, decision, workflow, …) or folder |
get_knowledge | 🧾 | One note with full provenance: where it came from, when, and whether it is still current |
get_source | 📄 | Read real lines from a file, with secrets redacted. Only files knock indexed |
record_knowledge | ✍️ | Save a finding; duplicates are merged, contradictions flagged |
update_knowledge_status | ✅ | Mark a note verified, or wrong |
get_repository_status | 🩺 | How fresh the index is, plus counts and stats |
refresh_repository | 🔄 | Re-index changed files (takes milliseconds, no AI calls) |
👀 See a real example session (8-tool set, Flask)
On Flask, an agent is told: *"sessions signed with an old key in SECRET_KEY_FALLBACKS are rejected after rotating SECRET_KEY"*.
src/flask/sessions.py:317: SecureCookieSessionInterface.get_signing_serializertests/test_basic.py:374: test_session_secret_key_fallbacksfb54159861 secret key rotation: fix key list ordering and e13373f838 enable secret key rotation {"category": "debugging",
"content": "get_signing_serializer builds the key list as SECRET_KEY_FALLBACKS followed by SECRET_KEY; ordering was fixed in fb54159.", "sources": [{"path": "src/flask/sessions.py", "start_line": 317, "end_line": 335}]}
The next session gets it instantly. If `sessions.py` changes, the note is flagged **stale**.
Measured with a reproducible benchmark: 12 engineering tasks per repo, covering architecture, finding a feature, deployment, bug investigation, design rationale and following conventions.
Held-out repo (full-stack-fastapi-template; knock was never tuned on it):
| Approach | Found the needed facts | Characters read | Tool calls |
|---|---|---|---|
| 🐢 grep + read 3 files | 9 / 12 | 1,215,570 | 72 |
| 🐇 targeted grep + read snippets | 7 / 12 | 328,206 | 60 |
| 🚪 knock | 10 / 12 | 88,962 | 17 |
More numbers, and the fine print
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