Context7
Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Code map and memory for AI coding agents: key functions, line ranges, callers, why code changed.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"knock": {
"command": "uvx",
"args": [
"knock-mcp",
"serve",
"--repo",
".",
"--toolset",
"map"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add knock -- uvx knock-mcp serve --repo . --toolset map프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"knock": {
"command": "uvx",
"args": [
"knock-mcp",
"serve",
"--repo",
".",
"--toolset",
"map"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"knock": {
"type": "stdio",
"command": "uvx",
"args": [
"knock-mcp",
"serve",
"--repo",
".",
"--toolset",
"map"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 HasanGilani 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(0.2.0)은 3일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Context7, Codebase Memory, Exa
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
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
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요