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Up-to-date docs for AI agents
제작자가 쓴 설명(영어 원문)
Persistent memory for AI agents: connects MCP clients to your Kemory memory vault
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.
KEMORY_API_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
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": {
"kemory": {
"command": "npx",
"args": [
"-y",
"kemory",
"mcp",
"serve"
],
"env": {
"KEMORY_API_KEY": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add kemory --env KEMORY_API_KEY=your-value -- npx -y kemory mcp serve실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"kemory": {
"command": "npx",
"args": [
"-y",
"kemory",
"mcp",
"serve"
],
"env": {
"KEMORY_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"kemory": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"kemory",
"mcp",
"serve"
],
"env": {
"KEMORY_API_KEY": "your-value"
}
}
}
}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 SeKondBrainAILabs 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.
입력해야 할 값: KEMORY_API_KEY
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(0.19.0)은 12일 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 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.
The command-line client for Kemory, a persistent memory vault for AI agents. It signs you in, connects MCP clients such as Claude Code, Codex, Cursor and VS Code to your vault, and runs the MCP bridge they use.
You need a Kemory account; sign up at kemory.sekondbrain.ai.
npx -y kemory connect # Node.js 18+
uvx kemory connect # or with uv
Your browser opens to sign in. kemory then lists the AI clients on this machine, [ready] or [connected], and asks once: connect every ready client, choose some, or cancel. Claude Code and Grok Build get the Kemory plugin; Codex, Copilot CLI, Cursor, Gemini CLI, OpenCode and VS Code an MCP entry plus automatic memory; the others an MCP entry. Then the connection is checked. A summary lists what is left to do, such as which clients to restart.
kemory doctor.--dry-run shows what would change without changing anything. In scripts, name the clients instead: --host all, or --host claude-code, --host codex and so on (MCP clients lists them); kemory then asks nothing.
brew install sekondbrainailabs/s9n/kemory
npm install -g kemory uv tool install kemory
Builds exist for macOS (Apple silicon and Intel), Linux (arm64 and x64) and Windows (x64). They are attached to each GitHub release with checksums and build provenance (gh attestation verify --repo SeKondBrainAILabs/kemory-cli). kemory upgrade tells you whether a newer release exists and how to update the copy you installed.
| Command | What it does |
|---|---|
kemory login | Sign in through your browser (OAuth device flow), or --local with an API key |
kemory logout | Remove the cached sign-in for the selected environment |
kemory whoami | Show your account, active organisation and teams |
kemory mcp serve | The stdio MCP bridge an MCP client launches |
kemory hook session-start, hook capture | What a coding agent's hooks run: load your Kemory context when a session starts, save the session when it ends (Hooks) |
kemory connect | Sign in if needed, wire an MCP client and check the connection |
kemory connect copilot-cloud | Give GitHub Copilot's cloud agent automatic memory in the current repository (Copilot cloud agent) |
kemory mcp install | Write the kemory entry into MCP clients (--host all for every installed one) |
kemory doctor | Check sign-in, network, API and MCP clients; --fix wires or cleans them |
kemory orgs, kemory use | List your organisations and switch the active one |
kemory remember, recall, ls, show, forget | Store, search, read and delete memories |
kemory ask | Ask your vault a question and get an answer with its evidence |
kemory namespaces, kemory export | List namespaces, export the whole vault as JSON |
kemory stats | Recall usage and its token cost; stats memories for what is never recalled or rated down |
kemory keys | Create, rotate, approve, revoke, delete and list API keys for agents |
kemory upgrade, telemetry, completion | Check for a newer CLI, set your analytics preference, shell completion |
Every command accepts --output json for scripts and agents (stdout then carries only the JSON payload), --quiet, --no-color and --env .
kemory connect --host and kemory mcp install --host connect one client, and --host all connects every client installed on this machine.
For Claude Code and Grok Build they install the Kemory plugin through the client's own claude or grok command. Its hooks save each session to Kemory, and in Claude Code also load your memory when a session starts. Without that command, or for an environment other than prod, they write the MCP entry instead.
For Codex they also add hooks to ~/.codex/hooks.json that load your memory when a session starts and save the session as it goes (Hooks). Codex runs a new hook only after you approve it, so open Codex once and approve them with /hooks. Your other hooks in that file are left as they are.
For Cursor they add the same hooks to ~/.cursor/hooks.json, and for Gemini CLI to the hooks in ~/.gemini/settings.json. Both run them without asking, and your other hooks are left as they are.
For VS Code and the Copilot CLI they write ~/.copilot/hooks/kemory.json, which both run (in VS Code through the chat.useHooks setting, on by default). kemory owns that file and rewrites it on every connect.
For OpenCode they add the opencode-kemory plugin to the plugin list in opencode.json, which OpenCode installs from npm. It does the same: it adds your memory to the system prompt when a session starts and saves your prompts as the session goes. Connected to an environment other than the default, they write the plugin as ~/.config/opencode/plugins/kemory.js instead, which connecting again replaces, so keep your own plugins in other files.
For every other client they write an MCP entry. The entry only starts kemory mcp serve; no token or key is written into the client's config, and everything else in the file is left as it was.
--host | Client | Config file (macOS and Linux) |
|---|---|---|
claude-code | Claude Code | ~/.claude.json |
claude-desktop | Claude Desktop | ~/Library/Application Support/Claude/claude_desktop_config.json |
codex | OpenAI Codex | ~/.codex/config.toml, plus memory hooks in ~/.codex/hooks.json (or under $CODEX_HOME) |
cursor | Cursor | ~/.cursor/mcp.json, plus memory hooks in ~/.cursor/hooks.json |
vscode | VS Code (Copilot agent mode) | ~/Library/Application Support/Code/User/mcp.json, ~/.config/Code/User/mcp.json, plus memory hooks in ~/.copilot/hooks/kemory.json |
copilot-cli | GitHub Copilot CLI | ~/.copilot/mcp-config.json (or under $COPILOT_HOME), plus memory hooks in ~/.copilot/hooks/kemory.json |
copilot-jetbrains | GitHub Copilot in JetBrains IDEs | ~/.config/github-copilot/intellij/mcp.json (%LOCALAPPDATA%\github-copilot\intellij\mcp.json on Windows) |
junie | Junie, in JetBrains IDEs and the Junie CLI | ~/.junie/mcp/mcp.json |
gemini-cli | Gemini CLI | ~/.gemini/settings.json, with the memory hooks in the same file |
antigravity | Google Antigravity | ~/.gemini/config/mcp_config.json |
windsurf | Windsurf / Devin Desktop | ~/.config/devin/mcp_config.json, or ~/.codeium/windsurf/mcp_config.json for older installs |
cline | Cline | the VS Code extension's cline_mcp_settings.json, or ~/.cline/data/settings/cline_mcp_settings.json |
kiro | Kiro | ~/.kiro/settings/mcp.json |
grok | Grok CLI | ~/.grok/config.toml |
continue | Continue (discontinued in 2026; kept working where it is still installed) | ~/.continue/mcpServers/kemory.json |
droid | Factory Droid | ~/.factory/mcp.json, plus memory hooks in ~/.factory/hooks.json (or the hooks in ~/.factory/settings.json when you keep yours there) |
zed | Zed | ~/.config/zed/settings.json (%APPDATA%\Zed\settings.json on Windows), under context_servers; your comments in the file are kept |
warp | Warp | ~/.warp/.mcp.json |
opencode | OpenCode | ~/.config/opencode/opencode.json, plus opencode-kemory in its plugin list |
On Windows the files under Library/Application Support and .config live in %APPDATA% instead, except OpenCode's, which stay in ~\.config\opencode. Grok also reads ~/.claude.json, so the claude-code entry reaches it too.
Each client should reach Kemory one way. Two ways give it every Kemory tool twice, which costs context in every session.
| Client | Connect it with |
|---|---|
| claude.ai, Claude Desktop and Claude mobile | The claude.ai connector, added from the Kemory dashboard |
| Claude Code and Grok Build | The Kemory plugin, which kemory connect installs |
| Everything else in the table above | kemory connect --host |
connect and mcp install write nothing for a client that already has Kemory: Claude Code or Grok Build with the Kemory plugin enabled, or Claude Desktop when your account has a claude.ai connector in use. kemory doctor reports a kemory entry that duplicates either one, and kemory doctor --fix removes it.
Claude Desktop rewrites its config file from memory while it runs, which drops an entry added or removed in the meantime. When its config has to change while it is open, connect, mcp install and doctor --fix offer to quit it, make the change and open it again (doctor --fix --yes does so without asking). Run from the terminal inside the Claude app, which would close with it, they offer to open Terminal and continue there instead (macOS).
GitHub Copilot's cloud agent works in a sandbox where no one signs in, so it reaches Kemory with an API key. Run kemory connect copilot-cloud in the repository it works on, with gh signed in. It:
.github/hooks/kemory.json, the hooks that load your memory when a session starts and save the session (commit and push it);KEMORY_API_KEY (for the hooks) and COPILOT_MCP_KEMORY_API_KEY (for the MCP server);Without gh it prints the key once, to add as both secrets yourself. The hooks also take KEMORY_API_KEY anywhere else no one signs in.
Scripts and agents can act on why a command failed:
| Code | Meaning |
|---|---|
| 0 | Success |
| 1 | Failure that fits no category below |
| 2 | Invalid invocation |
| 3 | Not signed in, or the sign-in was rejected — run kemory login |
| 4 | Kemory could not be reached; nothing ran on the server |
| 5 | Signed in but not allowed (403) |
| 6 | Not found (404) |
| 7 | Conflict with existing state (409) |
| 8 | Rate limited (429) |
| 9 | Kemory is up but temporarily unavailable (503) |
| Variable | Effect |
|---|---|
KEMORY_ENV | Environment to use: prod (default), india, local, or one from the environments file |
KEMORY_URL | Use this Kemory API host instead of the environment's |
KEMORY_OIDC_ISSUER, KEMORY_CLI_CLIENT_ID | Identity provider and client for self-hosted Kemory |
KEMORY_API_KEY | mcp serve authenticates with this key instead of your sign-in |
KEMORY_HTTP_TIMEOUT | Seconds mcp serve waits for Kemory (default 120) |
KEMORY_OUTPUT | text or json, like --output |
NO_COLOR | Disable colour |
| KEMORY_ACCESSIBLE=1 | Plain numbered p
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