Context7
Up-to-date docs for AI agents
作者による説明(英語の原文)
Memory for a Claude Code agent that survives the session: five tools, a markdown vault, all local.
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": {
"brain-core": {
"command": "uvx",
"args": [
"brain-core-mcp",
"serve"
]
}
}
}ターミナルでこれを実行します
claude mcp add brain-core -- uvx brain-core-mcp serveこのサーバーは起動コマンドに値を入れる必要があるので、設定をコピーして入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"brain-core": {
"command": "uvx",
"args": [
"brain-core-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。
このサーバーは起動コマンドに値を入れる必要があるので、設定をコピーして入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"brain-core": {
"type": "stdio",
"command": "uvx",
"args": [
"brain-core-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 xy-claude 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(0.4.10)がレジストリに届いたのは今日です。
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。
A memory for your Claude Code agent that survives the session. One local MCP server, five tools, a markdown vault you can read, an eval that proves recall. Installs with one command.
brain-core gives a Claude Code agent a long-term memory that lives on your disk. You name the agent, you tell it who you are, and from then on every session opens with yesterday's brief, the decisions you made, the facts that changed and the corrections you gave. It remembers by writing markdown files you can open in any editor, and it finds things again through a local SQLite index plus Hindsight, a self-hosted vector memory. Nothing leaves your machine except the LLM calls you already make.
It is for one person running one or more agents on their own computer: a solo developer, a founder, anyone tired of re-explaining their project every morning. It is not a hosted service and not a team product.
Both. One Python package, three ways in:
| Piece | What it is | Who uses it |
|---|---|---|
brain serve | an MCP server that Claude Code starts from the agent's .mcp.json and that exposes five tools | the agent, every session, without you touching it |
brain command | a CLI: brain init, brain doctor, brain index, brain hindsight install, brain cron install, brain daily, brain weekly | you, once at setup, then cron |
brain_core.Agent | the Python library both of the above sit on | the eval runner, the demo script, your own scripts |
To a Claude Code user: an MCP server with five memory tools and a one-line installer. To a Python developer: a memory library with an MCP front end.
curl -fsSL https://raw.githubusercontent.com/xy-claude/brain-core/main/install.sh | bash -s -- --agent Atlas --user Alex
Every session with a coding agent starts from zero. You explain the project again, the decision you made last week again, the thing it got wrong on Tuesday again. Memory add-ons exist, but they put your notes in someone's cloud, expose 30 tools the agent cannot choose between, and nobody shows you an eval.
brain-core is the opposite: local, five tools, markdown files you own, and a test suite that reports hit rates.
CLAUDE.md with the agent's name and yours, five rule files (identity, doctrine, authority, memory, system), three skills, a safety hook, an .mcp.json and an empty vault. Claude Code reads that folder as a project, so the agent knows how to use its memory from the first message.brain_session('start'), which returns one block: today's brief, the executive state, the mental models, a recall per active mission, and a flag if the previous session crashed. It closes with brain_session('end'), which files the day's archive and rewrites state for tomorrow.brain_remember(text, kind). The text goes to the vault first, then the SQLite index, then Hindsight, then the relations table, and the reply says what each layer did. A duplicate is skipped. A fact whose value changed gets a ⚠ Fact changed banner and the old line stays, so the history is visible.brain_recall(query) searches the vault, the index and Hindsight at once, deduplicates, ranks by relevance and recency, and caps the reply at 6k tokens so it never floods the context.brain daily writes the next morning's brief and backs up Hindsight. brain weekly archives sessions older than 30 days into a monthly summary and refreshes the mental models.flowchart LR
CC[Claude Code] -->|MCP, 5 tools| B[brain serve] B --> V[(vault/ markdown)] B --> S[(brain.db SQLite + FTS)] B --> H[(Hindsight vector memory)] B --> G[(relations table)] CRON[brain daily / weekly] --> V CRON --> H
| Tool | One call does |
|---|---|
brain_session('start') | the whole start block: daily brief, executive state, mental models, a recall per mission, inbox count, and a flag if the last session crashed |
brain_recall(query, scope) | one query across every store, the Claude Code transcripts of this folder and any stores.notes folders included, deduplicated, ranked by relevance and recency, capped at 6k tokens; scope='transcript' is what past sessions said and ran, useful on day one |
brain_remember(text, kind) | writes vault → SQLite → Hindsight → graph and reports each layer. Near-duplicates are skipped; a changed value gets a ⚠ Fact changed banner and the old line stays |
brain_distill(source) | captures a URL, GitHub repo, YouTube video, PDF, file or pasted text into an immutable raw/ folder for the agent to compile |
brain_session('end') | drains the queue, closes the day's session file, rewrites state and critique, writes the clean-close marker |
Plus brain_status() for health in one call: which stores are up, how many tokens the always-loaded context costs, whether a session is open, and which decisions are waiting on you.
| You need | Why | Check |
|---|---|---|
| macOS, or Linux with systemd | the installer sets up a background service and cron | uname |
about 2 GB of disk and 10 minutes, or --lite | Hindsight ships an embedded Postgres and a CPU embedding model; --lite skips it | |
an Anthropic API key, or a Claude Code login, or --lite | Hindsight uses an LLM to reason over memories | echo $ANTHROPIC_API_KEY |
| Claude Code | the agent runs inside it; the installer adds it if missing | claude --version |
Pick two names before you run the command: the agent's name (--agent), which becomes its folder and identity, and your own (--user), which is how the agent addresses you. Both can be changed later by editing CLAUDE.md.
curl -fsSL https://raw.githubusercontent.com/xy-claude/brain-core/main/install.sh | bash -s -- --agent Atlas --user Alex
In a hurry, or no 2 GB to spare? Add --lite: vault plus SQLite full-text search, no Hindsight, installed in about a minute. Everything in the five tools works; what you give up is semantic recall over paraphrases, mental models and the weekly reflection. The recall numbers in Does it work? are measured on exactly this configuration. Upgrade any time with brain hindsight install, then uncomment the hindsight: block in brain.yaml.
curl -fsSL https://raw.githubusercontent.com/xy-claude/brain-core/main/install.sh | bash -s -- --agent Atlas --user Alex --lite
What it does, in order. Re-running skips what is already there, so after a failure you fix the cause and run the same line again.
== 1/8 Xcode command line tools present
== 2/8 Homebrew present == 3/8 uv, gh, gitleaks, node, Claude Code == 4/8 brain-core (v0.4.0) installed with uv tool == 5/8 Agent Atlas at ~/Agents/Atlas 31 files written == 6/8 Hindsight (required store) service: healthy == 7/8 Cron daily 06:07, weekly Sun 07:13 == 8/8 Doctor Health check: OK
| Step | What happens | If it stops here |
|---|---|---|
| 1 | checks for git via the Xcode command line tools | macOS opens an install dialog; finish it, then re-run |
| 2 | installs Homebrew if missing | Homebrew asks for your password itself |
| 3 | installs uv, gh, gitleaks, node and Claude Code with Homebrew | anything already present is left alone |
| 4 | installs the brain command from PyPI with uv tool | --ref v0.4.0 pins a git tag instead |
| 5 | runs brain init and writes the agent folder | an existing brain.yaml is never overwritten |
| 6 | installs Hindsight as a launchd service on 127.0.0.1:8888 | first start downloads the embedding model; give it a few minutes |
| 7 | installs brain daily and brain weekly as launchd agents | |
| 8 | runs brain doctor on the new agent | brain doctor ~/Agents/Atlas repeats it any time |
Two things the installer cannot do for you:
export ANTHROPIC_API_KEY=sk-ant-... # add it to ~/.zshrc too
brain hindsight install # copies the key into ~/.config/hindsight/env (mode 600) and restarts the service claude # sign in to Claude Code once
The installer prints a note if the key was not in your shell when it ran. If you would rather not use an API key, pass --provider claude-code and Hindsight uses your Claude Code login instead. That mode is for personal use only.
| Flag | Meaning |
|---|---|
--agent NAME | the agent's name (required) |
--user Alex | how the agent addresses you |
--dir PATH | where the agent lives, default ~/Agents/NAME |
--provider | anthropic (default), openai, or claude-code (uses your Claude Code login; personal use only) |
--api-key-env VAR | read the key from a variable other than _API_KEY |
--profile DIR | a folder copied over the generic rules last, for your own doctrine |
--lite | skip Hindsight: vault + SQLite only, upgrade later |
--dashboard | the Hindsight web UI on http://localhost:9999 |
--ref v0.4.0 | pin a git tag instead of the PyPI release |
brain adopt ~/Agents/Atlas --vault ~/Agents/Atlas/vault --bank atlas-brain --user Alex
Adds brain.yaml, the brain MCP server, the four hooks and the memory rule to an existing Claude Code folder, then indexes its facts. CLAUDE.md, skills and the vault are left alone; omit --bank to run lite.
The same one line. It needs git and curl already present. It then installs uv from astral.sh, installs Claude Code with npm when node is present, runs Hindsight as a systemd --user service, and writes the two jobs into your user crontab as tagged lines it can find and replace on re-run.
uv tool install brain-core-mcp # or: uv tool install git+https://github.com/xy-claude/brain-core@v0.4.0
brain init Atlas --path ~/Agents/Atlas --user Alex brain hindsight install # launchd on macOS, systemd --user on Linux brain cron install ~/Agents/Atlas brain doctor ~/Agents/Atlas
brain doctor ~/Agents/Atlas
It prints the agent name, the config path, row counts per table, and Health check: OK. Store health shows up in the first brain_session('start') reply and in brain_status(). The common problems:
| Symptom | Cause | Fix |
|---|---|---|
brain: command not found | the uv tool bin folder is not on your PATH | uv tool update-shell, then open a new terminal |
ERROR: no brain.yaml at ... | wrong path | pass the agent folder, or the brain.yaml inside it |
| hindsight unreachable at http://127.0.0.1:8888 | the service i
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