Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Memory for a Claude Code agent that survives the session: five tools, a markdown vault, all local.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"brain-core": {
"command": "uvx",
"args": [
"brain-core-mcp",
"serve"
]
}
}
}在终端中运行这条命令
claude mcp add brain-core -- uvx brain-core-mcp serve这个服务器需要在启动命令中填入值,请复制设置后自行填写。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"brain-core": {
"command": "uvx",
"args": [
"brain-core-mcp",
"serve"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器需要在启动命令中填入值,请复制设置后自行填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"brain-core": {
"type": "stdio",
"command": "uvx",
"args": [
"brain-core-mcp",
"serve"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 xy-claude 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.4.10)于昨天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv)。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间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.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
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
只显示了开头部分;其余内容请在仓库中阅读