Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Local repo context for coding assistants with semantic search and graph relationships.
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": {
"cortex": {
"command": "npx",
"args": [
"-y",
"@danielblomma/cortex-mcp"
]
}
}
}在终端中运行这条命令
claude mcp add cortex -- npx -y @danielblomma/cortex-mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"cortex": {
"command": "npx",
"args": [
"-y",
"@danielblomma/cortex-mcp"
]
}
}
}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。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"cortex": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@danielblomma/cortex-mcp"
]
}
}
}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6日
注册名称已通过 GitHub 账户 DanielBlomma 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(0.4.2)于8个月前进入注册中心。
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 Node.js。
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。
Give AI coding agents the right context from your repository.
Cortex builds a local map of your code, symbols, relationships, and project rules. Coding agents query that map through the CLI instead of guessing or reading the whole repository.
Your code stays on your machine. MCP is not required.
Requires Node.js 20.9+ and Git.
npm install --global @danielblomma/cortex-mcp
cd your-project cortex init --bootstrap
This indexes the repository, adds Cortex instructions to AGENTS.md, installs Git hooks, and starts the background watcher.
Check the setup:
cortex doctor
# Find relevant code.
cortex search "where is authentication handled?" --json
cortex related --json
cortex impact "authentication" --json
cortex rules --json
cortex pattern-evidence src/auth.ts --json
cortex conventions src/payments/retry.ts --json
cortex guidance src/payments/retry.ts --task "add bounded retry handling" --json
cortex review --diff --json
cortex update
Agents can run these commands directly. cortex init adds instructions that tell them to search before answering and check impact before refactoring. They do not need an MCP connection.
Without Cortex, an agent often searches by filename and reads many unrelated files. Cortex gives it structured repository context:
The pipeline is local and straightforward:
repository -> local index -> Cortex CLI -> coding agent
| Command | Purpose |
|---|---|
cortex search "..." --json | Find relevant code and context |
cortex related --json | Follow relationships from a result |
cortex impact "..." --json | Estimate the blast radius of a change |
cortex rules --json | Show active repository rules |
cortex pattern-evidence --json | Find nearby implementation patterns |
cortex conventions --json | Inspect bounded repository convention profiles |
cortex guidance --task --json | Get bounded cited pre-coding guidance |
cortex review --diff --json | Review the current Git candidate with cited local evidence |
cortex update | Refresh changed context |
cortex status | Show index status |
cortex doctor | Diagnose the local setup |
cortex watch status | Check background synchronization |
cortex dashboard | Open the local status dashboard |
Run cortex help for the complete command list.
cortex conventions uses only the local index. It returns bounded, live-backed version-1 profiles and does not call a model, planner, provider, or network service. See Repository convention profiles for the exact eligibility, limit, hashing, persistence, and safety contract.
Before implementing a code task, use cortex guidance as cited additive context—not policy authority. Continue to use normal search, related, and impact when needed, and never skip explicit active rules or conflicts. The command is local-only and inspection-only; see the exact versioned contract in Pre-coding guidance.
After coding and before finalization, use cortex review --diff. It separates exact source-of-truth violations from heuristic local-pattern warnings and is inspection-only. See Deterministic diff review.
Git hooks and the watcher normally update Cortex automatically.
cortex status
cortex watch status cortex update
Run cortex update manually after a large change or when results look stale.
Make lexical and graph search available first while semantic indexing continues in the background:
cortex bootstrap --background --profile interactive
cortex indexing status --json
This mode supports macOS, Linux, and WSL. Native Windows should use normal foreground bootstrap.
npm install --global @danielblomma/cortex-mcp@latest
cortex init --force cortex bootstrap cortex update
Project configuration and rules are preserved. See CHANGELOG.md for version-specific notes.
The normal Cortex workflow uses the CLI. If a client explicitly requires MCP, run cortex connect.
Cortex supports DeepSeek Harness through the V1 explicit tools and skills integration. Cortex 2.6.0 contains and validates the integration source against the pinned Harness 0.1.1-rc.2 release. Separate npm bundle distribution is deferred and currently unavailable.
The bundle provides four agent-scoped tools (cortex_search, cortex_related, cortex_impact, and cortex_rules) and five Cortex behavior skills (change-impact, context-review, pattern-review, repo-research, and using-cortex). Retrieval is local, repository-scoped, explicit, and user-controlled. The integration does not automatically initialize, update, or watch a repository.
V2 proactive/assistive retrieval remains planned and experimental; it is not included in Cortex 2.6.0. See the V1-to-V2 integration plan for details.
MIT