Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Persistent memory for AI agents: save, search and connect context across tools and sessions.
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 …”。
适用于网页版、桌面版和手机版 Claude:
https://empirical.gauzza.com/mcp在终端中运行这条命令
claude mcp add --transport http empirical https://empirical.gauzza.com/mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"empirical": {
"url": "https://empirical.gauzza.com/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": {
"empirical": {
"type": "http",
"url": "https://empirical.gauzza.com/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。
ChatGPT 只能连接互联网上的服务器:
https://empirical.gauzza.com/mcp菜单名称可能因套餐和版本不同而略有差异。
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。
服务器要求先登录,才会列出它的工具。
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 mattgauzza 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
在 141 毫秒内响应(HTTP 401)
声明支持 OAuth 登录,你的 AI 应用可以带你去登录
尚未检查;我们会在检查端点时读取工具列表
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 3 项适用的基础检查中通过了 3 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。
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
GitHub 仓库最后更新于–,最新版本(1.0.1)于前天进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,所以接受远程 MCP 服务器的应用也可以使用,例如开启开发者模式的 ChatGPT。
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。
Cross-tool, cross-project memory for Claude Code, Codex CLI, and GitHub Copilot CLI, powered by Empirical.
Start an idea in ChatGPT, pick it up in your coding agent with full context carried over. Track leads and relationships as durable memory instead of a separate CRM. Organize memory into separate workspaces for personal, team, or client contexts. Recalls prior decisions, preferences, and conventions across sessions and projects, and persists new durable ones as you work — so you don't have to re-explain context you've already given elsewhere.
empirical-memory: the required core memory Skill and MCP server connection.empirical-work-history: optional concise completed-work summaries.empirical-scar-tissue: optional recurring failure patterns and prevention guidance.empirical-todo: optional project-based todos with status and next actions.empirical-voice: optional writing in your own saved Empirical writing voice (needs a voice saved with the paid Writing Voice interview).Each capability is a separate marketplace plugin, so users can install or remove optional capabilities without changing the core memory connection.
Package documentation:
Claude Code
claude plugin marketplace add mattgauzza/empirical-memory-plugin
claude plugin install empirical-memory --scope user claude plugin install empirical-voice@empirical-memory --scope user # optional, writing voice
Codex CLI
codex marketplace add mattgauzza/empirical-memory-plugin
codex plugin add empirical-memory@empirical-memory
or browse/install via the /plugins command.
GitHub Copilot CLI
copilot plugin marketplace add mattgauzza/empirical-memory-plugin
copilot plugin marketplace update empirical-memory copilot plugin install empirical-memory@empirical-memory
or use the /plugin install slash command.
empirical CLIThe MCP tools work standalone, but the Skills prefer the empirical CLI when it is available. The CLI provides the most reliable auth path, direct memory commands, and avoids an extra MCP tool-discovery round trip. It is not bundled with this plugin; install or update the latest version separately:
npm install -g @empirical-gauzza/cli
For a first-time setup, run the interactive installer to connect the CLI and supported coding agents:
empirical install
Installing or updating the latest CLI does not require rerunning empirical install. Use empirical plugin install all when you only want to refresh the native plugin, or let the CLI offer a one-time update when a newer marketplace plugin is detected during interactive use. You can check immediately with empirical plugin check --force.
For normal interactive CLI use without a permanent API key, run empirical auth login to sign in through the browser and save a local OAuth session. Headless bootstrap is still available for automation and external runtimes.
If you only want the plugin's MCP connection, you can skip the CLI installation.
If the CLI is already installed and you only need to install or refresh the native plugin, use:
empirical plugin install codex # or copilot, claude, or all
Add optional capabilities explicitly with --work-history, --scar-tissue, --todo, --voice, or --all-optional. For example, empirical plugin install claude --voice installs empirical-voice, which writes in your saved Empirical writing voice (a paid feature; it needs a voice saved first). You can also use the native marketplace command: claude plugin install empirical-voice@empirical-memory --scope user.
This does not run the full MCP/auth questionnaire or modify global instruction files.
Optional capabilities selected by the empirical install questionnaire are installed through the same marketplace pathway. Neither records raw transcripts or secrets. Personalized answers are stored as the server-side Empirical policy and cached locally for native skills; they are not written into global AGENTS.md, CLAUDE.md, or Copilot instruction files.
skills/empirical-memory/ contains four files, not one:
SKILL.mcp.md — for installs where the user chose MCP-only. Leads with MCP tools, mentions the CLI only as an aside.SKILL.cli.md — for installs where the user chose CLI-direct. Leads with empirical CLI commands as the confidently-recommended path, MCP mentioned only as a fallback.SKILL.both.md — for installs where the user chose both. CLI preferred where available (a latency/scripting preference, not a safety one now that both paths dedupe and auto-link the same way), MCP as fallback.SKILL.md — the file every host's native plugin mechanism actually reads (Claude Code, Codex CLI, and GitHub Copilot CLI all resolve a plugin's skill from the literal SKILL.md filename; none of their manifest schemas support selecting among sibling variant files at install time). Kept identical to SKILL.both.md, since "both" is the safest default for any consumer that hasn't been made mode-aware (an old CLI version, a direct git clone, a host with no CLI installed at all).The empirical CLI is what actually makes the mode choice matter: after a native plugin install or update, it overwrites the on-disk SKILL.md for that host with the variant matching the user's chosen integration mode (see packages/cli/lib/installers/nativePlugin.js in the main empirical_v2 repo). If that overwrite step is missing, out of date, or fails, every install still gets a working "both" skill from this repo — never a missing or broken one.
When editing skill content: update SKILL.mcp.md, SKILL.cli.md, and SKILL.both.md for the mode-specific "how to query" / "how to record" mechanics; keep the shared policy sections (Before doing work, Follow the current user policy, Persist durable context, Authored Skills and Kits, Authentication and failures) consistent across all three by hand — there is no build step that enforces this. After editing SKILL.both.md, copy it over SKILL.md so the two never drift:
cp skills/empirical-memory/SKILL.both.md skills/empirical-memory/SKILL.md
This repo publishes to four hosts, each with its own manifest format. All of them are generated from a single source of truth, meta/manifests.json:
| Generated file | Host |
|---|---|
.claude-plugin/plugin.json, .claude-plugin/marketplace.json | Claude Code |
.codex-plugin/plugin.json | Codex CLI |
.github/plugin/marketplace.json | GitHub Copilot CLI |
.agents/plugins/marketplace.json | generic AGENTS.md |
plus a .claude-plugin/ and .codex-plugin/ pair under each directory in plugins/.
Do not hand-edit those files. Edit meta/manifests.json, then regenerate:
node scripts/build-manifests.mjs # write the manifests
node scripts/build-manifests.mjs --check # verify nothing drifted (CI runs this) claude plugin validate . --strict # same validator the plugin directory runs npm install --no-save yaml && node scripts/check-skills.mjs # every SKILL.md frontmatter must be valid YAML
To bump a version, change it in one place: the plugin's version in meta/manifests.json. The marketplace metadata.version follows the root plugin automatically.
Host-specific fields belong to their host. interface is a Codex/Copilot block; Claude Code silently ignores unknown top-level fields, so putting interface in a .claude-plugin/ file does nothing. Claude's equivalents are displayName, description, and homepage, and it has no counterpart for longDescription, category, capabilities, or defaultPrompt. The generator encodes this mapping.
MIT