Empirical

io.github.mattgauzza由 GitHub 账号 mattgauzza 发布v1.0.1更新于 Nov 4, 2026

Persistent memory for AI agents: save, search and connect context across tools and sessions.

已验证Streamable HTTP可网页运行效率与工作流知识与记忆

概览

AI 生成的概览

远程记忆服务器,让 AI 助手跨工具、会话和项目保存、搜索并关联持久上下文。

可以做什么
  • 在工作过程中保存决策、偏好和约定等持久记忆条目
  • 跨会话和项目搜索并回忆此前的上下文
  • 关联相关记忆,并把线索和关系作为持久记忆来跟踪
  • 把记忆整理到个人、团队或客户等独立工作区
  • 可选配套插件提供已完成工作总结、重复失败模式、项目待办以及按已保存写作风格撰写
适用场景
适合在多个会话和项目中与编码代理或聊天工具协作、希望上下文自动延续而不必重复说明的场景。也适合需要按客户或项目隔离记忆的团队,或想把线索与关系当作轻量 CRM 使用的人。
运行要求
需要访问 empirical.gauzza.com 的远程端点,并通过 OAuth 登录。README 建议另外安装 empirical CLI(npm 包)以获得最可靠的认证路径和直接记忆命令,但 MCP 工具可独立使用。可选能力需在 Claude Code、Codex CLI 或 GitHub Copilot CLI 中作为独立插件安装。
安装前请注意
记忆存储在服务端,助手记录的内容会离开本机;README 称不会记录原始对话记录和密钥。写作风格能力为付费功能,需先保存风格。记忆写入会跨会话保留,建议留意实际存储的内容。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Empirical,将其添加到工作区。
  2. 连接 所需的 凭据。它们会被私密存储,绝不会在公开页面上展示。
  3. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/io.github.mattgauzza%2Fempirical/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。 客户端会在首次连接时完成 OAuth 登录。

{
  "mcpServers": {
    "empirical": {
      "type": "http",
      "url": "https://empirical.gauzza.com/mcp"
    }
  }
}

README

empirical-memory

[MCP Registry]

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.

What this marketplace provides

  • 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:

Install

Claude Code

claude plugin marketplace add mattgauzza/empirical-memory-pluginclaude plugin install empirical-memory --scope userclaude plugin install empirical-voice@empirical-memory --scope user   # optional, writing voice

Codex CLI

codex marketplace add mattgauzza/empirical-memory-plugincodex plugin add empirical-memory@empirical-memory

or browse/install via the /plugins command.

GitHub Copilot CLI

copilot plugin marketplace add mattgauzza/empirical-memory-plugincopilot plugin marketplace update empirical-memorycopilot plugin install empirical-memory@empirical-memory

or use the /plugin install slash command.

Recommended: install the latest empirical CLI

The 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:

bash
npm install -g @empirical-gauzza/cli

For a first-time setup, run the interactive installer to connect the CLI and supported coding agents:

bash
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:

bash
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.

Mode-aware skill content

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:

bash
cp skills/empirical-memory/SKILL.both.md skills/empirical-memory/SKILL.md

Maintaining the manifests

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 fileHost
.claude-plugin/plugin.json, .claude-plugin/marketplace.jsonClaude Code
.codex-plugin/plugin.jsonCodex CLI
.github/plugin/marketplace.jsonGitHub Copilot CLI
.agents/plugins/marketplace.jsongeneric 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:

bash
node scripts/build-manifests.mjs           # write the manifestsnode scripts/build-manifests.mjs --check    # verify nothing drifted (CI runs this)claude plugin validate . --strict           # same validator the plugin directory runsnpm 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.

License

MIT

来源:README.md,提交 80720a4

工具

0
该服务器需要登录,因此 SourceWeft 无法在没有账号的情况下读取其工具,也未收录。已连接账号所能看到的内容可能因账号及其权限而异。

版本历史

1
  1. v1.0.1最新Nov 4, 2026

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