Empirical

io.github.mattgauzza由 GitHub 帳號 mattgauzza 發布v1.0.1更新於 Nov 4, 2026

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

已驗證Streamable HTTP可網頁執行效率與工作流知識與記憶

概覽

AI 產生的概覽

遠端記憶伺服器,讓 AI 助理跨工具、工作階段與專案儲存、搜尋並連結持久脈絡。

可以做什麼
  • 在工作過程中儲存決策、偏好與慣例等持久記憶項目
  • 跨工作階段與專案搜尋並回想先前的脈絡
  • 連結相關記憶,並把潛在客戶與關係當作持久記憶追蹤
  • 將記憶整理到個人、團隊或客戶等獨立工作區
  • 選用配套外掛提供已完成工作摘要、重複失敗模式、專案待辦,以及依已儲存的寫作風格撰寫
適用情境
適合在多個工作階段與專案中搭配程式編寫代理或聊天工具、希望脈絡自動延續而不必重複說明的狀況。也適合需要依客戶或專案隔離記憶的團隊,或想把潛在客戶與關係當作輕量 CRM 使用的人。
執行需求
需要連線至 empirical.gauzza.com 的遠端端點,並以 OAuth 登入。README 建議另外安裝 empirical CLI(npm 套件)以取得最可靠的驗證路徑與直接記憶指令,但 MCP 工具可獨立使用。選用能力需在 Claude Code、Codex CLI 或 GitHub Copilot CLI 中作為獨立外掛安裝。
安裝前請注意
記憶儲存在伺服器端,助理記錄的內容會離開本機;README 表示不會記錄原始對話逐字稿與密鑰。寫作風格能力為付費功能,需先儲存風格。記憶寫入會跨工作階段保留,建議留意實際儲存的內容。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Empirical,將其新增到工作區。
  2. 連接 所需的 憑證。它們會被私密儲存,絕不會在公開頁面上展示。
  3. 為需要使用其工具的對話啟用該服務。

Web executable,透過 Streamable HTTP。 遠端服務在工作區中設定後即可從網頁執行環境執行。

交給代理程式安裝

把這段提示詞貼上到 Claude Code、Codex、Cursor 等代理程式,或 SourceWeft 對話中。代理程式會讀取該伺服器的安裝指南,先向你展示發布者、端點和登入方式,經你同意後再把它新增到你的客戶端。金鑰不會寫進任何命令。

閱讀 https://sourceweft.com/mcp/io.github.mattgauzza%2Fempirical/install.md,並按其中說明把這個 MCP 伺服器接入我的客戶端。修改任何設定之前,先告訴我它的發布者、端點和登入方式,等我確認。不要把 API 金鑰寫進命令或我會提交的檔案;問我金鑰應從哪裡取得。

檢視代理程式所依據的安裝指南

其他 MCP 客戶端

把它新增到你客戶端的 mcpServers 設定中。 客戶端會在首次連接時完成 OAuth 登入。

{
  "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

來源:README.md,提交 80720a4

工具

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版本歷史

1
  1. v1.0.1最新Nov 4, 2026

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