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.
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
在 SourceWeft 中
- 打开 控制台中的 Empirical,将其添加到工作区。
- 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。
- 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。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
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
Codex CLI
or browse/install via the /plugins command.
GitHub Copilot CLI
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:
For a first-time setup, run the interactive installer to connect the CLI and supported coding agents:
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:
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 withempiricalCLI 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 literalSKILL.mdfilename; none of their manifest schemas support selecting among sibling variant files at install time). Kept identical toSKILL.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:
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:
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:
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版本历史
1- v1.0.1最新Nov 4, 2026
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