Empirical
io.github.mattgauzzaPublished by GitHub account mattgauzzav1.0.1Updated Nov 4, 2026
Persistent memory for AI agents: save, search and connect context across tools and sessions.
Overview
Remote memory server that lets an AI assistant save, search and connect durable context across tools, sessions and projects.
- What you can do
- Save durable memory entries such as decisions, preferences and conventions as you work
- Search and recall prior context across sessions and projects
- Connect related memories and track leads and relationships as durable memory
- Organize memory into separate workspaces for personal, team or client contexts
- Optional companion plugins add completed-work summaries, recurring failure patterns, project todos and writing in a saved voice
- When to use it
- Useful when you work with coding agents or chat tools across several sessions and projects and want context carried over instead of re-explained. Also fits teams that want per-client or per-project memory separation, or a lightweight alternative to a separate CRM for leads and relationships.
- Requirements
- A remote endpoint at empirical.gauzza.com with OAuth sign-in required. The README recommends the separate empirical CLI (npm package) for the most reliable auth path and direct memory commands, but the MCP tools work standalone. Optional capabilities are installed as separate plugins in Claude Code, Codex CLI or GitHub Copilot CLI.
Installation
In SourceWeft
- Open Empirical in the dashboard and add it to a workspace.
- Connect the required credentials. They are stored privately and never shown on public pages.
- Enable the server for the chats that should use its tools.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Use with an agent
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/io.github.mattgauzza%2Fempirical/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.Other MCP clients
Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.
{
"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
Source: README.md at commit 80720a4
Tools
0Version history
1- v1.0.1LatestNov 4, 2026
Score
85% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 daysRequired25 pts
- Auth declaredRequired10 pts
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts