mcpbeat Sign in

TeamMemory MCP Server

local only

TeamMemory runs on your own machine — the client starts it, so there is no endpoint to ping. 44 installs a week from pypi. Last commit 18 Jun 2026.

Team experience database - let AI accumulate, retrieve and apply team knowledge across chats.

Installs per day peak 24 · avg 7 · -29% w/w
a month agotoday
44
Installs / week
pypi · team_memory
1
Stars
0 open issues
18 Jun 2026
Last commit
0 releases in 90 days
MIT
License
Python

What the code does

We read the source, 9 h ago · rules 3dff92dd89df

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

File ships in the package but is absent from the source [пакет] .harness/hooks/post-edit-format.sh:1, [пакет] .harness/hooks/pre-bash-guard.sh:1, [пакет] .harness/hooks/stop-check.sh:1 и ещё 14
этот файл ставится пользователю, но в репозитории его нет
        full_path = os.path.join(self._wiki_root, wiki_path)
Dumps the whole environment src/team_memory/client_config.py:221
        env_before = dict(os.environ)

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add team-memory -- uvx team_memory
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "team-memory": {
      "args": [
        "team_memory"
      ],
      "command": "uvx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.team-memory]
command = "uvx"
args = ["team_memory"]
.cursor/mcp.json
{
  "mcpServers": {
    "team-memory": {
      "args": [
        "team_memory"
      ],
      "command": "uvx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "team-memory": {
      "args": [
        "team_memory"
      ],
      "command": "uvx"
    }
  }
}

This one needs environment variables set before it will start: DATABASE_URL (PostgreSQL connection string (with pgvector extension)), TEAM_MEMORY_CONFIG (Path to config.yaml (optional)). The author declared them in the registry entry; get the values from the project itself.

Alternatives to TeamMemory

same job, measured the same way
Moltline Recall
by moltlinestudio

A portable knowledge-graph memory you pass in and get back. No database. 4 of 6 free.

6 tools answering
Facthouse
by gordonkjlee

Local AI memory: neuroscience-inspired Data→Information→Knowledge in SQLite you own.

46 installs/wk local only
memoric
by memoric

Provenance-first database for teams and agents: every value carries sources, rules and coverage.

answering
Engrava
by sovantica

Tamper-evident audit, MindQL, and Action Records — embedded memory database for AI agents.

151 installs/wk local only
LINQ to DB
by linq2db

Inspect database schemas and execute SQL queries across multiple database providers with LINQ to DB.

local only
freebase.cloud
by freebase

Free cloud databases over MCP: query, store, list and annotate across 15 engines.

answering
Agent Memory MCP
by xultrax-web

Markdown memory for AI agents. Files you can read, edit, grep, and commit. Not a database.

43 installs/wk local only
Leteo
by asanabrial

Persistent memory for AI coding agents: one Rust binary, one local SQLite database.

37 installs/wk local only

TeamMemory — questions

Answers built from our own checks of this server.

Why is there no uptime for TeamMemory?
TeamMemory runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package team_memory was installed 44 times last week.
How do I connect TeamMemory?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls team_memory straight from pypi; nothing to host, nothing to sign up for.
How many people use TeamMemory?
The pypi package team_memory was installed 44 times in the last week. Week over week that is -29%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is TeamMemory open source?
Yes — it is published under the MIT licence, written in Python and 1 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.