Team Memory MCP Server

team_memory

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

1 6 tools GitHub PyPI

No known CVEs

MIT license

Maintained

Last commit 70d ago

Works with most clients

Transport: stdio, http

6 tools · ~517 tok

Grade B · 0.3% of 200K ctx

MCPpedia last refreshed this data 1d ago

Edit this pageView history

Team Memory MCP Server is an MCP server that team experience database - let AI accumulate, retrieve and apply team knowledge across chats. Its tool list has not been published yet over stdio and http, requires no API key, and scores 78/100 on MCPpedia's security, maintenance and efficiency rubric.

AI / ML Data

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "team_memory": {
      "env": {
        "TEAM_MEMORY_DB_URL": "postgresql+asyncpg://developer:devpass@localhost:5432/team_memory",
        "TEAM_MEMORY_API_KEY": "你的 API Key"
      },
      "args": [
        "-m",
        "team_memory.server"
      ],
      "command": "python3"
    }
  }
}

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Read me

What Team Memory MCP Server does

这是我学 AI 时萌生的一个想法。市面上已有类似产品，但总觉得不太贴合自己的使用习惯。做这个项目，既想通过和 AI 一起写代码来加深对大模型的理解，也希望能按自己的工作流，打磨出真正顺手的功能。

Test This Server

Run this in your terminal to verify the server starts. Then let us know if it worked — your result helps other developers.

uvx 'team_memory' 2>&1 | head -1 && echo "✓ Server started successfully"

After testing, let us know if it worked:

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

78/100across 5 weighted dimensions

How we score →

0255075100

−22

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked team_memory against OSV.dev.

Inventory

Tools (6)

Click any tool to inspect its schema.

~517 tokens total

Community

Reviews

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How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is Team Memory MCP Server safe to use?: Team Memory MCP Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under MIT.
How do I install Team Memory MCP Server?: Team Memory MCP Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can Team Memory MCP Server do?: Team Memory MCP Server provides 6 tools: memory_save, memory_recall, memory_context, memory_get_archive, memory_archive_upsert and 1 more. See the full tools list on the server page for descriptions and parameters.
What AI clients work with Team Memory MCP Server?: Team Memory MCP Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.
Is Team Memory MCP Server actively maintained?: Team Memory MCP Server is recently maintained — last commit was 70 days ago. It has 1 GitHub stars.

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Community

Discussion

Start a conversation

Ask a question, share a tip, or report an issue.

Has anyone used this with Cursor?How do you handle auth?Any alternatives?

{ "mcpServers": { "team_memory": { "env": { "TEAM_MEMORY_DB_URL": "postgresql+asyncpg://developer:devpass@localhost:5432/team_memory", "TEAM_MEMORY_API_KEY": "你的 API Key" }, "args": [ "-m", "team_memory.server" ], "command": "python3" } } }

Frequently Asked Questions

Is Team Memory MCP Server safe to use?

Team Memory MCP Server has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under MIT.

How do I install Team Memory MCP Server?

Team Memory MCP Server supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can Team Memory MCP Server do?

Team Memory MCP Server provides 6 tools: memory_save, memory_recall, memory_context, memory_get_archive, memory_archive_upsert and 1 more. See the full tools list on the server page for descriptions and parameters.

What AI clients work with Team Memory MCP Server?

Team Memory MCP Server is compatible with claude-desktop, cursor, claude-code. It uses stdio and http transport.

Is Team Memory MCP Server actively maintained?

Team Memory MCP Server is recently maintained — last commit was 70 days ago. It has 1 GitHub stars.