TiMEM MCP Server - Model Context Protocol server for TiMEM Engine
Project description
TiMEM MCP Server
Language: English | 简体中文
Model Context Protocol server for TiMEM Engine, providing memory management and rule-learning tools for AI applications.
Need help configuring MCP? Copy the AI setup prompt into any AI assistant and follow the steps.
Get your API key
Obtain an API key from TiMEM Console.
Set environment variables on your system (recommended — do not hard-code keys in config files):
export TiMEM_API_KEY="your-api-key"
export TiMEM_USER_ID="your-user-id"
Quick Start (Cloud HTTP — recommended)
No local install. Set environment variables, then add this to your MCP client config (~/.cursor/mcp.json):
{
"mcpServers": {
"TiMEM-MCP": {
"url": "https://api.timem.cloud/mcp",
"headers": {
"X-API-Key": "${env:TiMEM_API_KEY}",
"X-TiMEM-User-Id": "${env:TiMEM_USER_ID}"
}
}
}
}
Restart your MCP client. Expect 21 tools: memory and coding policy tools (create_memory, classify_memory_scene, search_memories, should_search_memories, should_create_memory, delete_memory, ready) plus rule-learning tools such as learn_rule, recall_rules, and record_rule_outcome.
Coding scene guide: MCP resource timem://guides/coding-memory · docs
Guide: cursor_en.md · 中文版
Quick Start (Local stdio — optional)
For offline development, install from GitHub. PyPI may lag behind GitHub/main, so prefer GitHub when you need the latest 21-tool surface.
1. Install timem-mcp
Option A — clone + pip:
git clone https://github.com/TiMEM-AI/timem-mcp.git
cd timem-mcp
git checkout main
pip install -e .
Option B — uvx from GitHub (requires uv; no clone needed):
uvx --from git+https://github.com/TiMEM-AI/timem-mcp@main timem-mcp
Full guide: from_github_en.md · 中文版
2. Configure your MCP client
| Client | Guide |
|---|---|
| Cursor | cursor_en.md · 中文 |
| Claude Desktop | claude_desktop.md |
| All clients (paths) | mcp_clients_en.md · 中文 |
Copy an example config:
- clone + pip:
.cursor/mcp.json.example - uvx from git:
.cursor/mcp.json.example.from-git
On Windows with conda, set command to the full path of your python.exe.
3. Verify
Fully quit and restart your client. Confirm 21 tools are listed, including create_memory, should_search_memories, should_create_memory, learn_rule, recall_rules, record_rule_outcome, and ready. Run ready to check API connectivity.
Cursor deeplink (optional)
python scripts/generate_cursor_deeplink.py local # clone + pip
python scripts/generate_cursor_deeplink.py from-source # uvx from GitHub
Optional: Cursor Rules
Add .cursor/rules/timem-memory.mdc to your project so Agent calls memory tools proactively.
Tool reference: tools_en.md · 中文
Quick Start: PyPI (optional)
When timem-mcp 0.4.0+ is published to PyPI:
{
"mcpServers": {
"TiMEM-MCP-0.4.0": {
"type": "stdio",
"command": "uvx",
"args": ["timem-mcp"],
"env": {
"TiMEM_API_KEY": "${env:TiMEM_API_KEY}",
"TiMEM_USER_ID": "${env:TiMEM_USER_ID}",
"TiMEM_API_HOST": "https://api.timem.cloud"
}
}
}
}
Deeplink: python scripts/generate_cursor_deeplink.py pypi
Configuration
| Variable | Required | Default | Description |
|---|---|---|---|
TiMEM_API_KEY |
Yes | - | TiMEM Engine API key |
TiMEM_USER_ID |
Yes for memory/rule tools | - | User scope. Cloud HTTP requires X-TiMEM-User-Id; stdio can use env or per-tool user_id. |
TiMEM_API_HOST |
No | https://api.timem.cloud |
API endpoint |
TiMEM_MEMORY_TASK_POLL_INTERVAL_SECONDS |
No | 1.0 |
Poll interval for async memory generation |
TiMEM_MEMORY_TASK_MAX_WAIT_SECONDS |
No | 60.0 |
Max wait for async memory generation |
TIMEM_AUTO_SCENE |
No | unset | Set to 1 to enable automatic scene classification on create_memory |
Both TiMEM_* and TIMEM_* prefixes are supported (TiMEM_* takes priority).
Available tools
Memory tools
create_memory— create memories from conversation history (POST /api/v1/memory/-> task polling).classify_memory_scene— classify a conversation asgeneral,coding, orwriting.search_memories— enhanced semantic memory search (POST /api/v1/memory/search).should_search_memories— coding Search Tier gating and suggested query (local heuristics).should_create_memory— coding implicit create checklist helper (local heuristics).delete_memory— soft-delete one memory by ID.ready— check MCP config and TiMEM API connectivity.
Rule-learning tools
learn_rule— learn or merge a reusable rule fromsituation_textandoutcome_text.recall_rules— recall relevant rules for a situation (similarity,judged, orautomode).record_rule_outcome— record whether a recalled rule was helpful and optionally trigger refinement.list_rules,get_rule,update_rule,delete_rule— manage rule lifecycle; delete archives the rule.list_rule_governance_proposals,resolve_rule_governance_proposal— inspect and resolve governance proposals.get_rule_usage_summary,get_rule_usage_daily,get_rule_usage_top_users,list_rule_usage_events,get_rule_usage_event— inspect rule-learning usage metrics.
Rule tools call the backend /api/v1/rules API only; they do not import backend internals. User-scoped rule tools require user_id from the tool parameter, HTTP X-TiMEM-User-Id, or TiMEM_USER_ID; missing user scope returns a validation error instead of falling back to a shared default.
Other MCP clients
Claude Desktop, Windsurf, Cline, and other stdio MCP clients use the same JSON shape. See mcp_clients_en.md for config paths and AI setup prompt for guided setup.
Development
pip install -e ".[dev]"
pytest tests/ -m "not live" -v
pytest tests/ -m live -v # requires backend + credentials
pytest tests/test_mcp_stdio.py -v # confirms 21 MCP tools
MCP Inspector (manual testing):
npx @modelcontextprotocol/inspector python -m timem_mcp
See docs/tools_en.md for per-field Inspector examples.
Contributing
See CONTRIBUTING.md. Security: SECURITY.md. Changes: CHANGELOG.md.
License
MIT License — see LICENSE.
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-
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