Universal Memory MCP for Claude Code - dual-layer activity logging and knowledge storage
Project description
Omni Cortex MCP
A universal memory system for Claude Code that combines activity logging with intelligent knowledge storage.
Features
- Zero Configuration: Works out of the box - just install and run setup
- Dual-Layer Storage: Activity logging (audit trail) + Knowledge store (memories)
- 15 MCP Tools: Full-featured API for memory management, activity tracking, and session continuity
- Semantic Search: AI-powered search using sentence-transformers (optional)
- Hybrid Search: Combines keyword (FTS5) + semantic search for best results
- Full-Text Search: SQLite FTS5-powered keyword search with smart ranking
- Auto-Categorization: Automatic memory type detection and tag suggestions
- Session Continuity: "Last time you were working on..." context
- Importance Decay: Frequently accessed memories naturally surface
- Auto Activity Logging: Automatically logs all tool calls via hooks
Installation
Quick Install (Recommended)
# Install the package
pip install omni-cortex
# Run automatic setup (configures MCP server + hooks)
omni-cortex-setup
That's it! Omni Cortex will now:
- Automatically log all Claude Code tool calls
- Provide memory tools (cortex_remember, cortex_recall, etc.)
- Create a per-project database at
.omni-cortex/cortex.db
With Semantic Search
For AI-powered semantic search capabilities:
pip install omni-cortex[semantic]
omni-cortex-setup
From Source
git clone https://github.com/AllCytes/Omni-Cortex.git
cd omni-cortex
pip install -e ".[semantic]"
python -m omni_cortex.setup
Manual Configuration
If you prefer manual setup, add to ~/.claude.json:
{
"mcpServers": {
"omni-cortex": {
"command": "python",
"args": ["-m", "omni_cortex.server"]
}
}
}
And optionally configure hooks in ~/.claude/settings.json for activity logging:
{
"hooks": {
"PreToolUse": [{
"type": "command",
"command": "python -m omni_cortex.hooks.pre_tool_use"
}],
"PostToolUse": [{
"type": "command",
"command": "python -m omni_cortex.hooks.post_tool_use"
}]
}
}
Uninstall
omni-cortex-setup --uninstall
pip uninstall omni-cortex
Tools
Memory Tools (6)
| Tool | Description |
|---|---|
cortex_remember |
Store information with auto-categorization |
cortex_recall |
Search memories (modes: keyword, semantic, hybrid) |
cortex_list_memories |
List memories with filters and pagination |
cortex_update_memory |
Update memory content, tags, or status |
cortex_forget |
Delete a memory |
cortex_link_memories |
Create relationships between memories |
Activity Tools (3)
| Tool | Description |
|---|---|
cortex_log_activity |
Manually log an activity |
cortex_get_activities |
Query the activity log |
cortex_get_timeline |
Get a chronological timeline |
Session Tools (3)
| Tool | Description |
|---|---|
cortex_start_session |
Start a new session with context |
cortex_end_session |
End session and generate summary |
cortex_get_session_context |
Get context from previous sessions |
Utility Tools (3)
| Tool | Description |
|---|---|
cortex_list_tags |
List all tags with usage counts |
cortex_review_memories |
Review and update memory freshness |
cortex_export |
Export data to markdown or JSON |
Memory Types
Memories are automatically categorized into:
general- General notes and informationwarning- Cautions, things to avoidtip- Tips, tricks, best practicesconfig- Configuration and settingstroubleshooting- Debugging and problem-solvingcode- Code snippets and algorithmserror- Error messages and failuressolution- Solutions to problemscommand- CLI commandsconcept- Definitions and explanationsdecision- Architectural decisions
Storage
- Per-project:
.omni-cortex/cortex.dbin your project directory - Global:
~/.omni-cortex/global.dbfor cross-project search
Configuration
Create .omni-cortex/config.yaml in your project:
schema_version: "1.0"
embedding_enabled: true
decay_rate_per_day: 0.5
freshness_review_days: 30
auto_provide_context: true
context_depth: 3
Development
# Install dev dependencies
pip install -e ".[dev]"
# Run tests
pytest
# Format code
black src tests
ruff check src tests
License
MIT
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