Architecture

How It Works

A single MCP server that connects your AI client to a local SQLite database with vector search, encryption, and coordination.

MCP Client

Claude Code, Cursor, Windsurf

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OMEGA MCP Server

73 tools · Hook integration

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Local Storage

SQLite + sqlite-vec

ONNX Runtime (CPU)

macOS Keychain

Optional: Supabase cloud sync

Modules

Six Modules, 73 Tools

Each module is self-contained. Use what you need.

Competitive Landscape

Full Comparison

Honest, side-by-side. Every claim verifiable in source code.

Feature	OMEGA	Mem0	Zep	Letta	Native
Persistent Memory	25 tools	~5	~15	~8	1
Semantic Search	Yes	Yes	Yes	Yes	No
Multi-Agent Coordination	28 tools	No	No	No	No
File Claims / Branch Guards	Yes	No	No	No	No
Task Management	Yes	No	No	No	No
Agent Messaging	Yes	No	No	No	No
Multi-LLM Routing	10 tools	No	No	No	No
Entity Management	8 tools	No	No	No	No
Document Ingestion	Yes	No	No	Partial	No
Secure Profile (Encrypted)	AES-256	No	No	No	No
Context Virtualization	Yes	No	No	Partial	No
Local-First	Yes	No	No	Yes	Yes
No External DB Required	SQLite	Cloud	Neo4j	Postgres	File
LongMemEval Score	76.8%	N/A	71.2%	N/A	N/A
Total MCP Tools	73	~5	~15	~8	1

Benchmarks

Benchmark Breakdown

LongMemEval (ICLR 2025) scores by category. 500 questions across 5 capability areas.

Temporal reasoning is a known weakness. We publish honest numbers because trust matters more than optics.

Single-Session ExtractionStrong

84%

Multi-Session ReasoningGood

72%

Temporal UnderstandingKnown weakness

58%

Knowledge UpdatesStrong

78%

AbstentionStrong

82%

Scores are approximate category breakdowns from the full 76.8% aggregate.

Performance

Real Numbers

~31MB

Startup

~337MB

After First Query

~50ms

Retrieval

SQLite

Storage

None

GPU

10,000+

MCP servers

97M

monthly SDK downloads

Linux Foundation

governance

Ecosystem

Built for MCP

The Model Context Protocol is the fastest-adopted standard in AI tooling. OMEGA provides the memory and coordination infrastructure that MCP doesn't standardize yet.

Works with any MCP client. No vendor lock-in.