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Open-Source Ecosystem

Building open standards for AI memory & agents.

We believe enterprise intelligence should be transparent, standardized, and interoperable. Explore our open-source tools, protocol servers, and architectural blueprints.

Developer Asset

Graph RAG Reference Engine in Python

Production-ready Python reference implementation combining entity extraction, NetworkX graph construction, dense vectors, and Reciprocal Rank Fusion (RRF).

PythonNetworkXGraph RAGRRFFastAPI
Agent Infrastructure

Memora Headless Browser for AI Agents

Open-source headless browser that labels every button, link, and field on web pages (@1, @2, @3) so LLM agents can interact deterministically without screenshot tokens.

ChromiumAgentic AIPlaywrightWeb Scraping
Standard Protocol

Memora Model Context Protocol (MCP) Server

Anthropic Model Context Protocol compliant server connecting Claude, Cursor, Windsurf, and custom AI agents directly to company organizational memory.

MCP StandardTypeScriptJSON-RPC 2.0Cursor / Claude
Open Source Contributor Program

Contribute to the future of AI Organizational Memory

We sponsor open-source developers, students, and AI researchers working on Graph RAG, vector indexes, AST parsers, and browser automation.