Knowledge Graphs

Read, search, draft, send, and organize email through Gmail, Outlook, and IMAP/SMTP mailboxes.

Microsoft Graph API email provider for email-agent-mcp

Local email connectivity for AI agents — read, draft, send, and organize Outlook mail via MCP

Associative key-graph memory for LLM agents — recall by association, not vector similarity.

Markdown knowledge base as agent memory. Runs against the notes directory it is started in.

One-entry orchestrator for coding agents: jailed vault, FTS knowledge graph, Obsidian-native architecture and code notes, 18-axis review. Curated packs — not a 90k-skill dump

Correction-first agent memory. Precision KPI tracks if agents heed warnings. 5 layers, local-only.

A Model Context Protocol (MCP) server for Microsoft 365 - manage mail, calendar, contacts, files, Teams, Planner, OneNote, To Do, and more via Microsoft Graph.

Outlook mail and OneDrive files via Microsoft Graph — read, search, send and organize.

Core memory palace engine for AgentRecall

SSTIM reference for senses, stimuli, perception and scientific contributions.

The non.bot MCP server — one server for your portfolios, decision graph, and Runs. Runs over stdio (Claude Code, Cursor, VS Code) with a pat_ token. Built on MCP protocol 2025-11-25.

MCP server for little big brain: search, graph queries, and data import

Multi-language repository map for agents and humans: MCP tools, dependency graphs, symbol indexes, impact review, and bounded source evidence.

Compatibility package for email-agent-mcp — use the unscoped package for new installations

Shared graph-tool handlers used by the Vecto MCP server and the internal dash-api chat pipeline. Transport-agnostic: consumers inject a ToolContext that implements graph-verb operations (search, get, create, update, add_edge, etc.) — handlers never touch

Agent coordination MCP server and Claude Code plugin — shared blackboard, decision tracking, and context assembly

Code Graph MCP Server

Discover and query 15,500+ classified subgraphs on The Graph Network

Token-lean memory for AI agents: a knowledge graph searched cheaply. Drop-in for server-memory.