Knowledge & Memory

MCP server for tool discovery: find, compare, and verify tools across 35+ registries.

Connect Claude to Microsoft Teams — read/send messages, list channels, search chats.

AI Mind Map — MCP server that reduces AI coding agent token usage by 80-99% through persistent codebase memory, knowledge graphs, and intelligent context management

AI code impact analysis — dependency graphs, cascade detection, and build gates for AI agents

The shared work-management office for AI agents — projects, tasks, decisions, knowledge, handoffs.

37-tool MCP server: context health, memory, reasoning, truthfulness & research pipeline.

Standalone Agent Client Protocol (ACP) server for DeepSeek Harness with real-time streaming, thought visibility, tool lifecycle updates, and session recovery.

Hybrid vector + reasoning retrieval, agent memory, multi-agent orchestration, MCP server, and RAG.

Local-first, zero-knowledge AI memory across Claude, Cursor, and every MCP client. 0 RTT reads.

State replay and self-debugging for AI agents. Track, replay, undo, checkpoint.

LingJing classroom MCP: human teaches, AI student questions; returns blindspots & summary.

CacheTank MCP server gives every AI tool your personal context so you never start from zero.

Co-Engram adapter for Claude Code (MCP server).

Enhanced MCP Shrimp Task Manager with comprehensive LLM integration. A task management tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. Features real GPT-4 ↔ MCP tools communication, comprehensive testing pipeline

Forge persistent memories for your AI agent. 9 MCP tools + 5 auto-engines. Powered by Shelby decentralized cloud.

MCP server that maps function and component dependencies in Haskell and ReScript codebases — built to help LLMs trace affected code flows for test generation.

Git for AI memory — version-controlled, searchable context that persists across sessions

Your codebase companion for JavaScript/TypeScript, in the browser, the terminal and your AI agent: a live dependency map, impact and call sites, affected tests and patch coverage, review order, new-only CI gates (SARIF, GitLab), git hooks, a status line a

Beacon - the AI agent orchestrator. 13 transports, agent scorecard dashboard, heartbeat, mayday, accords, virtual cities, proof-of-thought, relay, memory markets, hybrid districts, x402 micropayments, compute marketplace

Persistent cross-session memory for OpenCode and MCP coding agents, powered by ZeroDB.