AI / ML MCP Servers

Persistent memory for AI coding agents. Hybrid search, auto-session capture, context routing.

Graph-based memory system for LLMs with knowledge graphs and semantic search

Persistent memory for AI assistants. Store, search, and recall across sessions.

Semantic code graph for AI-assisted code understanding via tree-sitter and MCP.

Memory Bank Mcp

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

Django Mcp Server

Django MCP Server is a Django extensions to easily enable AI Agents to interact with Django Apps through the Model Context Protocol it works equally well on WSGI and ASGI

P2P runtime for A2A protocol. Encrypted agent communication with zero-config NAT traversal.

Promptspeak Mcp Server

Pre-execution governance for AI agents. Intercepts MCP tool calls before execution with deterministic blocking, human-in-the-loop holds, and behavioral drift detection.

Safe, read-only database access for AI agents. 5 databases, batch queries, SQLGlot.

Plugin

Dragonfly MCP Plugin — Opus-powered code intelligence, memory, and workflow tools

Lambda Cloud Cli

Lambda Cloud CLI tool with interactive TUI and MCP server for GPU instance management

Automagik Tools

From API to AI in 30 Seconds - Transform any API into an intelligent MCP agent that learns, adapts, and speaks human

MiniMax Coding Plan MCP

Specialized MiniMax Model Context Protocol (MCP) server designed for coding-plan users, featuring AI-powered search and vision analysis APIs optimized for code development workflows

AI memory across Claude, ChatGPT, Gemini, and Cursor. Save, search, and recall context everywhere.

Deterministic Agent Control Protocol

Governance gateway for AI agents — bounded, auditable, session-aware control with MCP proxy, shell proxy & HTTP API. Works with Cursor, Claude Code, Codex, and any MCP-compatible agent.

Intelligent code knowledge graph for AI coding agents — 71% cheaper, 72% faster

Octagon Deep Research Mcp

The Octagon Deep Research MCP server provides specialized AI-powered comprehensive research and analysis capabilities by integrating with advanced deep research agents. No rate limits, faster than ChatGPT Deep Research, more thorough than Grok DeepSearch or Perplexity Deep Research.