A
license-
qualityD
maintenanceConverts any REST API into MCP-compatible tools instantly by providing an OpenAPI/Swagger spec, enabling seamless integration with AI agents.
MIT
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"How to Manage AI Memory Effectively" matching MCP servers:
- Alicense-qualityBmaintenanceA shared memory and coordination server for multiple AI coding agents, built on the Model Context Protocol (MCP).5MIT
- Alicense-qualityCmaintenanceAn MCP server that turns a one-sentence idea into working, tested code using a pipeline of six AI agents, with optional deployment.MIT
- Alicense-qualityDmaintenanceAn enhanced MCP server that provides intelligent memory and task management for AI assistants, featuring semantic search, automatic task extraction, and knowledge graphs to help manage development workflows.33MIT
- Flicense-qualityBmaintenanceAutomatically converts OpenAPI/Swagger documents into MCP servers, enabling AI agents to call third-party REST APIs via the MCP protocol.
- AlicenseAqualityBmaintenanceMulti-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)2437769MIT
- AlicenseAqualityBmaintenanceEnables terminal AI coding assistants to interact with web AI chat services through browser automation, supporting multiple platforms like Doubao and ChatGPT.37MIT
- FlicenseAqualityDmaintenanceA lightweight MCP server that records and reuses prompt gaps — essential context missing from initial instructions — so your AI assistant learns from every session using a plain JSONL file tracked by Git.414
- FlicenseAqualityCmaintenanceEnables a host AI agent to trigger a multi-agent debate, running N-rounds where agents critique each other's answers, then synthesizes a consensus recommendation with ranked options.3
- AlicenseBqualityFmaintenanceA persistent memory implementation using a local knowledge graph that lets Claude remember information about users across conversations.96MIT
- AlicenseBqualityCmaintenanceProvides a shared context layer for AI agent teams to improve token efficiency through context deduplication and incremental state sharing. It enables multiple agents to coordinate tasks, share real-time discoveries, and manage dependencies while significantly reducing redundant data transmission.1507MIT
Runbook AI MCP Serverofficial
AlicenseBqualityDmaintenanceMCP server that provides browser automation capabilities through a Chrome extension, enabling terminal-based agents to interact with any website via a live browser session with optimized context.1333Apache 2.0- AlicenseBqualityCmaintenanceEnables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.4MIT
- Alicense-qualityDmaintenanceAn advanced contextual memory server for agent orchestration providing chronological history, semantic vector search via Redis Stack, and temporary scratchpad storage. It also enables context compression through history rollups and facilitates inter-agent communication using a Redis-based Pub/Sub system.23MIT
- Alicense-qualityCmaintenanceHosted open-source AI apps callable by agents over MCP, enabling multi-model comparisons with real metered costs and skills like PDF translation, deep research, slide generation, and direct model queries.348MIT
- Alicense-qualityCmaintenanceModel Context Protocol (MCP) memory server built with Azure Functions and TypeScript, providing persistent knowledge graph storage for your preferred MCP client. Inspired by and forked from @modelcontextprotocol/server-memory3MIT
- Alicense-qualityAmaintenanceSelf-hosted AI orchestrator that monitors and manages homelab services, exposing them as MCP tools for LLMs to drive.MIT
- Alicense-qualityCmaintenanceActs as a bridge between standard REST/OpenAPI web APIs and the Model Context Protocol, dynamically converting REST endpoints into MCP tools for LLM clients like Cursor, Claude Desktop, and n8n.36Apache 2.0
- Alicense-qualityBmaintenanceEnables multi-strategy AI orchestration including council decision review, debate, brainstorming, evaluation, and spec review, with support for multiple LLM providers and advisor personas.20MIT
- Alicense-qualityDmaintenanceA Model Context Protocol (MCP) server that automates generating LinkedIn post drafts from YouTube videos. This server provides high-quality, editable content drafts based on YouTube video transcripts.1MIT