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mcp-feedback-enhanced-2

Establishes feedback-oriented development workflows with Web UI and desktop application dual interfaces, enabling AI to confirm with users and consolidate tool calls into feedback requests to reduce costs and improve development efficiency.

basicmachines-memory

Knowledge management system that builds a persistent semantic graph in markdown, locally.

giancarloerra-socraticode

Local codebase indexing, semantic search, and code dependency graphs.

browserbase-mcp-server

Automate web browsers remotely on a cloud environment.

crystaldba-postgres

Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely.

metorial-metorial

🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included

homeassistant-ai

Enables natural language control of Home Assistant smart home devices, automations, and system management

txn2-kubefwd

Bulk-forward Kubernetes cluster services for local development with AI assistant integration.

fli

Enables flight search and fare calendar exploration by interacting with Google Flights' API, supporting detailed filters for origin, destination, dates, cabin class, airlines, and more.

bytebase-dbhub

Provides a universal database gateway for connecting to PostgreSQL, MySQL, SQLite, and DuckDB, enabling table browsing, schema inspection, and read-only SQL queries with built-in safety checks

executor

An integration layer for AI agents that provides a catalog of tools from various sources (OpenAPI, GraphQL, MCP, etc.) and can be used as an MCP server for compatible agents.

sendai-solana-agent-kit

Integrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within conversation interfaces.

fastmcp-2

A high-level framework for building MCP servers in TypeScript

noahshinn-reflexion

[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

Contributed by Sentinel

ahujasid-ableton-live

Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing, playback control, instrument loading, and library browsing for music composition and sound design workflows.

supabase-community-supabase-mcp

Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.

gh-dgunning-edgar-tools

Open-source SEC EDGAR toolkit with tools for every filing type and no API key required.

korean-law-mcp

MCP server for Korean law data (statutes, precedents, regulations) with citation verification, impact analysis, and time comparison tools.

dhravya-apple-native-tools

Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ecosystem.

ralph-orchestrator

Ralph Orchestrator implements the simple but effective "Ralph Wiggum" technique for autonomous task completion, continuously running an AI agent against a prompt file until the task is marked as complete or limits are reached. This implementation provides a robust, well-tested, and feature-complete orchestration system for AI-driven development. Also cited in the Anthropic Ralph plugin documentation.

metatool-ai-metatool-app

MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.

revogrid

High-performance virtual grid component library with AI assistant integration.

jpisnice-shadcn-ui

Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detection for React, Svelte, and Vue, enabling rapid UI development with component source code, installation scripts, and complete block implementations.

coleam00-crawl4ai-rag

Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic searching over crawled data for enhanced knowledge access