A context-efficient proxy that replaces individual tool schemas with three meta-tools for semantic search, schema retrieval, and tool routing. It enables agents to manage hundreds of backend tools while maintaining a constant context footprint of approximately 500 tokens.
Enables remote Linux VM management via SSH with automatic safety checks for destructive commands, supporting password authentication and sudo operations.
Lightweight MCP wrappers that consolidate multiple tools from services like Supabase, Linear, Chrome DevTools, and Context7 into single-action tools, reducing context token usage by ~80% while maintaining full functionality.
A FastAPI-based MCP server that enables LLM agents to interact with Ollama models through standardized MCP tools, with optional MySQL and Redis integration for data persistence and caching.
Simulating Multiple Context Protocol
An MCP server that indexes local Python projects into a SQLite database to enable efficient symbol searching and dependency tracking. It allows users to find function or class definitions, trace module imports, and read file contents through natural language interfaces.
Enables task management through a local MySQL database, supporting full CRUD operations and automated tracking of status transitions. Users can create, search, and update tasks while maintaining a detailed progress history for all activities.
A local development MCP server that exposes MySQL databases to VSCode and Copilot CLI with read-only SELECT queries and INSERT/UPDATE operations. It provides secure, schema-specific database access for development environments only.
Enables direct interaction with local WordPress development sites through Local by Flywheel database connections. Provides read-only access to WordPress data including posts, users, options, and custom queries for development and analysis.
A personal fitness tracking server that enables logging and querying workouts, nutrition, and body metrics through a local SQLite database. Integrates with OpenNutrition MCP for food logging and supports exercise history tracking for workout progression.
Enables OSINT research by searching usernames across hundreds of social networks and websites, and analyzing URLs to extract information and find associated usernames using the Maigret tool.
A Model Context Protocol server manager that acts as a proxy/multiplexer, enabling connections to multiple MCP servers simultaneously and providing JavaScript code execution with access to all connected MCP tools. Supports both stdio and HTTP transports with OAuth authentication, batch tool invocation, and dynamic server management.
A server-based tool that enables the generation of mathematical animations from natural language prompts by leveraging Manim.
Enables AI assistants to interact with MariaDB databases through standard SQL operations and advanced vector/embedding-based search. Supports database management, schema inspection, and semantic document storage and retrieval with multiple embedding providers.
An interface for managing and querying MariaDB databases that supports standard SQL operations alongside advanced vector and embedding-based search capabilities. It enables AI assistants to seamlessly integrate relational and vector data workflows through a standardized protocol.
Enables AI assistants to interact with MariaDB databases through SQL operations and vector-based semantic search. Supports standard database queries, schema inspection, and optional embedding-powered document storage and retrieval.
MCP server for the Russian construction market — 3,395 contractor companies and 13,436 house-building projects across 18 regions. 21 tools for search, comparison, cost analytics, contractor recommendations, and quote requests.
Provides AI assistants with access to materials science databases, enabling search and analysis of material properties, crystal structures, phase diagrams, and elastic properties through the Materials Project API.
A conversational application server that integrates LLM capabilities via Ollama with vector memory context, supporting multiple users, sessions, automatic history summarization, and a plugin system for executing real actions.
Demo of implementation of MCP using Langchain MCP Adapters and Ollama
