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MCP Servers

Showing how to transition from a naive agent to an MCP agent in 3 steps

A pluggable, language-agnostic filter framework for Model Context Protocol (MCP) traffic. Each filter is a tiny HTTP service that decides whether a tool call should be allowed, blocked, modified, or...

The fastest BM25 scoring engine: 2,300x faster than BM25S. 28K QPS on 8.8M docs. 5 BM25 variants (Robertson, Lucene, ATIRE, BM25L, BM25+). Memory-mapped persistence, BMW pruning, streaming indexing.

This repository contains a sample application demonstrating the use of with the Gemini API to provide spatially grounded responses using Google Maps Platform data.

is a command-line tool that seamlessly generates production-ready Model Context Protocol (MCP) server boilerplate from your OpenAPI specifications, enabling you to easily expose your existing APIs as...

Kiso is a publishing engine that turns Open Knowledge Format (OKF) bundles into static websites for humans and AI agents. We also provide an MCP Server.

A Model Context Protocol (MCP) server for interacting with Minecraft via Mineflayer. This package enables AI agents to control Minecraft bots through a standardized JSON-RPC interface.

Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc.

A that lets you chat with large language models and seamlessly plug in external tools. Spin up multiple FastMCP servers (Weather & Currency) alongside a Streamlit client, all orchestrated with Docker...

Model Context Protocol (MCP) server that gives LLM agents and chatbots direct access to the World Bank's Data360 Platform.

Publish MATLAB functions as MCP tools for AI agents using MATLAB Production Server

An interactive chat interface that combines Ollama's LLM capabilities with PostgreSQL database access through the Model Context Protocol (MCP).
Agent Skills

Intelligent web scraping with automatic strategy selection and TypeScript-first Apify Actor development.

Run task-specific agents on different AI coding backends from one parent tool.

Website - Documentation - Talk to someone at Arthur

paper-radar What 28 AI labs published on arXiv, over any date range

Story-first presentation production for AI agents.

AI-powered bug bounty hunting toolkit that works with or without subscription.

This is an MCP server to allow LLMs to interact with a running Prometheus instance via the API to do things like generate and execute promql queries, list and analyze metrics, etc.

A Flutter agent skill and toolchain that produces a : every route as a card with a real screenshot, runtime state variants such as sheets and dialogs, navigation edges between screens, and replayable...

[apache-badge]: https://img.shields.io/badge/license-Apache%20License%202.0-blue [apache-url]: https://github.com/informalsystems/quint-connect/blob/main/LICENSE

yoooclaw is a standalone CLI — — built for both humans and AI agents. It receives phone notifications locally, manages the Relay tunnel, handles recording ASR and light-effect rule evaluation,...

A Codex skill for turning rough brand ideas into professional image-first identity systems, VI guidelines, and editable HTML brand manuals.

— L1/L2 dual-mode supervision, MCP tool integration, session checkpoints, and 217+ round verified stability. One-click Windows install, zero dependencies.