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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

The easiest way to evaluate your Agent Skills. Tests that AI agents correctly discover and use your skills.

Metadata-driven CLI for AI Agent Bots — 48 operations across 7 domains, structured JSON envelope I/O, zero interactive prompts.

Generate and evaluate agent skills based on traces with agents. Create skills with teacher models (expensive/slow) that student models (cheap/fast) can use to perform harder tasks reliably.

Open-source, local-first video editor where creators and AI agents edit the same real timeline.

Open-source, local-first AI journal app for iOS and Android. Capture text, photos, and voice — AI agents organize them into timeline cards and insights. Your data stays on your device.

Give an AI agent a link to an OpenAPI spec, GraphQL schema, or MCP server and get back a ready-to-use Agent Skill with wrapper scripts, references, and usage notes.

把中文全渠道内容(抖音 / B站 / 小红书 / 公众号 / X / 播客)采集进个人知识库的 13 个 AI Skill:图文存图、视频转文字稿、字幕优先免 GPU,附带知识库 MCP server。

Local FFmpeg · No cloud · No API keys · Python standard library Claude Code · Cursor · Codex · MCP

A source-available Codex skill for distilling photographs into sparse editorial abstractions.

A skill bundle in Claude Code Skills format. It covers the 100 most-used Bioconductor packages the top 100 rising-star packages (newly released since ~2021 and fast-growing) from the BioMate-KB...

🚀 Supercharge your AI coding assistant with curated, production-ready skills for Microsoft Azure. Works seamlessly with: 🟣 | 🔵 | 🟢 | 🔴 | 🩵 | 🟠 | ⚪ | 🌸

Experimental skill — will iterate over time. Please send your feedbacks in github issues.