Fast LLM & Agents & MCPs
This repo covers LLM, Agents, MCP Tools, Skills concepts with sample codes: LangChain & LangGraph, AWS Strands Agents, Google Agent Development Kit…
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Apify RAG Web Browser
Integrate with Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
Docs RAG
Enables AI to query and analyze local documents and Git repositories through a RAG system built with TypeScript, LlamaIndex, and Gemini embeddings.
Docs To Llm
# MCP Server for Documentation Processing MCP server that processes technical documentation into llm.txt format, which can be used as context for LLMs in…
MCP Client-Server Sandbox for LLM Augmentation
Complete sandbox for augmenting LLM inference (local or cloud) with MCP Client-Server. Low friction testbed for MCP Server validation and agentic evaluation.
Compliant Llm
Build Secure and Compliant AI agents and MCP Servers. YC W23
MCP LLM
An MCP server that provides LLMs access to other LLMs
MCP LLM Bridge
A Simple bridge from Ollama to a fetch url mcp server
Standardizing LLM Interaction with MCP Servers
Short and sweet example MCP server / client implementation for Tools, Resources and Prompts.
Llm Guard Privacy Gateway
# LLM-Guard 隐私网关 一个基于MCP协议的隐私保护网关，用于在LLM应用中检测和过滤敏感信息。 ## 功能特性 1. **PII脱敏**：自动识别文本中的中文人名、手机号、邮箱，并将其替换为占位符 2. **密钥拦截**：检测常见的API Key、阿里云AccessKey以及RSA私钥 3…
🧠 Archive Agent
Find your files with natural language and ask questions.
Skill Seekers
Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools…
Nest Llm Aigent
Stdio Mcp Server 转为 RestFul，轻松部署与 Web 服务集成, mcp gateway
Inkeep
Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and…
Shared Knowledge RAG
Enables AI systems to access and retrieve information from multiple vector store backends including HNSWLib and Weaviate, providing a unified interface for…
Chalee MCP RAG
A Retrieval-Augmented Generation (RAG) server for document processing, vector storage, and intelligent Q&A, powered by the Model Context Protocol.
MCP RAG Server
A lightweight Python server for Retrieval-Augmented Generation (RAG) using AWS Lambda. It retrieves knowledge from external data sources like arXiv and PubMed.
Gemini CLI RAG MCP
A RAG-based Q&A server using a vector store built from Gemini CLI documentation.
ArcKnowledge (Custom RAG)
Bridges AI systems to custom knowledge base APIs for retrieval-augmented generation across multiple text and image sources with configurable authentication and…
Kelnix Datamind Curator
AI-Ready Data & Context Engineering API. Connect any data source — PostgreSQL, CRMs, APIs — and get clean, structured, AI-ready data in seconds. Natural…
Forge
Forge is Voxell's hosted text-embedding API. This MCP server exposes two tools — embed (turn text into vectors) and list_models — so any MCP-compatible agent…
TubExperto
Personal YouTube AI knowledge base powered by RAG. Query your subscribed channels.
Careerproof
Career and workforce intelligence built on a deep HR ontology — skill taxonomies, role definitions and responsibilities, compensation and incentive structures…
MCP + Ollama Local Tool Calling Example
# MCP + Ollama Local Tool Calling Example This project demonstrates how a local AI agent can **understand user queries** and **automatically call Python…