SelfMemory
It is a open-source universal memory engine where users can store and retrieve their AI conversations and context across different models. Users can add…
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HR Policy Chatbot
Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF…
Greptile
# 🚀 Greptile MCP Server - TypeScript Edition [](https://badge.fury.io/js/greptile-mcp-server)…
File Search Assistant with LLM Integration
Learn how to: ✅ Build a file-search AI using natural language queries ✅ Create embeddings from local Linux files using Hugging Face models ✅ Integrate Gemini…
Building an AI-Powered MCP Server with Spring AI: Querying Product Data without APIs
This MCP server is built with Spring AI and Spring Boot to expose a Product table (with fields like name, code, quantity, and price) to AI assistants using the…
AI Customer Support Bot - MCP Server
# 🤖 AI Customer Support Bot - MCP Server <div align="center"> …
From Slack Logs to Smart Search — Powered by MCP and Claude Desktop
Using Model Context Protocol (MCP) to build a local Slack thread searcher with Claude Desktop and a lightweight Python server.
🧠 FastMCP SSE Server – Research Paper Agent
--- title: MCP_Research_Server app_file: main.py sdk: gradio sdk_version: 5.31.0 --- # 🧠 FastMCP SSE Server – Research Paper Agent This project is a deployable…
llm-cost
Token cost math for LLM API calls: 69 models across 17 providers, prices verified by ComparEdge. Free, no API key.
AWS MCP Servers
This AWS Labs Model Context Protocol (MCP) server for CloudTrail enables your AI agents to query AWS account activity for security investigations, compliance…
DuckDuckGo Search with MCP Agent
This project demonstrates how to use DuckDuckGo MCP Server with a LangChain Groq LLM agent to perform intelligent search tasks via MCP (Micro Component…
Parallel Search Mcp
The Parallel Search MCP allows using the Parallel Search API from within any MCP-compatible LLM client. It is meant for daily use for everyday smaller…
Higress AI-Search MCP Server
The Higress AI-Search MCP Server is a Model Context Protocol (MCP) server that provides an AI search tool. It enhances AI model responses with real‑time search…
AWS Resources
Provides a Python-based interface for executing AWS queries across services like S3 and CodePipeline, enabling DevOps tasks and cloud resource management.
Velocirag
# 🦖 VelociRAG **Lightning-fast RAG for AI agents.** _Four-layer retrieval fusion powered by ONNX Runtime. No PyTorch. Sub-200ms warm search. Incremental graph…
Amazon Products
Connect your LLM to Amazon’s product catalog and display real-time results directly in chat. Easily browse, compare, and buy products — all inside your AI…
UNHCR Population Data MCP Server
An MCP (Model Context Protocol) server that provides AI agents with standardized access to UNHCR data on forcibly displaced persons, including population…
Data Visualization MCP Server
LLM-connected data visualization workflow using Vega-Lite.
MCP Ambassador
An MCP server that scouts, recommends, and connects you with useful MCP servers to augment your current tasks or projects. It prefers using existing web search…
Arxivloader MCP Server and Client
This project provides an MCP (Microservice Communication Protocol) server and client setup for fetching research papers from the arXiv. The MCP server…
Fast News MCP
Search, trending, topics, and local news all in one MCP server. Article previews, deduplication, source filtering, and 40+ languages built in.
OpenAI WebSearch
Enables AI assistants to search the web in real-time through OpenAI's websearch functionality, retrieving up-to-date information beyond training data cutoffs…
Google Search Console MCP Server
# Google Search Console MCP Server A tool for accessing Google Search Console using the Model Context Protocol (MCP) server. ## Features * Retrieve search…
MCP Flight Search
MCP Server implementation for the Model Context Protocol (MCP) enabling AI tool usage - Realtime Flight Search