🧠 AutoGen-Compatible Multi-Agent Research POC with Ollama + BraveSearch
This project is a proof of concept for running a local-first multi-agent system using: 🤖 Local LLMs via Ollama 🧩 Simple function/tool-call detection using…
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Gemini MCP Server
# Gemini MCP Server Multi-context processing (MCP) server using Gemini API for analyzing webpages. ## Features - Screenshot and analyze webpages - Tag and…
Open Multi-Agent Canvas
The open-source multi-agent chat interface that lets you manage multiple agents in one dynamic conversation and add MCP servers for deep research
AI-powered chat system with multiple MCP servers.
This system is a client‑server architecture based on the Model Context Protocol (MCP). It connects a host application (Claude) with three specialized MCP…
MCP-ChatBot
MCP-ChatBot is a containerized chatbot application that uses the Modular Capability Protocol (MCP) to enable LLM interactions with external services. It…
Production-ready MCP integrations for AI applications
Klavis AI: MCP integration platforms that let AI agents use tools reliably at any scale
🔍 🤖 🌐 Ollama Chat with MCP
This app demonstrates use of MCP server and client in a local model chat via Ollama that incorporates web search via Serper.
ebb-ai — carbon-aware MCP scheduler
Open-source MCP server that defers non-urgent LLM tasks to the cleanest electricity-grid hour inside a deadline. When the user says "do this later", "by…
FastAPI MCP Server + LangChain Client Example
Example project demonstrating how to expose FastAPI endpoints as Model Context Protocol (MCP) tools using `fastapi-mcp`. Includes a basic LangChain agent…
API-MARKET MCP Server
Exposes API-Market's endpoints as MCP resources, requiring an API key for access.
Ragora
Search your knowledge bases from any AI assistant. Ragora is a knowledge marketplace that lets you upload, organize, and search documents using hybrid RAG…
Azure Container Apps - AI & MCP Playground
This project showcases how to use the MCP protocol with Azure OpenAI. It provides a simple example to interact with OpenAI's API seamlessly via an MCP server…
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…
Gemina Filetag
# Gemina FileTag Tag, rename, and enrich PDFs and images with structured metadata extracted via OCR + LLM. Built for AI agents that need to make sense of…
Promptheus
AI-powered prompt refinement tool with adaptive questioning and multi-provider support. Provides 5 MCP tools (refine_prompt, tweak_prompt, list_models…
Spoken
Podcast transcript API — turn any published podcast into clean Markdown with real speaker names. Built for AI agents.
AI-native risk intelligence for trading agents
System R AI is a decision intelligence system for trading and investing. Its public API Toolkit provides free finance compute tools for agents, Python…
Gas Fee Predictor
Live Ethereum + Layer-2 gas-fee data for AI agents — current gas, cheapest L2, ETH price, best time to transact, and per-action
FeedNest
ChatGPT searches the internet. Perplexity crawls billions of pages. When you ask about your industry, your interests, your world, they give you everything…
MCPSharp
MCPSharp is a .NET library that helps you build Model Context Protocol (MCP) servers and clients - the standardized API protocol used by AI assistants and…
QA MCP (Probably will rename to vibecheck?)
[MCP Server] The Security Agent for AI assisted coding
ezmcp
Easy-to-use MCP server framework specialized for SSE.
Beyond MCP Server
Integrates with social platforms like Farcaster to provide standardized access to user profiles, content search, thread analysis, and trending topics through…
Easy Memory
Easy Memory MCP - Dual-engine embedding service with Qdrant vector store