Formbridge
# FormBridge Mixed-mode agent-human form submission infrastructure. AI agents fill what they know, humans complete the rest — with full field-level…
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Deliberation
A second opinion in Claude Code or any MCP host, from GPT, Gemini, Grok, and 400+ OpenRouter models. Seven domain experts review plans, find bugs, and weigh…
Swell MCP
# Swell MCP Server A Model Context Protocol server that integrates AI assistants with Swell's e-commerce platform. Built on a production-ready TypeScript…
Firebase Docs MCP Server Setup
This is a sample for showing how to do FIrebase Docs as an MCP server (including indexing documents)
Lancedb Mcp Server
## LanceDB MCP server This is a basic, serveless MCP server that uses LanceDB to store and retrieve data. It is intended to be used as a reference for building…
📘 MCP Server Documentation
# 📘 MCP Server Documentation This repository contains complete developer documentation for building, running, and integrating **Model Context Protocol (MCP)…
Akoya MCP Server
# Akoya MCP Server ## How to Build 1. Install Node.js version 22 or greater. Check version with `node --version`. 2. Run `cd sdk && npm install` to go to the…
Docs MCP Server
Search and read your documentation using the model context protocol
AI-Powered OpenTelemetry Analysis
# AI-Powered OpenTelemetry Analysis ## 🚀 Transform Your Observability Data into Actionable Intelligence **Stop drowning in dashboards. Start having…
Waveguardclient
<p align="center"> <img src="https://img.shields.io/pypi/v/WaveGuardClient?style=for-the-badge&color=blueviolet" alt="PyPI"> <img…
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# 🦌 DeerFlow [](https://www.python.org/downloads/) [
AI Expert Workflow
Facilitates structured product development through specialized AI roles (Product Manager, UX Designer, Software Architect) that generate documentation and…
Expert Registry MCP Server
An MCP server for expert discovery, registration, and context injection, utilizing vector and graph databases.
Role-Specific Context
Enables AI systems to maintain distinct expert personas through role-based context management with vector search capabilities for consistent domain expertise…
brandguide/AI MCP
Agents are taking over execution. When they write copy, generate visuals, or adapt messaging, they need structured brand knowledge — not PDFs and guesswork…
Moxie Docs
Automated codebase documentation for GitHub: searchable docs, MCP context for AI agents, doc drift detection, and Friday Cleanup PRs.
Alcove
Alcove gives AI coding agents on-demand access to your private project documentation — without dumping everything into the context window.
Octagon: MCP for Market Data
# Octagon: MCP for Market Data [](https://smithery.ai/server/@OctagonAI/octagon-mcp-se…
Azure AI Agent Service + Azure AI Search MCP Server
# Azure AI Agent Service + Azure AI Search MCP Server A Model Context Protocol (MCP) server that enables Claude Desktop to search your content using Azure AI…
Azure AI Agent Service + Azure AI Search MCP Server
# Azure AI Agent Service + Azure AI Search MCP Server A Model Context Protocol (MCP) server that enables Claude Desktop to search your content using Azure AI…
Gemini Docs MCP Server
MCP server for retrieving relevant documentation from a knowledge base
Spring AI MCP Weather Server Sample with WebMVC Starter
# Spring AI MCP Weather Server Sample with WebMVC Starter This sample project demonstrates how to create an MCP server using the Spring AI MCP Server Boot…
MCP Server for Up-to-Date Library Documentation
# MCP Server for Up-to-Date Library Documentation [](https://www.python.org/)…
mcp-docs-reader
A lightweight MCP server that loads PDF files, extracts and chunks their text, builds a semantic vector index, and returns relevant passages to Claude or other…