- Virtual MCP Servers: A Use Case-Driven Solution to Tool Overload
- Zebrunner MCP Server – Integrates with Zebrunner Test Case Management to help QA teams manage test cases, test suites, and test execution data through AI assistants. Features intelligent validation, automated test code generation, and comprehensive reporting capabilities.
- Has anyone built a ChatGPT App?
- Designing log-navigation tools in the Buildkite MCP server
- Treating MCP like an API creates security blind spots - Help Net Security
- Announcing the ToolPlex Desktop app
- Tiny MCP servers: local FAISS vector store for Claude / MCP RAG
- The man-in-the-middle pattern for MCP server OAuth
- Is Klavis Strata actually an MCP Gateway?
- Using MCP Custom Tools to Build Multi-Step AI Workflows
- MCP Server Open Source AI Memory - Forgetful
- Anyone wants to collab on the below two projects?
- WebMCP: A Clean Way for Agents to Call Your Frontend
- MCP manger with a GUI for Ubuntu. Any recs?
- Need Help in Creating a MCP server to manage databases
- MCP Apps Advent challenge: 1 ChatGPT/MCP app featured per day - $2000 to win in cash and ski gear!
- how to handle multiple clients in MCP (FastMCP)
- MCP Gateway - Self-host a unified endpoint for all your AI tool servers
- MCP Apps Extension (SEP-1865) interactive UIs through MCP tools implementation
- [Request] async actions MCP server
- Jetbrains IDE Index MCP Server - Give Claude access to IntelliJ's semantic index and refactoring tools
- GitLab MCP Server – A TypeScript MCP server that provides integration with GitLab's REST API, allowing users to interact with GitLab projects, issues, merge requests, pipelines, and more through natural language.
- How I built an MCP App (UI) - cute dogs example server
- Tool calling is broken without MCP Server Composition
- Give Your AI Agent Mouth and Ears: Building a Voice-Enabled MCP for Hands-Free Development
- [Project] VideoContext Engine: A fully local "Video-to-Context" Microservice (Scene Segmentation + Whisper + Qwen3-VL). No API keys required.
- An MCP tool that gives AI coders limitless memory.
- looking for a beads alternative
- I'm building a platform and needs a one-click install/auth experience for hundreds of third-party MCP servers (Gmail, Notion, Smithery, etc.).
- Supercharge Your Agent with the Right Context: Grounded Docs MCP Server Updated!
- AI Thing 2.0 — “The Notch” for AI, Agents & Automation
- GCP - Game Context Protocol. An MCP Server to help the game creation process
- How would you implement 2 different OAuth authentications within a tool?
- Add Reusable MCP Tool Workflows to AI with MCP Prompts
- Context7 Private Repository
- mcputil 0.6.0: Enable code execution with MCP for you.
- Need help: MCP client can't handshake with UV-based local server
- I've built a cloud based task & context mcp server that ends the seesion "amnesia" problem for long-horizon projects.
- Are there still more mcp developers than mcp users ?
- Linux VM SSH Management + Safety Layer for OpenWebUI — meet my new tool
- How to find MCP servers that are actually used by others?
- Created a Tool Search Tool (from Anthropic's latest blog) for any LLM provider
- Open Sourcing real enterprise grade and secure MCP gateway with Keycloak integration for Authorising MCP clients
- [Help] Has anyone dealt with duplicate tool calls when agents retry the tool calls?
- TL;DR — Launching AssistantLabs tomorrow
- I built an MCP Server for Realbyte Money Manager - Manage your finances through Claude/VS Code with natural language
- I built Siri for sites, using MCP
- Garry Tan says MCP “barely works” today
- Unity MCP server
- Anyone else bump into MCP’s gotchas when trying to expose an agent?
- If you had perfect MCP servers for anything, what workflow would you kill for?
- MCP that searches for the best NPM package to install
- Introducing Memory Clipboard: The Crossroads for AI Data Exchange
- Introducing Memory Clipboard: The Crossroads for AI Data Exchange
- Why is MCP still so hard to use? Researching the bottlenecks 📉
- I built a MCP proxy to reduce upfront tokens
- I built a MCP proxy to reduce upfront tokens
- Playwright/Chrome DevTools + Claude = token hell, what are you guys using?
- I've built an MCP server for *arr apps
- I am looking for an MCP builder who can create Gitlab MCP server for me ? It can be freelance paid work
- Why wasn't there an RFC/public engagement period before the MCP standard launch?
- We built support for MCP Apps (SEP-1865) - test and debug MCP Apps UI
- Turned my Claude Code into an entire engineering department
- Does swift-sdk really maintained?
- Has anyone tried using Barndoor or Klavis for managing MCP connections? Any thoughts on how it works?
- Create a MCP Server with Go and OAuth
- 4get MCP Server – Enables web, image, and news search through the 4get Meta Search engine API. Features smart caching, retry logic, and comprehensive result formatting including featured answers and related searches.
- I built a codex MCP server in Go that brings codex superpowers to every vibe-coding tool
- very interesting that only 3 comments suggest an MCP will be able to do it very easily. Are we clergy in the dark ages?
- Fixed issue: Failed to connect to OAuth notifications: Get "http://localhost/notify/notifications/channel/external-oauth": dial unix \.pipedockerBackendApiServer: connect: No connection could be made because the target machine actively refused it. OAuth notification monitor reconnecting..
- I stopped scrolling LinkedIn for hours. Here's how I find viral posts and engage automatically using AI.
- PolyMCP-TS – PolyMCP now also in TypeScript
- ChatGPT Apps: MCP, Architecture and Deployment
- Built an MCP server that semantically searches and returns real ML templates
- Built a tool that converts any REST API spec into an MCP server
- Built an AI that uses block-code to make MCP servers
- Output masking
- One year of MCP: what actually changed?
- What are the MCPs (tool/data connectors) that are most used by non-technical teams in organizations?
- CodeModeToon
- I built a Claude Desktop clone with my own MCP client from scratch
- Can an AI agent control real industrial equipment?
- Question on OAuth redirect uri
- Using browser automation to fill gaps in n8n workflows (Remote MCP approach)
- List of LLM evals/benchmarks
- [Feedback wanted] Built a visual MCP Server Generator
- Azure DevOps Boards MCP server
- 🚀 Présentation de FerrumMCP — Un serveur d'automatisation de navigateur complet pour MCP (Model Context Protocol)
- Develop ChatGPT apps with full observability (ngrok)
- My MCP setup in VS Code is getting messy and I'm worried about security. How are you managing this?
- Securing agentic AI in production [invitation to webinar]
- Local Memory v1.1.7: Memory graph traversal + unified CLI/MCP/REST interfaces
- Open source solution to hook up tricky APIs to agents: https://github.com/Gentoro-OneMCP/onemcp
- A way to report web app bugs faster to your coding agents
- Treat agents as mcp tools
- Adding a deterministic approach to PR Agents
- ElevenLabs MCP Server – Enables interaction with ElevenLabs Text-to-Speech and audio processing APIs. Supports speech generation, voice cloning, audio transcription, and sound effect creation through natural language.
- ExpenseLM MCP server - provides insight, forecast, and budgeting advice base on your expense data
- What are you using MCPs for besides dev work
- NS Travel Information Server – Provides real-time Dutch railway (NS) travel information including train schedules, delays, journey planning, ticket prices, and station details for navigating the Netherlands by train.
- DocsFetcher MCP Server – Fetches package documentation from multiple language ecosystems (JavaScript, Python, Java, Ruby, PHP, Rust, Go, Swift, etc.) without requiring API keys, extracting READMEs, API docs, and code examples for LLM analysis.
- nanobanana-mcp-server – A MCP server that provides AI-powered image generation capabilities through Google's Gemini 2.5 Flash Image model.
- Tavily MCP Server – Provides AI assistants with real-time web search capabilities, intelligent data extraction from web pages, website mapping, and web crawling through Tavily's API.
- Descope MCP Server – Enables interaction with Descope's Management APIs to search audit logs and users, create new users, and invite users to your Descope project through natural language.
- Law Scrapper MCP – Enables AI-powered legal research and analysis of Polish legal acts from the Sejm API. Provides comprehensive search, document retrieval, metadata analysis, and content access for legal documents from Dziennik Ustaw and Monitor Polski.
- Returning pdfs to MCP client (Claude desktop)
- Cambridge Dictionary MCP Server – Enables AI assistants to look up word definitions, pronunciations, and example sentences from the Cambridge Dictionary through natural language queries.
- MCPJam inspector's playground now supports MCP prompts
- Prometheus Alertmanager MCP Server – Enables interaction with Prometheus Alertmanager to retrieve, filter, and manage alerts and silences through natural language commands in Claude AI.
- Help with MCP server bearer token authentication & ChatGPT
- An MCP tool to handle backend infra (deployment, database management, scheduling
- LibraLM MCP Server – Access 50+ AI-generated book summaries and chapter breakdowns directly in Claude Desktop. Search books by title, author, or ISBN, and get instant access to key insights from business, self-help, and educational books.
- Grokipedia MCP Server – Enables searching and retrieving content from Grokipedia, including article content, citations, related pages, and section extraction with built-in research workflows.
- PolyMCP – Un toolkit Python open-source per creare, esporre e orchestrare facilmente strumenti MCP (HTTP + stdio + zero-latenza in-process)
- thoughts on the "virtual" MCP server concept
- An intro to codemode in Go
- reports + observability for MCP - what do you think is missing?
- Photon the runtime for MCP, CLI and more
- QuickChart MCP Server – Enables generation of various chart types (bar, line, pie, radar, etc.) using QuickChart.io and Chart.js configurations, with options to generate chart URLs or download images locally.
- demongrep - a rust rewrite of osgrep for local semantic code search
- Airbnb Search & Listings – Enables searching Airbnb listings with advanced filtering (location, dates, guests, price) and retrieval of detailed property information including amenities, policies, and booking links.
- Happy Birthday MCP! Here is my gift to the protocol…
- rust UTCP
- Vault MCP Server – Enables interaction with HashiCorp Vault to read, write, list, and delete secrets through a containerized MCP server with secure token-based authentication.
- Satoshi Nakamoto and MCP
- Gemini MCP Server – Enables interaction with Google's Gemini AI models including file uploads, conversation management, and batch API processing for large-scale tasks at reduced costs. Supports multiple Gemini models with advanced features like embeddings generation and automated workflow processing
- Serpex MCP – Enables multi-engine web search capabilities across Google, Bing, DuckDuckGo, Brave, Yahoo, and Yandex through the Serpex API. Features automatic engine routing, time filtering, and structured JSON results for reliable web search integration.
- NPM Context Agent MCP – Provides comprehensive contextual information about npm packages including README files, versions, dependencies, download statistics, and search functionality. Enables users to explore and analyze npm packages through natural language queries with intelligent GitHub README fe
- Sociona MCP Server – Enables AI assistants to publish, schedule, and manage social media posts across X (Twitter), Instagram, and Threads through the Sociona API. Supports immediate posting, scheduling, analytics, and account management with natural language commands.
- I finally got tired of Asana/ClickUp/Notion… so I’ve started building my own AI secretary. Here’s the plan.
- Protein MCP Server – Enables searching, retrieving, and downloading protein structure data from the RCSB Protein Data Bank. Supports intelligent protein structure search, comprehensive data retrieval, and multiple file format downloads for bioinformatics research.
- Perplexity MCP Server – Enables web search functionality through Perplexity AI's API with time-based filtering options. Allows users to search the web for recent information within specified time periods (day, week, month, or year).
- Enhanced MCP MSSQL Server – Enables AI agents to securely connect to and query Microsoft SQL Server databases with read-only access, schema discovery, and relationship mapping. Features advanced security protections, health monitoring, and bulk operations for production environments.
- Xray MCP Server – Enables integration with Xray Cloud APIs for comprehensive test management including creating and managing test cases, test executions, test plans, and test sets. Supports CI/CD automation and test result tracking through GraphQL APIs.
- Apifox MCP – Enables AI assistants to automatically manage Apifox API documentation by importing OpenAPI/Swagger specifications and exporting existing API structures. Supports batch operations, intelligent deprecation marking, and smart scope detection for partial module imports.
- Clerk MCP Server – Enables complete user management for Clerk authentication service through MCP. Supports listing, deleting, locking, and unlocking users with secure API integration.
- Scrapy MCP Server – A powerful web scraping MCP server built on Scrapy and FastMCP that supports multiple scraping methods (HTTP, Scrapy, browser automation), anti-detection techniques, form handling, and concurrent crawling. Designed for commercial environments with enterprise-grade features like i
- How I replaced Gemini CLI & Copilot with a local stack using Ollama, Continue.dev and MCP servers
- Teradata MCP Server – Enables AI agents and users to query, analyze, and manage Teradata databases through modular tools for search, data quality, administration, and data science operations. Provides comprehensive database interaction capabilities including RAG applications, feature store managemen
- Sharing one of the projects I’ve been dedicating myself to: PolyMCP
- Telegram MCP Server – Enables remote control of AI coding assistants (Claude Code/Codex) via Telegram, allowing you to manage long-running tasks, send commands, and receive notifications from anywhere. Supports unattended mode with smart polling for up to 7 days and multi-session management.
- We just launched our MCP server!
- Cite-Before-Act MCP - comments appreciated
- CEDAR MCP Server – Enables interaction with the CEDAR (Center for Expanded Data Annotation and Retrieval) metadata repository to fetch templates and retrieve template instances. Supports querying structured metadata and biomedical data annotations through the CEDAR platform.
- Claude plays chess (with Playwright MCP)
- ArchiveBox API – Enables programmatic interaction with ArchiveBox web archiving functionality through a comprehensive API wrapper. Supports adding URLs to archives, managing snapshots, and executing CLI commands with multiple authentication methods and policy-based access control.
- MCP Plug and Play System
- WebDAV MCP Server – Enables CRUD operations on WebDAV file systems with authentication support, allowing users to manage files and directories through natural language commands. Includes advanced features like file search, range requests, smart editing with diff preview, and directory tree visualiza
- Why GraphQL Beats MCP for Agentic AI
- Why we think most current Code-mode implementations may not be optimal
- SEO Tools MCP Server – Enables LLMs to interact with DataForSEO and other SEO APIs through natural language, allowing for keyword research, SERP analysis, backlink analysis, and local SEO tasks.
- JEFit MCP Server – Enables analysis and retrieval of JEFit workout data through natural language. Provides access to workout dates, detailed exercise information, and batch workout analysis for fitness tracking and progress monitoring.
- Superprecio MCP Server – Enables AI assistants to search products, compare prices, and find the best deals across multiple supermarkets in Argentina through Superprecio's price comparison API. Transforms Claude into an expert shopping assistant for Latin American grocery shopping.
- DuckDuckGo MCP Server – Enables web search through DuckDuckGo and webpage content fetching with intelligent text extraction. Features built-in rate limiting and LLM-optimized result formatting for seamless integration with language models.
- GLM-4.6 MCP Server – Enables Claude to consult GLM-4.6's architectural intelligence for system design, code analysis, scalability patterns, and technical decision-making. Provides specialized tools for enterprise architecture consultation, distributed systems design, and code review through the Mode
- I wrote a Kubernetes MCP server based on Progressive Disclosure pattern
- Server instructions - an underrated MCP feature
- Logic assistance mcps for internal consistency?
- Claude-to-Gemini MCP Server – Enables Claude to use Google Gemini as a secondary AI through MCP for large-scale codebase analysis and complex reasoning tasks. Supports both Gemini Flash and Pro models with specialized functions for general queries and comprehensive code analysis.
- Got tired of MCP eating my context window, so I fixed it
- My rubber ducks learned to vote, debate, and judge each other - democracy was a mistake
- DWZ Short URL MCP Server – Enables AI assistants to create, manage, and analyze short URLs through complete URL shortening functionality. Supports batch operations, custom domains, click statistics, and comprehensive link management.
- Smart Scanner for MCP security
- Stumbling into AI: Part 6. I’ve been thinking about Agents and MCP all wrong
- How MCP Turned Into The AI Agents Lingua Franca
- Any Plans for Custom MCP (Model Context Protocol) Connectors in the Public Gemini Web App?
- mcp-jira-stdio – MCP server for Jira integration with stdio transport. Enables reading, writing, and managing Jira issues and projects directly from Claude Desktop. Supports issue creation, updates, comments, JQL search, and project management.
- Weather MCP Server – Enables real-time weather queries for cities worldwide using Open-Meteo API. Provides 7-day forecasts with detailed information including temperature, wind, humidity, precipitation, and comfort level assessments in both Chinese and English.
- FIle Upload json-rpc
- EVM MCP Server – Provides comprehensive access to Ethereum Virtual Machine (EVM) JSON-RPC methods for querying blockchain data, executing smart contract calls, and interacting with any EVM-compatible network including Ethereum, Polygon, Arbitrum, and more. Enables users to check balances, analyze tr
- kweenkl MCP Server – Enables AI assistants to send push notifications through the kweenkl service. Allows users to receive contextual notifications from their AI when tasks are complete or important events occur.
- Prefect MCP Server – A Model Context Protocol server that allows AI assistants to interact with Prefect's workflow automation platform through natural language, enabling users to manage flows, deployments, tasks, and other Prefect resources via conversational commands.
- LINE Bot MCP Server – Enables AI agents to send messages, manage rich menus, and interact with users through LINE Official Accounts via the LINE Messaging API. Supports both individual messaging and broadcasting to all followers with text and customizable flex messages.
- Knative with a mcp fleet
- Cowsay MCP Server – Enables language models to generate fun ASCII art featuring cows and other characters saying or thinking custom messages. Provides access to various cow characters including dragons, penguins, and skeletons for creative text art generation.
- MCP with Quarkus LangChain4j - Piotr's TechBlog
- MCP Interactsh Bridge – Enables out-of-band interaction testing by integrating ProjectDiscovery's interactsh service as an MCP server. Allows AI agents to create callback domains, send probes, and capture DNS/HTTP interactions for security testing and verification workflows.
- connect erpnext to langflow via mcp
- EPA Envirofacts MCP Server – Provides AI agents with structured access to U.S. EPA environmental data including nearby regulated facilities, chemical releases, water violations, and hazardous waste sites for any U.S. location. Enables comprehensive environmental impact analysis through the EPA Envir
- mcp-mysql-lens – MCP server to connect MySQL DB for read-only queries. It offers accurate query execution.
- Best / most useful non-dev MCP servers
- Better Writer MCP – Generates natural, fluent Chinese content that reads like human writing using the Qwen3-Next-80B-A3B model. Supports web search for latest information and direct file saving with customizable writing rules.
- [P] Code2MCP: Transforming Code Repositories into MCP Services (Automating the "Supply Side" of Tool Use)
- n8n MCP Server – Enables AI agents to create, retrieve, update, and manage n8n workflows through the n8n API. Supports full workflow lifecycle management including activation, deactivation, and deletion operations.
- Why are AI code tools are blind to the terminal and Browser Console?
- MCP APPS announcement - created "awesome-mcp-apps" Github Repo to aggregate all apps
- Using Keycloak RBAC to restrict specific AI Agent tools (MCP) based on User Groups
- HackerNews MCP Server – Enables AI assistants to access HackerNews content through structured search, front page retrieval, latest posts monitoring, detailed item fetching with comment trees, and user profile viewing via the Algolia API.
- godot-docs-mcp: A hosted MCP for searching and fetching the Godot docs
- Save at lest 15% of your context, so you can use CC 15% more. Turned MCP servers to plugins with skills and agents to have massive context savings.
- Grove Public Endpoints MCP Server – Enables natural language queries and JSON-RPC calls to 69+ blockchain networks through Grove's free public endpoints. Supports Ethereum, Solana, Cosmos chains, and Layer 2 solutions without requiring authentication or API keys.
- Semantic D1 MCP – Enables AI-assisted analysis and optimization of Cloudflare D1 databases through comprehensive schema introspection, relationship mapping, validation, and optimization recommendations. Demonstrates semantic intent patterns with hexagonal architecture for maintainable database devel
- HackerNews MCP Server – Enables AI assistants to search, retrieve, and interact with HackerNews content including stories, comments, polls, and user information. Provides comprehensive access to all HackerNews API endpoints with 15 specialized tools for content discovery and analysis.
- Yuque MCP Server – Enables interaction with Yuque (语雀) knowledge base platform through their API. Supports document management, search, and repository operations including creating, reading, updating, and deleting documents in multiple formats.
- vibe coding at its finest
- Nanana AI Image Generation Server – Enables AI assistants to generate images from text prompts and transform existing images using Google Gemini's nano banana model through the Nanana AI service. Supports both text-to-image generation and image-to-image transformation capabilities.
- MMA MCP Server – Enables users to search and query information about military service alternative companies in South Korea through the Military Manpower Administration (MMA) API. Supports filtering by service type, industry, company size, location, and recruitment status.
- Qiita API MCP Server – Enables interaction with Qiita, a Japanese developer community platform, through its API v2. Supports comprehensive operations including article management, user interactions, tag following, and commenting with Japanese language support.
- Todo MCP Server – A complete todo management system with authentication and billing that enables AI assistants to create, manage, and track todos with user accounts, free tier limits, and database persistence.
- KPIC MCP Server – Enables users to search and retrieve detailed pharmaceutical drug information from the Korea Pharmaceutical Information Center (KPIC) API. Supports drug name searches and detailed lookups by drug code including ingredients, usage, precautions, and storage information.
- How you can save money on LLM tokens as a developer with MCP / ChatGPT apps
- the calm before the Typescript storm
- Stop building AI agents that burn tokens and spam your API 15 times to complete one task
- Eldora UI MCP Server – Enables integration with Eldora UI component library, providing access to UI components including animations, text effects, buttons, backgrounds, and device mockups through natural language requests.
- GoHighLevel MCP Server – Enables AI assistants to interact with GoHighLevel's complete API including contacts, opportunities, calendars, workflows, communications, and business management tools. Supports both Bearer token and OAuth2 authentication with automatic token management.
- YNAB MCP Server – Enables AI assistants to help manage your You Need A Budget (YNAB) finances through comprehensive budget operations. Supports account management, transaction handling, category budgeting, split transactions, scheduled payments, and spending analytics with robust error handling and
- Ok, MCPs. How do we get this solved?
- 2slides MCP Server – Enables users to generate presentation slides using 2slides.com's API through Claude Desktop. Supports searching for slide themes, generating slides from text input, and monitoring job status for slide creation.
- Runway API MCP Server – Enables AI video and image generation through the Runway API. Supports video generation from images and text prompts, image creation, video upscaling and editing, and task management.
- Kalendis MCP – Enables interaction with the Kalendis scheduling API to manage users, availability, bookings, and generate TypeScript clients and API routes. Supports comprehensive scheduling operations including recurring availability, exceptions, and booking management through natural language.
- Octopus Deploy MCP Server – Enables AI assistants to inspect, query, and diagnose problems within Octopus Deploy instances. Provides read-only access to deployments, releases, projects, environments, and other DevOps resources to transform AI into your ultimate DevOps wingmate.
- What are the most used MCP servers in general?
- Tried to implement the Code Execution concept.
- TeamCity MCP Server – Enables AI coding assistants to interact with JetBrains TeamCity CI/CD server through natural language commands. Supports triggering builds, monitoring status, analyzing test failures, and managing build configurations directly from development environments.
- OpenRouter Image MCP Server – Enables AI agents to analyze and understand images using OpenRouter's vision models. Supports screenshots, photos, diagrams, and web content with specialized tools for webpage and mobile app analysis.
- Bible Korean MCP Server – Enables access to Korean Bible translations from bskorea.or.kr, allowing users to retrieve chapters, verses, search for keywords, and compare translations across different Korean Bible versions.
- Reddit MCP Server – Enables comprehensive Reddit interaction including fetching posts, analyzing users and subreddits, searching content, and creating posts/comments. Supports both read-only mode with client credentials and full functionality with user authentication.
- Fake Store API MCP Server – Provides seamless access to the Fake Store API for AI assistants with 18 CRUD tools for managing e-commerce data including products, carts, and users. Perfect for e-commerce demos, testing, and learning MCP development with zero configuration required.
- Cloudflare MCP Server – Enables AI assistants to manage Cloudflare resources through natural language, including DNS records, zone management, Workers KV storage, cache purging, and analytics. Supports comprehensive Cloudflare operations with secure API token authentication.
- Nano Banana Pro MCP to understand your source code
- Pitstop – Provides access to Formula 1 data including driver and constructor championship standings with support for current and historical seasons. Enables users to query F1 championship information through natural language with plans for expanded race data and telemetry.
- MCP Apps just dropped (OpenAI & Anthropic collab) and I think this is huge
- GoCardless MCP Server – Enables AI assistants to interact with GoCardless payment data, providing tools to manage customers, payments, mandates, subscriptions, and payouts. Includes Xero integration support for automatic parsing of metadata.
- VLLM MCP Server – Enables text-only models to process images and other media formats by providing access to multimodal models from OpenAI and Dashscope (Alibaba Cloud). Supports flexible deployment options and comprehensive tooling for multimodal AI interactions.
- Noctua MCP Server – Enables editing and querying of Gene Ontology Causal Activity Models (GO-CAMs) through the Barista API. Supports model creation, individual and fact management, evidence addition, and causal pathway construction for biological knowledge representation.
- I built a free learning repo for tool-calling: 66 interview questions, 9 working examples, protocol comparisons
- ForexFactory MCP Server – Enables access to ForexFactory economic calendar data through MCP resources and tools. Supports retrieving economic events by time periods for integration with trading assistants and agentic workflows.
- MCP server for website search - would you use this?
- Fetch MCP Server – Enables LLMs to retrieve and process web content by fetching URLs and converting HTML to markdown format. Supports chunked reading of large pages and can access both public websites and local networks.
- Saros MCP Server – Enables AI agents to interact with Saros DeFi through natural language, providing tools for liquidity pool management, portfolio analytics, farming positions, and swap quotes on Solana.
- Trafilatura MCP Server – Enables web scraping and content extraction from URLs using the Trafilatura library. Extracts main text content and metadata (title, author, date) from web pages with configurable options for comments and tables.
- GPTZero MCP Server – Enables AI-generated text detection using the GPTZero API. Provides confidence scores and detailed analysis to identify whether text was written by humans or AI, with multilingual support.
- Method CRM MCP Server - Production-ready
- wizzy-mcp-tmdb – A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.
- Godemode: Go based codemode with benchmarks against MCP and tool calling
- Azure Image Generation MCP – Enables AI-powered image generation using Azure DALL-E 3 and FLUX models with intelligent automatic model selection. Generates stunning photorealistic or creative images directly within LibreChat through simple text prompts.
- OpenSincera MCP Server – Provides access to OpenSincera API for retrieving digital advertising publisher metadata, verification status, and operational metrics through domain or Publisher ID lookup.
- Looking to chat with people considering deploying MCPs within their organization to empower AI tools
- DeepSearch MCP – Enables web search and site-specific search capabilities through the Deepsearch model. Provides unified access to broad web retrieval and targeted site search functionality within the MCP ecosystem.
- What’re the current pain points throttling MCP adoption at the enterprise level?
- MCP Apps: Extending servers with interactive user interfaces
- NetBox MCP Server – Enables read-only interaction with NetBox network documentation and infrastructure data through LLMs. Allows querying devices, sites, IP addresses, and viewing change history via natural language.
- LitmusChaos has released an MCP server. Now you can do chaos engineering with just natural language. Checkout playlist their MCP playlist on YouTube to learn, how to setup and use the MCP.
- Launched Skyz AI - MCP server hosting made simple (free beta, looking for feedback)
- PancakeSwap PoolSpy MCP Server – Enables real-time tracking of newly created liquidity pools on PancakeSwap DEX. Provides detailed pool metrics including token pairs, creation timestamps, transaction counts, volume, and total value locked for DeFi analysis and trading decisions.
- PubChem MCP Server – Enables comprehensive access to PubChem's chemical database with over 110 million compounds. Supports chemical searches, structure analysis, bioactivity data, safety information, and molecular property calculations through 30 specialized tools.
- TradingView MCP Server – Provides advanced cryptocurrency and stock market analysis using TradingView data with real-time screening, technical indicators, and pattern recognition. Supports multiple exchanges and markets for comprehensive trading intelligence through natural language queries.
- MCP Apps 101: Bringing Interactive UIs to AI Conversations
- WSAPI WhatsApp MCP Server – Enables AI assistants to interact with WhatsApp through the WSAPI service, supporting comprehensive messaging, contact management, group operations, and account management functionality. Allows sending various media types, managing chats, and controlling WhatsApp sessions
- Looking for some feedback on the MCP SDK
- How this sub is created at 2010?
- Agents as utcp tools
- Wakapi MCP Server – Enables tracking and analyzing development time through the Wakapi API. Provides tools to retrieve coding statistics, project details, leaderboards, and recent activity logs for productivity insights.
- Ditto MCP Server – Enables secure execution of Ditto DQL (Data Query Language) queries over HTTPS with safety checks and capability gating. Supports parameterized queries, health checks, and configuration management for Ditto database operations.
- mock-mcp: A Mock MCP Server - AI-driven mock data orchestration with OpenAPI spec
- DexPaprika MCP Server – Provides real-time access to cryptocurrency and DEX data across multiple blockchains, enabling users to analyze tokens, pools, trading volumes, and perform technical analysis through DexPaprika's API. No API keys required for seamless integration with AI assistants.
- Gemini Pro MCP Server – Enables Claude Desktop to generate text and analyze images using Google's Gemini Pro API. Provides seamless integration between Claude and Gemini's AI capabilities through natural language commands.
- Google Search MCP Server – Enables users to perform Google Custom Search queries through the Model Context Protocol. Requires Google API credentials and Custom Search Engine configuration for web search functionality.
- VAT Validation MCP Server – Enables real-time validation of EU VAT numbers using the official VIES service. Supports all 27 EU member states with automatic country code detection and provides company information for valid VAT numbers.
- Armor Crypto MCP – Enables AI agents to interact with cryptocurrency ecosystems through wallet management, trading operations (swaps, DCA, limit orders), staking, and multi-chain support starting with Solana.
- Nowcerts-mcp – Nowcerts MCP Server
- Shinzo Python SDK: Open Source Analytics for Python-Based MCP Servers
- MCP Jira – Enables AI assistants to interact with Jira Cloud and Server/Data Center deployments for issue management, project tracking, and workflow automation. Supports multiple authentication methods including API tokens, OAuth 2.0, and personal access tokens.
- IPInfo MCP Server – Enables comprehensive IP address intelligence and geolocation lookups through IPInfo's API. Provides 25+ tools for IP geolocation, ASN information, privacy detection, WHOIS lookups, and network analysis with strongly-typed responses.
- Basecamp MCP Server – Enables AI assistants to interact with Basecamp projects through natural language commands. Supports managing projects, to-do lists, messages, and creating tasks with full content rendering capabilities.
- CanIUse MCP – Provides intelligent CSS/JS feature compatibility checking with configurable browser targets, polyfill support, and smart project scanning. Enables developers to automatically detect browser compatibility issues and get actionable remediation steps with build tool configurations.
- Looking for early testers for an MCP tool to handle backend infra
- Facebook Insights Metrics v23 – Provides access to 120+ Facebook Graph API v23.0 Insights metrics through MCP tools and resources. Features intelligent fuzzy search capabilities and real-time metric discovery for comprehensive Facebook analytics data.
- AMiner MCP Server – Enables academic paper search and analysis through the AMiner API. Supports keyword, author, and venue-based searches with advanced filtering and citation data for research assistance.
- MCP Script - an Agent-Oriented Programming Language
- Unofficial WCA MCP Server – Enables AI assistants to access World Cube Association speedcubing data including world records, competitor profiles, competition information, and championship results. Supports queries about rankings, competition schedules, and detailed speedcubing statistics through nat
- MCP Datadog Server – Enables interaction with Datadog APIs through automatically generated tools from Postman collections. Supports monitoring operations, log management, metrics submission, and other Datadog functionality through natural language.
- What's your thoughts on DevTools MCP? Need suggestions for redesign.
- X(Twitter) MCP Server – Enables creating, managing, and publishing X/Twitter posts, threads, and replies directly through Claude chat. Supports draft management with the ability to create, list, publish, and delete tweet drafts.
- PII Detection w/ MCP + Microsoft Presidio
- RemoteZip MCP Server – Enables accessing and extracting files from remote zip archives over HTTP, HTTPS, and FTP without downloading the entire archive. Supports listing files, extracting individual files, and getting file information using partial reading techniques.
- I’m building hahooh: a no-code MCP tool builder so anyone can create MCP tools, prompts etc. without writing code - feedback please!
- Gauging interest in a local OpenZiti MCP server
- Choosing between two features to develop for SME sized enterprises in finance/healthcare/insurance. Which one should I go with?
- Aiven MCP Server – Enables interaction with Aiven cloud services including PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch. Allows LLMs to list projects, services, and retrieve service details to build full-stack solutions across the Aiven ecosystem.
- What’s missing from MCP right now?
- Coolify MCP Server – Enables AI assistants to interact with Coolify for complete infrastructure management including applications, databases, servers, deployments, and team operations. Provides 100% API coverage with 64 tools for managing the entire Coolify ecosystem through natural language.
- Webvizio MCP Server – Enables AI clients to interact with Webvizio projects and development tasks through a standardized interface. Provides access to task management, screenshots, logs, and project details for streamlined development workflows.
- Apifox MCP Server – Enables AI assistants to fetch and understand API endpoint definitions from Apifox projects in real-time. Supports retrieving complete API specifications including request methods, parameters, headers, and response schemas to improve development efficiency and code generation qua
- Azure Assistant MCP – Enables natural language exploration of Azure environments by generating and executing KQL queries against Azure Resource Graph. Supports multi-tenant configurations, subscription scoping, and provides direct access to Azure resource information through conversational interacti
- Reddit Buddy MCP – Enables AI assistants to browse Reddit, search posts, analyze user activity, and fetch comments without requiring API keys. Features smart caching, clean data responses, and optional authentication for higher rate limits.
- NetBox MCP Server - Read & Write Edition – Enables comprehensive interaction with NetBox infrastructure management through both read and write operations. Supports full CRUD operations for devices, IP addresses, sites, racks, and other NetBox objects through natural language commands.
- Repology MCP Server – Enables users to search and retrieve package repository information from Repology through natural language. Supports searching projects, getting detailed package information, and checking repository problems across multiple Linux distributions and package managers.
- btcpayserver-mcp – A comprehensive Model Context Protocol (MCP) server for BTCPayServer integration, providing tools for payment processing, store management, user administration, webhook handling and more with full API coverage.
- Tessie MCP Extension – Enables Claude Desktop to access Tesla vehicle data through the Tessie API. Users can query their car's location, battery level, mileage, driving history, and charging status using natural language.
- ModelScope Image MCP Server – Enables users to generate high-quality images using ModelScope's Qwen-Image model through natural language prompts. Supports async task processing with both image URL and base64 encoded data output options.
- jobswithgpt – jobswithgpt
- MCP Server Demo – A simple demonstration project for the Model Control Protocol (MCP) server that provides tools for AI assistants to fetch news articles, perform calculations, retrieve weather data, and generate personalized greetings.
- What local MCP servers do you use for web search?
- LODA API MCP Server – Enables exploration and computation of mathematical integer sequences from OEIS using the LODA assembly language. Supports sequence discovery, program execution, algorithmic mining, and real-time computation of mathematical sequences.
- Wayback Machine MCP Server – Provides access to the Internet Archive Wayback Machine to list snapshots, fetch archived web pages, and search archive.org items. Enables retrieval of historical website content and metadata through natural language queries.
- WorkFlowy MCP Server – Enables interaction with WorkFlowy's outline and task management system through 8 comprehensive tools. Supports creating, updating, searching, and managing hierarchical nodes and tasks with high-performance async operations.
- A good case for graphql with mcps
- MCP Color Server – Enables comprehensive color manipulation, conversion between 22+ formats (HEX, RGB, HSL, CMYK, LAB, etc.), palette generation, gradient creation, and accessibility compliance checking. Supports framework-specific outputs for CSS, Swift, Android, Flutter, and Tailwind with high-pre
- Thumbtack chatgpt app - required zip code?
- Fal.ai MCP Server – Enables seamless integration with Fal.ai's 600+ image generation models including Flux and Stable Diffusion. Supports real-time streaming, workflow execution, and unified access to AI image generation through natural language.
- Document360 MCP Server – Enables access to Document360 knowledge base content through simple GET operations. Allows searching, browsing categories, and reading articles from Document360 projects.
- Scan QRCode MCP Server – Enables decoding QR codes from images provided as either base64 data URLs or HTTP(S) image URLs. Supports common image formats and returns the decoded text content with clear error handling.
- Is anyone actually making money selling MCP tools or servers?
- Evaluate MCP servers - a quick guide
- SAP OData to MCP Server – Transforms SAP S/4HANA or ECC systems into conversational AI interfaces by exposing all OData services as dynamic MCP tools. Enables natural language interactions with ERP data including querying, creating, updating, and deleting entities through SAP BTP integration.
- Snowflake MCP Server – Enables interaction with Snowflake databases through SQL queries, schema exploration, and data analysis. Supports read/write operations, table management, and automatic insight tracking for comprehensive database operations through natural language.
- Reducing MCP token usage by 100x — you don't need code mode | Gram
- How I’m Running Safer AI Agents with MCPs using E2B + Docker
- RAP2 MCP Server – Enables AI assistants to access and search RAP2 API documentation, allowing users to query interface details, search APIs by keywords, and retrieve repository interfaces through natural language.
- We built code mode into mcp-use MCPClient
- ABLESTACK MOLD MCP Server – Exposes ABLESTACK MOLD API through MCP tools with the mold_* namespace, enabling direct CloudStack API calls, exploration, and debugging. Supports automatic API registration, async polling, parameter expansion, and signature debugging for comprehensive cloud infrastructur
- I’ve been thinking about Agents and MCP all wrong
- 🔒 Securing Your Remote MCP Server with an SSL Layer
- Elrond MCP – Enables enhanced decision-making through hierarchical LLM analysis, using three specialized critique agents (positive, neutral, negative) that analyze proposals in parallel and synthesize them into comprehensive, actionable insights. Helps overcome single-model biases by providing multi
- Gptsh - modern, modular shell assistant
- Built an MCP server and context layer for marketers running paid ads
- Jenkins MCP Server – Enables comprehensive Jenkins automation through MCP interface, allowing users to manage builds, jobs, artifacts, and queues with natural language commands. Supports build triggering, monitoring, artifact retrieval, and system status checks with automatic CSRF protection and aut
- Freshrelease MCP Server – Enables AI models to interact with Freshrelease project management platform through API integration. Supports creating and retrieving projects and tasks, managing status categories, and automating project operations through natural language.
- I am trying to log MCP tool use in real time ...
- Apollo.io MCP Server – Enables AI assistants to interact with Apollo.io API for sales and marketing activities. Provides tools to search for companies and contacts, enrich person and organization data, and manage accounts with comprehensive lead generation capabilities.
- I built a secure MCP Server for Reverse Engineering: Orchestrating Ghidra, Radare2, and YARA for AI Agents
- go-utcp
- GMail Manager MCP – Connects Claude Desktop to your Gmail so you can start managing your inbox using natural language. Bulk delete promos & newsletters, organize labels and get useful insights.
- Releasing LeanMCP SDK: open source nodejs sdk tools to massively simplify building MCP servers
- Releasing LeanMCP SDK: open source nodejs sdk tools to massively simplify building MCP servers
- Figma MCP Tool – Enables interaction with Figma designs through the Figma API, allowing users to export images in multiple formats, extract style data and CSS, analyze design elements, and retrieve SVG code from Figma files. Supports batch operations and comprehensive design element analysis includi
- Huge issues with Chat GPT tool calling
- 46elks MCP Server – Enables AI assistants and MCP-compatible clients to send and manage SMS messages through the 46elks API, leveraging Swedish telecommunications infrastructure.
- Can we reduce the bot posts on this subreddit?
- Piwik PRO MCP Server – Enables AI assistants to manage Piwik PRO Analytics resources including apps, tags, triggers, variables, audiences, and tracker settings through natural language commands. Supports comprehensive analytics configuration and tag management operations.
- Why hasn’t every SaaS already shipped an MCP?
- Unpaywall MCP Server – Enables AI clients to search for academic papers, fetch metadata by DOI, retrieve open access PDF links, and extract full text from research papers using the Unpaywall API. Provides seamless access to scholarly literature for research and analysis tasks.
- Go Playground MCP Server – Enables execution of Go code in the Go Playground sandbox and generation of shareable URLs for code snippets. Provides tools to run Go code, share code via URLs, or perform both operations simultaneously.
- ScholarScope MCP – Enables academic research through the OpenAlex API, allowing users to search for papers, authors, and institutions, retrieve citations, and fetch full-text content when available. Perfect for building intelligent research assistants that can explore academic literature and related
- Aerospace MCP – Enables flight planning and aviation operations through intelligent airport resolution, great-circle route calculation, and aircraft performance estimation. Supports 28,000+ airports worldwide and 190+ aircraft types for comprehensive flight planning via natural language.
- Hive Intelligence – The Ultimate Cryptocurrency MCP for AI Assistants - Unified access to crypto, DeFi, and Web3 analytics | MCP Endpoint.
- Why not have a default logger that prints a timestamp for all http requests
- Thinking of building a “IAM + MCP for AI tools” startup, meant for non-technical teams. Does it make sense?
- protocols-io-mcp-server – A Model Context Protocol (MCP) server that enables MCP clients like Claude Desktop to interact with protocols.io, a popular platform for sharing scientific protocols and methods.
- GCP Billing and Monitoring MCP Server – Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrievin
- Norwegian Business Registry MCP Server – Enables comprehensive access to the Norwegian Business Registry API for querying company information, board members, subsidiaries, organizational data, and voluntary organizations. Provides real-time access to over 1 million registered Norwegian entities with
- PolyMCP now has a full CLI – manage MCP servers and AI agents from your terminal
- What if you create an MCP server that exposes MCP servers to the agent?
- Fal.ai MCP Server – Enables Claude Desktop and other MCP clients to generate images, videos, music, and audio using Fal.ai models. Supports text-to-image generation, video creation, music composition, text-to-speech, audio transcription, and image enhancement through natural language prompts.
- Chat UI with MCP implementation
- MCP with Open AI ?
- Scryfall MCP Server – Enables AI assistants to search and retrieve Magic: The Gathering card data through the Scryfall API. Supports card searches, random card generation, autocomplete, set listings, and rulings lookup.
- float-mcp – A community MCP server for float.com.
- Was MCP a mistake? The internet weighs in
- Glitchtip MCP Server – Enables interaction with Glitchtip error tracking platform through natural language. Provides access to issues, events, projects, teams, and organization management for comprehensive error monitoring and debugging.
- Huggingface Daily Papers – A MCP (Model Context Protocol) server for fetching HuggingFace daily papers.
- Launch: Code Mode MCP in Rust - fewer tokens, faster execution, embedded TypeScript compiler
- Arka Enterprise MCP Gateway with dynamic tool calling
- ERROR WHILE INSTALLING UNITY MCP!
- ibex35-mcp – Analyze relationships in the Spanish stock exchange
- I built a free, hosted MCP server for n8n (Open Source)
- Observability for MCP webinar - watch now
- ChainFETCH MCP Server – Enables AI-powered analysis of Ethereum blockchain data through semantic search, natural language queries, and structured filtering. Provides comprehensive access to addresses, transactions, blocks, tokens, and smart contracts with real-time blockchain intelligence.
- Zentao MCP Server – Enables direct integration with Zentao bug tracking systems through Cursor. Supports authentication, bug retrieval, searching, and listing operations for comprehensive bug management through natural language.
- What happened to punkpeye/fastmcp? Repository seems to no longer exist?
- BoldSign MCP Server – Enables interaction with the BoldSign e-signature platform through its API. Supports managing documents, templates, contacts, users, and teams for electronic signature workflows.
- Perplexity Agent MCP – Enables coding assistants to access Perplexity AI for quick fact-checking and in-depth research. Provides two tools: lookup for fast documentation queries and answer for comprehensive research with recommendations.
- ServiceNow MCP Server – Enables Claude to interact with ServiceNow instances through the ServiceNow API. Supports comprehensive ServiceNow operations including incident management, service catalog management, change requests, user management, and workflow automation through natural language.
- MCP permissions. Securing AI agent access to tools
- FlixBridge – FlixBridge is a Model Context Protocol (MCP) server that bridges AI assistants with media management services. It provides a unified interface for monitoring downloads, managing libraries, and automating media workflows.
- Google Analytics MCP Server – Official Google Analytics MCP Server
- Explaining MCP to the non-techhnical (Business, Management) people
- OpenFeature MCP Server – Provides OpenFeature SDK installation guidance through MCP tool calls. Enables AI clients to fetch installation prompts and setup instructions for various OpenFeature SDKs across different programming languages and frameworks.
- Azure Logs MCP – Enables querying Azure Application Insights logs by order number through natural language. Provides secure access to Azure Monitor logs with comprehensive error handling and rate limiting.
- FitBit MCP – A Model Context Protocol (MCP) implementation for Fitbit, enabling AI assistants to access and analyze your Fitbit health and fitness data. Disclaimer: This is an unofficial integration built using Fitbit's public API and is not affiliated with or endorsed by Fitbit Inc.
- NoLang MCP Server – Enables MCP clients like Claude Desktop to generate AI-powered videos through the NoLang API, providing a standardized interface for video creation from text input.
- Go utcp
- mcp-spacefrontiers – Search over scholar data and social networks
- Spring MCP tool that uses a Zip file as an input
- GitMCP – A free, open-source service that transforms GitHub projects into MCP endpoints, enabling AI assistants to access and understand project documentation without any setup.
- MCP Server for langfuse – An MCP server implementation that integrates AI assistants with Langfuse workspaces, allowing models to query LLM metrics by time range.
- Spline MCP Server – An interface that enables Claude to interact with Spline 3D design tool, allowing operations like exporting scenes, importing models, and creating animations through natural language commands.
- Instantly MCP Server – Provides access to Instantly API v2 for email campaign and lead management functionality.
- MCP Server Token Limit Issue - Need Architecture Advice
- Visa Acceptance – The Visa Acceptance Model Context Protocol server allows you to integrate with Visa Acceptance APIs through function calling. This server supports several tools to interact with various Visa Acceptance services.
- MCP to make PR comments useful again
- CodeMode vs Traditional MCP benchmark
- Avoid stdio! MCP Servers In Enterprise Should Be Remote
- surreal-mcp – MCP Server for SurrealDB - Bridge AI assistants with SurrealDB databases
- Code-Mode Library for MCP and UTCP tool calls via code execution
- 3 tips to make MCP servers token efficient
- gemini-image-mcp – gemini-image-mcp
- Brex MCP Server – A Model Context Protocol server that enables AI agents to interact with Brex financial platform data, allowing retrieval of account information, expenses, budgets, and team data through standardized resource handlers.
- MCP Google Server – A Model Context Protocol server providing web search capabilities using Google Custom Search API and webpage content extraction functionality.
- SQL Server MCP Service – A secure Model Context Protocol service that enables executing SQL Server queries with built-in protection against SQL injection and destructive operations.
- GitHub Enterprise MCP Server – Enables interaction with GitHub repositories through the GitHub API, allowing file operations, repository management, issue tracking, and code search through natural language commands.
- To folks hosting their mcp servers and ChatGPT apps on cloudflare:
- HubSpot MCP Server – Enables Claude to interact with HubSpot CRM for sales analysis and insights, providing tools for managing contacts, deals, companies, and retrieving sales analytics data.
- Linear MCP Server – A Model Context Protocol server that enables large language models to interact with Linear's issue tracking system, allowing management of issues, projects, teams, and other Linear resources.
- Is "MCP-as-a-service" a viable product offering?
- XMTP MCP Server – Enables AI agents to interact with the XMTP decentralized messaging network. Supports sending encrypted messages, managing conversations, and streaming real-time messages to any XMTP-enabled wallet address.
- MinIO Storage MCP – Enables AI assistants to manage MinIO object storage through comprehensive bucket operations, file uploads/downloads, batch processing, permissions management, and URL generation. Supports both automatic and manual connection modes with flexible authentication options.
- Define agent tools in TypeScript & deploy as MCP servers
- Hong Kong Open Data MCP Server – Enables access to Hong Kong government's official open data portal (DATA.GOV.HK) through natural language queries. Supports searching datasets, browsing categories, and retrieving detailed information about Hong Kong's public data resources.
- Create & deploy MCP server for your business
- PolyMCP - Built-in authentication released (API keys + JWT)
- Vultr MCP – Enables complete Vultr cloud infrastructure management through natural language commands, providing 335+ tools across 27 services including compute, DNS, Kubernetes, databases, and networking. Features smart identifier resolution allowing users to reference resources by human-readable na
- Chat charts with the Datawrapper MCP
- Kommo CRM MCP Server – Enables comprehensive integration with Kommo CRM through 25 tools for managing leads, contacts, companies, tasks, events, and generating detailed analytics reports. Supports advanced workflow management, pipeline operations, and real-time performance tracking.
- Plane MCP Server – A Model Context Protocol (MCP) server that enables LLMs to interact with Plane.so, allowing them to manage projects and issues through Plane's API. Using this server, LLMs like Claude can directly interact with your project management workflows while maintaining user control and s
- I built an MCP server that gives Claude Desktop persistent memory across sessions - Post-Cortex (open source)
- TOS MCP Server – Enables interaction with Volcengine's TOS (Object Storage) service through MCP protocol. Supports bucket management, object operations, pre-signed URLs, and media processing including image manipulation and video frame extraction.
- shadcn-vue-mcp – Shadcn-vue MCP Server is a powerful AI-driven tool that helps developers instantly create beautiful, modern UI components through natural language descriptions. It integrates the shadcn-vue component library and tailwindcss, seamlessly connects with mainstream IDEs, and provides a s
- Top Context7 MCP Alternatives
- New Relic MCP Server – Enables AI assistants to interact with New Relic monitoring and observability data through programmatic access to New Relic APIs. Supports APM management, NRQL queries, alert policies, synthetic monitoring, dashboards, infrastructure monitoring, and deployment tracking.
- Tavily MCP Load Balancer – A multi-API key load balancing MCP server for Tavily that automatically rotates between multiple API keys to provide high availability and increased request limits.
- ApiPost MCP – A server that enables management of ApiPost API documentation and team collaboration through the Model Context Protocol, supporting complete interface management directly from compatible editors.
- We built a vibe-coding app for ChatGPT Apps SDK
- MCP Azure DevOps Server – An open-source server that enables AI agents to interact with Azure DevOps projects through the Model Context Protocol, providing tools for managing work items, wikis, and repositories to streamline development workflows.
- code-index-mcp: A Local MCP Server for Full-Codebase Awareness in LLM-Assisted
- In an effort to better understand security I made an ai-slop storyboard demo
- Joomla MCP Server – Joomla MCP Server
- Dataverse MCP Server – Enables schema operations in Microsoft Dataverse using the Model Context Protocol, allowing users to create and manage tables, columns, relationships, and option sets through the Dataverse Web API.
- IssueBadge MCP Server – A Model Context Protocol server that enables AI assistants to create, issue, and manage digital badges and certificates using natural language.
- JoeSandboxMCP – A Model Context Protocol (MCP) server for interacting with Joe Sandbox Cloud. This server exposes rich analysis and IOC extraction capabilities from Joe Sandbox and integrates cleanly into any MCP-compatible application (e.g. Claude Desktop, Glama, or custom LLM agents).
- Applied AI - Building Auto-Sync Between Notion MCP and Claude Code
- GABI MCP Server – An MCP server that exposes GABI functionality, allowing users to run queries against a target endpoint with proper authentication.
- mcp-server-requests – Web Content Retrieval (full webpage, filtered content, or Markdown-converted), Custom User-Agent, Multi-HTTP Method Support (GET/POST/PUT/DELETE/PATCH), LLM-Controlled Request Headers, LLM-Accessible Response Headers, and more.
- Linode MCP Server – A Model Context Protocol server that enables Large Language Models like Claude to manage Linode cloud resources, including listing regions, creating, viewing, deleting, and rebooting Linode instances.
- ClickUp MCP Integration – A Model Context Protocol server that enables Large Language Models to interact with ClickUp workspace tasks and data, allowing creation and retrieval of tasks through natural language.
- Ok so i made ultra fast code retrieval MCP without RAG
- MCP Server Giphy – Enables AI models to search, retrieve, and utilize GIFs from Giphy with features like content filtering, multiple search methods, and comprehensive metadata.
- All Voice Lab MCP Server – All Voice Lab MCP Server
- Outscraper MCP Server – A Model Context Protocol server that provides access to Outscraper's data extraction services, implementing 8 tools for extracting data from Google services and domains including Maps, Reviews, Search, and contact information.
- Hi-AI – A simple AI development tool that helps users interact with AI through natural language commands, offering 29 tools across thinking, memory, browser, code quality, planning, and time management capabilities.
- mcp-appstore – This is an MCP (Model Context Protocol) server that provides tools for searching and analyzing apps from both the Google Play Store and Apple App Store.
- MCP Server for Slack – A Model Context Protocol server implementation that enables AI assistants to interact with Slack workspaces, allowing them to browse channels, send messages, reply to threads, add reactions, and retrieve user information.
- Bringing SPIFFE to OAuth for MCP: Secure Identity for Agentic Workloads
- Convolut MCP Server – Enables seamless integration with Convolut Context Bank for AI-powered context management, search, consolidation, and export operations. Provides 11 powerful tools for creating, managing, and analyzing contexts with semantic search and automated planning capabilities.
- TailOpsMCP - Manage LCX Containers using MCP, secured with Tailscale
- Jina AI Remote MCP Server – Provides access to Jina AI's suite of web tools including URL reading, web/image/academic search, content extraction, embeddings, and reranking capabilities. Enables AI assistants to search the web, extract content from URLs, and process information with semantic understa
- MCP Tools Token Counter
- Linked API MCP – Linked API MCP server connects your LinkedIn account to AI assistants like Claude, Cursor, and VS Code. Ask them to search for leads, send messages, analyze profiles, and much more – they'll handle it through our cloud browser, safely and automatically. ###
- Anyone here working with MCP (Model Context Protocol)?
- Word of the Day MCP Server – Provides comprehensive word definitions, pronunciations, meanings, and examples for any English word using the Free Dictionary API. Includes a random word-of-the-day feature with difficulty levels for vocabulary building.
- MCP Specification 2025-11-25 Release Candidate
- CRASH - Cascaded Reasoning with Adaptive Step Handling – Enables structured, iterative reasoning for complex problem-solving with features like confidence tracking, revision mechanisms, and branching support. Provides flexible validation and multiple output formats for systematic analysis and decisi
- 1700$ worth of API
- bitcoin-utxo-mcp – An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics, giving AI agents direct access to essential on-chain data.
- MCP Bitget Trading Server – Enables AI assistants to interact with Bitget cryptocurrency exchange for spot and futures trading. Supports real-time market data, order management, account balances, leverage control, and position tracking with demo trading capabilities.
- BugBug MCP Server – Enables comprehensive interaction with the BugBug test automation platform through its API. Supports running tests, monitoring execution status, managing test suites, retrieving results and screenshots, and performing batch operations through natural language commands.
- Dataproc MCP Server – Enables AI assistants to manage Google Cloud Dataproc clusters and jobs through a standardized interface. Supports cluster creation/deletion, job submission (Spark, PySpark, Hive, etc.), and serverless batch operations.
- imdb-mcp-server – A comprehensive MCP server providing detailed IMDb data including movies, TV shows, and upcoming releases.
- External Libraries on Claude (Mac)
- JSON to TOON
- AMap Maps MCP Server – Enables location-based services through AMap/AutoNavi Maps API including geocoding, weather information, route planning, and POI searches. Supports multiple transportation modes and provides detailed geographic data for Chinese locations.
- Has anyone worked with an MCP that handles Sonarqube or similar?
- Congress[.]gov MCP Server – Ever wonder what our (US) Congress is up to? Fed up with the news? Ask Congress.gov yourself what's going on.
- How I'm using Infisical to secure my secrets in my AiAgent/mcp server environment
- Band MCP Server – A Model Context Protocol server that integrates with the Band API, allowing users to fetch posts from Band groups and perform read/write operations on Band data.
- PolyMCP now on PyPI - Simple MCP server interaction with Python agents
- Mixpanel MCP – A server that interfaces with the Mixpanel API, allowing users to query events data, retention, and funnels through natural language from any MCP client like Cursor or Claude Desktop.
- Producer Pal - MCP server running inside Ableton Live for AI music production
- MCP-Brave-Search – MCP-Brave-Search
- hyperliquid-info-mcp – hyperliquid-info-mcp
- mcp-funnel 0.0.7: now also save on tokens when using HTTP MCP servers
- Moodle MCP Server – An MCP server that enables LLMs to interact with the Moodle platform to manage courses, students, assignments, and quizzes.
- urlDNA MCP Server – Enables security-focused LLM agents like GPT-4.1 and Claude 3 to interact with the urlDNA threat intelligence platform, providing tools for URL scanning, threat detection, and malicious content analysis.
- Kaspersky OpenTIP MCP Server – Kaspersky OpenTIP Model Context Protocol Server. This server gives access to Kaspersky OpenTIP API to agentic applications.
- MCP FishAudio Server – An MCP (Model Context Protocol) server that provides seamless integration between Fish Audio's Text-to-Speech API and LLMs like Claude, enabling natural language-driven speech synthesis.
- For a mostly static website, is there a tool to let LLM fetch info from webpages from that website dynamically for answer questions
- Prometheus MCP Server – A Model Context Protocol server that enables AI assistants to query Prometheus metrics, discover available data, and analyze system performance through natural language interactions.
- MCP Server for Crawl4AI – TypeScript implementation of an MCP server that provides tools for web crawling, content extraction, and browser automation, enabling AI systems to access and process web content through 15 specialized tools.
- I built an MCP client that runs 2,700+ agents with one click (zero config)
- Shortcut MCP Server – A Model Context Protocol server that integrates Shortcut project management functionality with AI assistants like Cursor, Windsurf, Claude Code, and Zed.
- Freesound MCP Server – An MCP server that enables AI assistants to search, analyze, and retrieve information about audio samples from Freesound.org through their API.
- MCP + App Integrations - Context Bloat = Loop | SimpliflowAI
- All Your Cards Are Belong To Us: Understanding Online Carding Forums
- MCP Server for Asana – This server implementation allows AI assistants to interact with Asana's API, enabling users to manage tasks, projects, workspaces, and comments through natural language requests.
- Offorte Proposal Software – Offorte Proposal Software
- Code Mode golang
- Plane MCP Server – A Model Context Protocol server that enables LLMs to interact with Plane.so, allowing them to manage projects and issues through Plane's API for streamlined project management workflows.
- Famxplor Family Travel Activities – Famxplor Family Travel Activities
- GitLab MCP Server – An MCP server that enables communication with GitLab repositories, allowing interaction with GitLab's API to manage projects, issues, and repositories through natural language.
- web3-jobs-mcp – web3-jobs-mcp
- Memos MCP Server – Enables AI assistants to interact with Memos instances for knowledge management. Supports searching, creating, updating, and retrieving memos with markdown content, tags, and visibility controls.
- GitLab Forum MCP – Enables searching, reading, and analyzing discussions on GitLab's community forum for troubleshooting CI/CD issues and GitLab features. Pre-configured with GitLab-specific search filters and optimized workflows for support scenarios.
- reddit-mcp-server – A Model Context Protocol (MCP) that provides tools for fetching and creating Reddit content.
- I Built a $0 Dev News Aggregator with N8N + Bright Data MCP
- Weather Server – Provides access to weather alerts and forecasts for US locations using the National Weather Service public APIs.
- Figma to Cursor: Dev working with Designers
- MCP servers for App Store Connect / Google Play Console / RevenueCat?
- PolyMCP – Major Update: Code Mode, In-Process Execution & Smarter Agents
- When Your Year of Work Gets Copied Overnight: What Actually Matters?
- Everything at Your Fingertips: How PolyMCP Makes Multi-Tool AI Simple
- ChunkHound v4: Code Research for AI Context
- Show HN: A server to control a self-hosted Vaultwarden instance with scripts or AI
- I developed an MCP proxy that cuts your token usage by over 90%
- Starting to build an MCP server: looking for your dev setup, best practices, and common pitfalls
- Code-Mode: Save >60% in tokens by executing MCP tools via code execution
- Server MCP per la Diagnostica Industriale: Manutenzione Predittiva con Claude
- Optimizing MCP server responses - anyone using compact formats?
- Discord MCP Server – Control Discord with AI Agents via MCP ⚡
- Anthropic's explosive report on LLM+MCP powered espionage
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