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Enables AI coding agents to quickly search and navigate large codebases by indexing symbols and references, offering tools for fuzzy symbol lookup, file outlining, and reference discovery without a language server.

Enables natural language control of Aspen Plus for chemical process simulation, including parameter tuning, batch runs, and result reading.

This MCP server provides AI assistants with unified access to biomedical databases and research tools through a single interface, built by the BioContextAI team using Python with FastMCP and designed to eliminate the need for custom integrations with each biomedical resource. The implementation offers over 20 specialized tools covering protein databases (UniProt, AlphaFold, Human Protein Atlas), genomics resources (Ensembl, KEGG), literature search (Europe PMC, Google Scholar), clinical data (ClinicalTrials.gov, OpenFDA), and ontologies (Gene Ontology, EFO, ChEBI), with both self-hosted deployment options and a hosted service at mcp.biocontext.ai. Built with comprehensive test coverage, Docker support, and integration with the BioContextAI Registry for community tool discovery, it serves researchers needing programmatic access to biomedical data, bioinformatics teams requiring standardized database queries, and AI applications that need verified biomedical information without managing multiple API integrations.

Enables querying Singapore government procurement tender awards from GeBIZ without API keys.

A local MCP server that reads Discord servers and channels and optionally sends messages with explicit allowlists, read-only by default.

A Go-based MCP (Model Context Protocol) server for IBM MQ management via PCF (Programmable Command Format) commands over stdio.

A Model Context Protocol server that provides real-time weather alerts and forecasts using the National Weather Service API.

Read-only MCP bridge connecting Claude Desktop to Merlin Project on Mac, allowing natural-language queries about plans, activities, resources, and project data.

MCP server for managing event spaces, hotels, and party venues in Saga Prefecture, Japan. Enables searching, creating, updating, and deleting venues, announcements, release notes, and performing administrative tasks via natural language.

Provides a standardized interface for interacting with Rocketlane's tools and services through the Model Context Protocol, enabling unified API access.

A documentation search server that enables AI assistants to retrieve up-to-date documentation from popular Python libraries including LangChain, LlamaIndex, and OpenAI. The server uses the Serper API to perform targeted Google searches within specific documentation domains, then fetches and extracts the content from the search results. Built with FastMCP, it exposes a single tool that accepts a query and library name, returning relevant documentation text that can help users solve problems or understand library features without leaving their AI assistant conversation.

An MCP server for SonarQube that enables LLM agents to discover projects, analyze code quality metrics, check Quality Gate status, search issues with filters, and rank projects by worst-performing metrics. It provides read-only, safe access to SonarQube instances with structured outputs and error handling.

Enables AI agents to process and inspect PDFs by detecting document type, extracting text, and generating Markdown with layout information.

Atlas Przetargów provides access to Polish public procurement data from the National Public Procurement Bulletin (BZP) and the Official Journal of the European Union (TED). It offers 8 tools for searching tenders, retrieving entity profiles, and viewing market statistics across 800,000+ procurement records. Built for legal, financial, and business intelligence use cases in Poland.

BSC MultiSend MCP server by kukapay that enables AI assistants to distribute BNB and ERC20 tokens to multiple recipients on Binance Smart Chain using the C98MultiSend contract. The implementation provides two core tools: distributeNative for sending BNB to multiple addresses in a single transaction, and distributeToken for distributing ERC20 tokens with automatic decimal handling and allowance management. Built with ethers.js and comprehensive error handling, it automatically estimates gas costs, handles token approvals when needed, and validates all addresses and amounts before execution, making it useful for airdrops, batch payments, reward distributions, and any scenario requiring efficient multi-recipient cryptocurrency transfers on BSC.

MCP server for Crypto APIs Blockchain Fees product, providing fee recommendations and gas estimates for UTXO, EVM, and XRP blockchains.

Enables MCP clients to rent GPUs from ParalonCloud using natural language, including browsing available GPUs, starting and stopping rentals, and retrieving connection URLs.

Answers "sales dropped since last week — where?" by comparing a target period against a weekday-adjusted baseline and localizing which attribute combinations (e.g. channel=web, or Tuesday nights) explain the shift. Runs fully offline on your own CSV — no API key, no ML training, read-only.

A Python MCP server that provides access to ssOtica's consulting APIs for managing sales, services, finances, and inventory data, outputting results to CSV.