"Fluent Bit" matching MCP servers:

Automates Ansys Fluent simulation workflows, enabling environment checks, case execution, UDF management, and result export through MCP tools.

Hyperliquid research MCP — typed strategy composition, deterministic backtests on real market data, opt-in live execution.

Enables natural language-driven ANSYS simulations (Fluent, Mechanical, Geometry) with automatic TUI script generation for reproducibility.

Enables AI assistants to perform NCBI BLAST sequence similarity searches through natural language, supporting nucleotide and protein searches, custom database creation, and multiple output formats.

Enables AI assistants to perform quality control analysis on high-throughput sequencing data using FastQC and MultiQC. It supports single-file and batch processing of FASTQ/FASTA files and generates comprehensive, interactive summary reports.

An MCP server that enables AI assistants to generate, score, and analyze DNA sequences using the evo2 genomic foundation model. It supports multiple execution modes including local GPU, SLURM clusters, and the Nvidia NIM cloud API for tasks like variant effect prediction and sequence embedding.

MCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic techniques, weaknesses, mitigations, objectives, and citations.

Enables an AI assistant to semantically search roughly 41,000 peripheral nerve surgery PubMed records, including open-access full text, with filters for result count and publication year range. Also retrieves a single article by its PubMed ID and reports corpus coverage statistics, noting whether each hit came from full text or an abstract.

Enables read-only research on Reddit via the Reddit API, including finding subreddits, searching, and reading comment trees, with support for multiple configured accounts.

This MCP server wraps the SOLVE-IT digital forensics knowledge base, enabling LLMs to query techniques, weaknesses, mitigations, and their relationships through a set of MCP tools.

Enables business intelligence chart creation and visualization using Vega-Lite, with data loading and processing capabilities.

Enables AI assistants to interact with Ansys simulation software (Fluent, MAPDL, Mechanical, Geometry) through the Model Context Protocol.

Provides a change-intelligence layer for BIM models, enabling diff analysis of Speckle versions with persona-specific lenses (coordination, cost, field) and a groundedness contract that separates verified facts from inferred impacts.

An MCP server for downloading academic papers from multiple sources using intelligent routing and year-aware priority selection. It enables users to retrieve metadata and download single or batch PDFs by DOI or URL.

A multi-agent literature review pipeline that uses specialized agents to research, peer-review, and synthesize academic and practitioner perspectives into grounded reports.

Enables read and write access to a Zotero library via its Web API, allowing search, create, update, and delete of items, notes, and collections.

Provides access to Kenya's civic datasets including parliament records, county budgets, SACCO registry, and drought data through MCP tools. Enables AI agents to analyze and query Kenyan public data for civic applications.

AI-powered research assistant MCP server for searching academic papers and answering research questions with DOI citations.

Helps PhD applicants find matching professors by research interests, outputting a ranked table with confidence scores and sources.

Enables local literature workflows by searching arXiv, retrieving paper metadata, downloading and parsing PDFs, and retrieving page-cited body evidence for Q&A. It also exposes usage resources and templates for searching, analyzing, and summarizing papers via stdio MCP.

MCP server for generating Scopus ISSN boolean queries based on journal rankings. Supports ABDC, AJG, and FT50 ranking systems with configurable grade filters and field restrictions.

Enables AI agents to analyze YouTube channels and identify videos that significantly outperform the channel's median view count, along with channel search, video lookup, and trending tools.

An MCP server for Japanese literature research that provides unified search across NDL, CiNii, J-STAGE, and other Japanese academic databases, with Skills to assist in search planning and result evaluation.

Enables AI assistants to perform keyword searches across U.S. DOT grey literature and international transportation research reports from multiple repositories, using a local SQLite FTS5 index with optional full-text PDF retrieval.

Exposes SwarmLabs physics-informed scientific experiment predictions as MCP tools, enabling agents to run predictions, list engines, and perform parameter sweeps with honesty-first uncertainty reporting.

Enables AI agents and sportsbooks to discover, evaluate, and monitor alternative sports leagues with tools for discovery, valuation, fingerprinting, and market data.

Provides comprehensive financial data and analysis tools using Yahoo Finance, including real-time stock data, historical data with technical indicators, options chains, and financial statements.

Enables interaction with the IIT Roorkee Academics portal through MCP tools for authentication, academic data retrieval (fee, grades, transcripts), and safe API calls.

Provides read-only investment research and audit tools for validating ETF snapshots, comparing ETF structures, and auditing backtest reports, while strictly excluding any order or trading capabilities.

MCP-compatible server that gives AI agents access to alternative sports data across 30+ leagues — odds, events, probabilities, settlement, and futures for prediction markets, DFS platforms, and sportsbooks.