"Fluent Bit" matching MCP servers:

An MCP server that enables local BM25 search over 1C:Enterprise platform documentation, exposing identical tools via both stdio and streamable HTTP endpoints.

Enables AI-powered natural language queries about BIT Information Portal (BIP) data by integrating with BIP APIs through session management. Uses Google Gemini to intelligently route questions to appropriate endpoints and generate contextual answers about students, departments, courses, faculty, and achievements.

Enables deterministic, auditable retrieval over a document corpus by decomposing queries into subqueries, allocating recall budgets, and merging ranked results that are bit-reproducible from a recorded seed.

MCP server for searching Korean public procurement bid notices (나라장터) using natural language.

An MCP server for the ASD-STE100 Simplified Technical English standard, providing vocabulary and rules lookup tools to help technical writers achieve compliance.

Enables AI agents to search, share, and vote on community knowledge solutions via the Reposit platform.

An MCP server that exposes a verify_place tool for verifying places via Google Places API, along with a rubric resource and classify_post prompt for grounding-based classification tasks.

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.

MCP server for RSS aggregation and LLM summarization, allowing users to fetch latest articles, search archives, and generate topic-specific digests via natural language.

Live Amazon marketplace data for AI agents: product details, prices, reviews, keyword search, best-sellers, deals, offers and stock, and seller profiles across 20 marketplaces.

Enables agents to query governed metrics through MCP, including describing metrics, running deterministic SQL against a warehouse, explaining join path preferences, and searching semantically ambiguous terms.

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

Enables local, timestamped search over GitHub Awesome channel featured repositories with SQLite/FTS5 catalog, offering tools to search repos, get repo details, check catalog status, and update from video data.

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.

Search and retrieve transcripts from 488 episodes of the Big Technology Podcast, enabling queries on tech topics and full episode access via Claude.

A provider-neutral MCP server that provides tools for managing skills, agents, references, and artifact memory in a local workspace.

Odds are, most of what you want to build is already open source. Tell your AI agent what you're making, and it finds it: which repos to use as they are, which to adapt, and what's left for you to write. Every repo it names is real, licensed for your use or flagged, and checked live.

Enables natural language code search across multiple local Git repositories, allowing users to register projects, search for code, and explore file structures through Claude.

An MCP server for Italian law, enabling live access to legislation via Normattiva and case law from the Constitutional Court, Supreme Court, and administrative courts, with citation verification.

locidx

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.

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.

Provides a secure, job-oriented MCP connector for NetBox device lookup, enabling retrieval of device identity, status, site, role, and primary IP by name or ID without write access or bulk enumeration.

Enables MCP clients to discover and fetch skills, agents, commands, and hooks from the Gen-e2 Lab Registry, and check local inventory compliance against the registry.

Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time web search and deep page browsing via MCP or CLI. Zero-cost, privacy-first, supports DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit and more.

Enables Claude to search a THING API for matching items and return top results with names and ids, handling empty results and API errors cleanly.

Provides AI assistants with intelligent access to project documentation and API references through smart search, contextual rules, and Docset integration. Enables AI to understand project-specific conventions, patterns, and official framework documentation without token limits.