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  • A
    license
    C
    quality
    C
    maintenance
    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
    7
    62 PyPI
    2
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables an agent to run ten ready-made research and monitoring workflows — competitor digests, cited reports, paper alerts, market maps, regulatory and due-diligence watches — pulling from Firecrawl, Tavily, GitHub and landing results in Notion, Slack, Google Docs, Sheets and Linear. Fields are filed with the user's own keys held in the operating system keychain, and every action that creates, sends or changes anything is shown and approved first.
    21
    Apache 2.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    14
    -
  • A
    license
    A
    quality
    D
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    66 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Checks whether a citation has been retracted, corrected, or flagged with an expression of concern by querying Crossref — including retractions that Crossref backfills from the Retraction Watch database, which publishers often never record in their own metadata. Lets an AI agent verify a DOI, or every DOI in a reference list, before using it in research or writing.
    2
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI assistant to query live data from Google Search Console, GA4, AdSense, Keyword Planner, and two Reddit signals (rising posts and demand) in a single conversation, all read-only with your own credentials.
    6
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that turns an AI agent into a slide author, enabling drafting decks in Pandoc Markdown, compiling to PDF or PowerPoint, validating with PNG exports, and pulling in research from the web, Wikipedia, and Semantic Scholar.
    17
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Exposes the mindgap knowledge graph as an MCP server over stdio, providing tools to add, link, query, and manage nodes and edges in a local org-roam-style graph.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI agent to run Wolfram Language in a persistent Mathematica kernel, interrupt running computations while preserving state, and replay notebooks in a headless environment.
    14
    Do What The F*ck You Want To Public
  • A
    license
    Not graded
    quality
    B
    maintenance
    Build surveys, read responses and make reports in SurveyNinja from your AI assistant. Describe a survey in plain words, check it before launch and publish it, then read the responses, get a summary or an AI report and export the results to CSV, Excel, SPSS or PDF. Hosted server, sign in with OAuth or an API key; works on every plan, Free included.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves an offline knowledge base — an aggregated corpus of reference works plus a RAG index over them and the user's own documents — to any local AI model over MCP. Enables offline assistants such as Open WebUI, OpenCode, or Jan to ground answers in searchable, provenance-tracked local content without any network connection.
    290 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server providing global soft-commodity data (cocoa, coffee, sugar, cotton, cashew) with per-call billing in USDC, offering tools for farmgate prices, ICE futures, CFTC COT positioning, and historical series.
    11 npm
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables an AI agent to full-text search, read in context, and cite books from a Calibre library, returning ranked snippets and real locators such as printed page numbers or chapters.
    9 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Evidence-based supplement intelligence in your terminal, exposed as an MCP server for AI agents to research, compare, stack, and manage supplements.
    68 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides tools for searching the ORCID registry, reading researcher profiles, retrieving publications, and exporting citations in RIS and BibTeX formats.
    18 PyPI
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying the Codex General Standard for Food Additives to check whether an additive is permitted in a food category, at what maximum level or GMP, and under which conditions.
    200 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables deploying an Earth Engine MCP server in Docker, integrating with Claude Desktop to perform geospatial analysis using 11 Earth Engine tools for tasks like wildfire risk, flood risk, and agricultural monitoring.
    7 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables AI assistants to search, retrieve, and create genealogical records in a Gramps Web instance.
    14 npm
    4
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    This MCP server imports HR CSV data into an in-memory SQLite database to enable structured querying and metadata retrieval. It provides tools for executing read-only SQL queries and searching employee records through a standardized JSON-RPC interface.
    MIT