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"Understanding the Purpose of Research" matching MCP servers:

  • visual-understanding

    JayceVane
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for multimodal understanding and object grounding (bounding boxes) across images, videos, and documents, with support for multiple AI providers (Zhipu GLM-V, OpenAI GPT-4o, Anthropic Claude, or any OpenAI-compatible endpoint).
    1
    MIT

  • The Stall

    thebrierfox
    A
    license
    B
    quality
    C
    maintenance
    x402 capability chassis: 170+ AI-callable, pay-per-call data tools (US/global equities, crypto/DeFi, prediction markets, gov/legal, research, infra) settled in USDC on Base mainnet via the Coinbase CDP facilitator. No API keys or accounts — the x402 payment is the auth. Remote MCP at https://the-stall.intuitek.ai/mcp.
    100
    7
    MIT

  • research-mcp

    atlas-rwa
    F
    license
    A
    quality
    C
    maintenance
    MCP server exposing ATLAS research capabilities: live tokenized stock market data, on-chain source-of-truth reads, and published research atlases. Connects to MCP clients over stdio with no API keys required for public testnet endpoints.
    9

  • the-committee

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server that wraps the StupidAPIs' 'The Committee' tool, which convenes five random number generators to argue and vote with one always dissenting.
    10
    MIT

  • mcp-the-guardian

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables searching and retrieving articles, sections, and tags from The Guardian via the Guardian Open Platform API.
    MIT

  • Research Guard

    Fengrru
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that detects duplicated research directions and probes blind spots before committing to a project, helping researchers avoid wasted effort.
    Apache 2.0

  • agentic-research

    abhilash2429
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to perform deep web research by searching, fetching, chunking, retrieving, and synthesizing cited answers from exact source passages via a deep_research tool.

  • Research MCP

    ZDOSt
    F
    license
    Not graded
    quality
    B
    maintenance
    Provides a private set of high-level tools for web research, focused URL investigation, read-only GitHub research, and persistent semantic memory via a Streamable HTTP MCP gateway.
    1

  • research-mcp

    404Simon
    F
    license
    Not graded
    quality
    C
    maintenance
    A read-only FastMCP server for academic research that lets agents search papers, inspect metadata, follow citation graphs, generate BibTeX, and read full texts of open-access PDFs via semantic scholar, OpenAlex, arXiv, DBLP, and Crossref.

  • cost-of-work-index

    kindrat86
    F
    license
    A
    quality
    B
    maintenance
    Per-unit cost of 13 back-office tasks done by a person vs by software, in the US, Greece and Ukraine, with an official statistic behind every hourly wage. Bundled data, works offline.
    5

  • Research Intelligence MCP

    supuni9622
    A
    license
    A
    quality
    B
    maintenance
    A unified MCP server for academic paper discovery, citation exploration, and research intelligence workflows over multiple scientific knowledge sources.
    7
    1
    MIT

  • Lacuna Research MCP

    tiptreesystems
    A
    license
    A
    quality
    A
    maintenance
    Empowers coding agents for machine learning research by providing access to Lacuna's research map, including novel research proposals, research directions, papers, authors, venues, institutions, and hypotheses. It enables searching and retrieving context-aware research information through MCP tools.
    12
    3
    MIT

  • quant-research-mcp

    FlawlessByte
    A
    license
    A
    quality
    A
    maintenance
    An MCP server exposing a registry of paper-backed quantitative trading methods plus a deterministic, no-LLM decision helper for reproducible trading research.
    13
    MIT

  • ML Research MCP

    nishide-dev
    A
    license
    A
    quality
    D
    maintenance
    Provides machine learning researchers with tools for creating publication-quality scientific visualizations, statistical plots, and 2D data representations. It streamlines the research workflow by enabling AI assistants to generate complex figures from CSV, JSON, or direct data inputs.
    9
    MIT

  • Research Powerpack MCP

    yigitkonur
    F
    license
    A
    quality
    Not graded
    maintenance
    Enables AI assistants to perform comprehensive research by searching Google, mining Reddit discussions, scraping web content with JS rendering, and synthesizing findings with citations into structured context.
    5
    165
    3