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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

  • of-mcp

    ThiTheGoat
    A
    license
    A
    quality
    C
    maintenance
    Provides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.
    4
    MIT

  • deep-research

    troyhantech
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables deep research tasks using a multi-agent architecture that integrates any LLM and MCP tools. Available via MCP stdio, streamable HTTP, and SSE transports.
    17
    MIT

  • Research Oyster

    zandemha2025
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for local, source-agnostic research, turning briefs into platform-specific searches and cited evidence dossiers with PostgreSQL storage and optional browser capture.
    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.

  • research-mcp

    lduda79
    F
    license
    A
    quality
    B
    maintenance
    Enables semantic search across personal PDF paper collections with page-level citations, allowing users to query their library from any MCP-capable client.
    9

  • 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

  • browser-research-mcp

    rsi-ai-platform
    A
    license
    A
    quality
    B
    maintenance
    Browser-based research MCP server that drives a real Chromium browser via patched Playwright to access JavaScript-rendered content, dynamic tables, and login-walled dashboards. It provides tools for visiting URLs to extract DOM text and screenshots, and for performing structured data extraction using Anthropic Claude Sonnet.
    3
    Apache 2.0

  • 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

  • gigaxity-deep-research

    yoloshii
    A
    license
    A
    quality
    C
    maintenance
    An open-source deep research MCP server that provides multi-source web search and synthesis with citations, enabling agents to perform citation-backed research using Qwen3-30B-A3B-Thinking and other models.
    6
    54
    MIT