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"Understanding the Purpose of Research" matching MCP servers:

  • Sense

    luuuc
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    32
    MIT

  • tailscale-mcp-server

    pnocera
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP (Model Context Protocol) server for managing Tailscale resources using the official Tailscale Go client library v2. This server provides complete coverage of the Tailscale API with enhanced, self-descriptive tools powered by OpenAPI documentation.
    2
    MIT

  • Storyden

    Southclaws
    A
    license
    Not graded
    quality
    A
    maintenance
    A modern community hub with forum and knowledge base. Native MCP built-in, ready for the next era of internet culture.
    330
    Mozilla Public 2.0

  • LLM Optimizer

    jonradoff
    A
    license
    Not graded
    quality
    B
    maintenance
    LLM Optimizer is an AI visibility intelligence platform. It analyzes how large language models and AI search engines perceive, cite, and recommend brands; then provides research-backed optimization strategies to improve that visibility.
    10
    MIT

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    6
    280
    MIT

  • gopls-mcp

    xieyuschen
    A
    license
    Not graded
    quality
    A
    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    57
    BSD 3-Clause

  • MCP Language Server

    isaacphi
    A
    license
    Not graded
    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    1,577
    BSD 3-Clause

  • CKB

    SimplyLiz
    F
    license
    Not graded
    quality
    A
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    109

  • Web Researcher MCP

    zoharbabin
    A
    license
    A
    quality
    A
    maintenance
    MCP server for AI-powered web research — search (Google, Brave, Serper, SearXNG), scrape any page, extract PDFs/DOCX/YouTube transcripts, academic & patent search. Single Go binary. Works with Claude, Cursor, Copilot, and any MCP client.
    25
    52
    MIT

  • runecho

    inth3shadows
    A
    license
    A
    quality
    A
    maintenance
    A deterministic symbol oracle over a locally built index of the repository: whether a symbol exists, what a file declares, and what changed structurally since the last snapshot. It also ships a PreToolUse guard that stops an Edit/Write referencing a function, constant or type the repo does not declare, before the write lands rather than after the build fails. No LLM, no API keys, no network, no l
    6
    MIT

  • DocGraph

    Detective-XH
    A
    license
    A
    quality
    A
    maintenance
    MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite knowledge graph with CJK+Latin full-text search and cross-document reference tracking. Runs drift audits to surface stale policies, conflicting research claims, superseded ADRs, and undocumented code exports.
    10
    5
    MIT

  • ltm

    dennisdevulder
    A
    license
    A
    quality
    C
    maintenance
    Portable memory protocol for AI coding sessions. Push the state of a session (goal, decisions, attempts, next step) from one MCP-capable agent and pull it back from another.
    12
    8
    Apache 2.0

  • ScalpStream MCP

    DV1-321
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that purchases small factual datasets on demand via x402 micropayments (about $0.01 per call), offering tools for financial research, fuel prices, air quality, and border crossings while supporting preview-only mode and configurable spending limits.
    8
    MIT

  • failure-memory

    CongBao
    A
    license
    A
    quality
    A
    maintenance
    Failure Memory provides AI coding agents with a shared local memory of failures, enabling them to record, recall, and learn from mistakes across sessions.
    2
    MIT

  • ORAS MCP Server

    shizhMSFT
    A
    license
    A
    quality
    D
    maintenance
    Enables users to interact with container registries through the ORAS CLI, providing information about container images, platforms, and signatures via natural language queries.
    7
    Apache 2.0