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"Understanding the Concept of LLM Context" matching MCP servers:

  • ssr-concept-mcp

    0xksure
    A
    license
    -
    quality
    C
    maintenance
    Concept-test your product with synthetic consumers, straight from Claude Code. It turns free-text reactions from roleplayed personas into purchase-intent reports using Semantic Similarity Rating.
    3
    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
    6
    MIT

  • Astro-LLM

    EthanPany
    F
    license
    -
    quality
    B
    maintenance
    An MCP server that enables agents to evaluate LLMs daily through capability benchmarks and value alignment tests, providing tools to list models, get almanac, judge dilemmas, match user values, and score models.
    1

  • doctor-of-credit-mcp

    monroedean
    F
    license
    A
    quality
    B
    maintenance
    An MCP server that lets AI clients search and retrieve Doctor of Credit articles, categories, and deals via flexible tools, interpreting article content at request time.
    8
    1

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    -
    quality
    B
    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.
    1

  • signs-of-ai

    peopleworks
    A
    license
    A
    quality
    A
    maintenance
    Bilingual (EN/ES) AI-writing detection that shows the evidence instead of a percentage: named tells with line and column, hidden-character inspection, and citation cross-checking against a document's own bibliography. Seven of its nine tools run entirely locally and never touch the network.
    10
    20
    MIT

  • Atom-of-thoughts

    kbsooo
    A
    license
    B
    quality
    F
    maintenance
    AoT MCP server enables AI models to solve complex reasoning problems by decomposing them into independent, reusable atomic units of thought, featuring a powerful decomposition-contraction mechanism that allows for deep exploration of problem spaces while maintaining high confidence in conclusions.
    3
    61
    MIT
  • cfabric-mcp by Context-Fabric

    cfabric-mcpofficial

    Context-Fabric
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents to perform corpus analysis tasks such as discovery, search, and data access via the Model Context Protocol.
    9
    MIT
  • The Mine Works MCP servers by themineworks

    The Mine Works MCP serversofficial

    themineworks
    A
    license
    -
    quality
    C
    maintenance
    Seven remote MCP servers exposing 51 published Apify scrapers as agent tools: company diligence, social listening, recruiting, real estate, lead generation, e-commerce and academic research. Billed per result, and a call that returns nothing is never charged.
    MIT

  • HCM-LLM MCP Server

    crosstraffic
    A
    license
    -
    quality
    B
    maintenance
    A FastAPI-based server that enables AI assistants to perform Highway Capacity Manual (HCM) transportation engineering calculations and semantic searches over HCM documentation. It provides specialized tools for complete Chapter 15 two-lane highway analysis following standard engineering methodologies.
    1
    MIT