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    maintenance
    MCP server exposing four task-shaped tools (resolve, pay, verify, disclose) for General Liquidity, enabling agents to normalize counterparties, submit intents, verify disclosures, and produce signed disclosures.
    MIT
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    B
    quality
    A
    maintenance
    Give any LLM agent a real Android or iPhone. 62 MCP tools: tap, swipe, type, screenshot, screen-tree reading, app launch, camera, TTS, crash reports, batched execution. Android via ADB, iPhone via WebDriverAgent, on-device inference, Docker+KVM emulators. Works with Claude Code, Cursor, LangChain, LlamaIndex, and any MCP client. MIT.
    66
    333
    MIT
  • A
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    C
    maintenance
    MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed repositories.
    MIT
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    license
    A
    quality
    D
    maintenance
    Enables Web3-focused web searches via the OptimAI External Search API, providing tools to start, retrieve, list, and cancel searches from any MCP-compatible AI host.
    5
    15
    13
    ISC
  • A
    license
    A
    quality
    D
    maintenance
    CLI and MCP server for AI agent strategy and deployment. Read blueprints, business cases, implementation plans, and specs from your coding agent. 18 tools for listing, retrieving, downloading, and updating blueprints. Exports full implementation specs as Agent Skills directories.
    23
    114
    3
    MIT
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    C
    maintenance
    Enables agents to purchase and use compute resources on Robinhood Chain via x402 payments. Provides tools for thinking, renting GPUs, checking balances, and viewing the compute menu.
    MIT
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    quality
    B
    maintenance
    Enables agents to publish and search index records with custom keywords over libp2p, connecting to the Agent Index Network for decentralized peer discovery and querying.
    63
    MIT
  • A
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    B
    maintenance
    Enables web search and deep multi-source research for Cerase agents via LiteLLM proxy, with billing attribution per agent.
    MIT
  • A
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    quality
    B
    maintenance
    MCP server for operating and testing Android devices with AI agents. Provides observation and action tools for interactive control and spreadsheet-driven test runs.
    Apache 2.0
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    A
    maintenance
    MCP server for AI search crawler governance, brand safety, and search infrastructure auditing. Provides tools to audit robots.txt, canonical links, sitemaps, redirects, and send IndexNow notifications.
    MIT
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    quality
    C
    maintenance
    Provides deterministic tools for transforming, formatting, and inspecting structured data for AI agents.
    5
    19
    Apache 2.0
  • A
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    Not graded
    quality
    A
    maintenance
    Enables natural language search and discovery of open-access scientific datasets through the EOSC Data Commons OpenSearch service. Provides tools to search datasets and retrieve file metadata using LLM-assisted queries.
    14
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables model routing and contract validation through two read-only MCP tools: route_models for evaluating routing payloads and explain_contract for returning the stable routing and custody boundary.
    MIT
  • F
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    Not graded
    quality
    F
    maintenance
    Enables AI assistants to perform real-time web searches and retrieve AI-generated answers using the Yandex Search API. It provides tools for accessing up-to-date internet information with support for both raw search results and summarized content via the Yazeka model.
    47
  • F
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    quality
    F
    maintenance
    Enables web search and AI-summarized answers via an x402-gated gateway, with options for structured results or enriched summaries, accessible as an MCP server.