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  • A
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    An automated research agent that leverages Google Gemini models and Google Search to perform deep, multi-step web research, generating sophisticated queries and producing citation-rich answers.
    1
    34 PyPI
    28
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A passive MCP server that exposes a toolbox of executable tools (shell, network, HTTP, AI search, SSH, S3 file operations) to autonomous agents via Streamable HTTP, with strong security features including Docker sandboxing and WAF.
    2
    Apache 2.0
  • F
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    maintenance
    A Python-based MCP server that provides coordinate conversion between latitude/longitude and UTM/TWD97, along with various civil engineering calculation tools for LLM and AI application integration.
    3
    -
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    An MCP server that exposes 43 domain tools behind 4 meta-tools, applying guardrails such as budgets, rate limits, schema validation, human-in-the-loop confirmation for mutations, PII redaction, and an append-only audit log while reducing context window usage.
    4
    MIT
  • A
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    A
    quality
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    maintenance
    Sub-15ms edge intelligence tools for Claude Desktop, Cursor, and LLM agent loops. Provides sub-millisecond LLM JSON repair, web-to-markdown token compression (cuts context tokens up to 90%), PII redaction, and RFC 5322 B2B email deliverability verification at zero marginal token cost.
    6
    MIT
  • F
    license
    A
    quality
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    maintenance
    A production-grade MCP server that provides a centralized microservice toolkit for LLM agents, enabling web search and extensible tool integration.
    1
    -
  • A
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    maintenance
    A deterministic MCP tool-list relay that lets operators filter tools by include/exclude rules and exposes a filtered stdio MCP server to local clients.
    11 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Persistence, headed Chromium browser control for MCP clients like OpenCode and Claude Code, enabling navigation, inspection, clicking, filling, and human-gated actions on JavaScript-heavy or login-walled pages.
    38 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables MCP-compatible agents to discover and call x402 paid services from a directory of over 2,000 APIs.
    Apache 2.0
  • F
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    Not graded
    quality
    D
    maintenance
    An Omni Agent MCP server that provides AI models with 8 external tools for real-time data retrieval, Wikipedia search, and arithmetic operations, designed for deployment on Google Cloud Run and integration with Gemini Enterprise via Vertex AI Extensions.
    -
  • F
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    maintenance
    Enables interaction with IndicusAI demo services (SOC, utility, payer, IAM) via MCP, automatically converting REST endpoints into tool calls and handling HTTP errors as data.
    -
  • A
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    A
    quality
    F
    maintenance
    A Model Context Protocol server that enables AI agents to interact with local Logseq knowledge graphs, supporting operations like creating/editing pages and blocks, searching content, and managing journal entries.
    13
    15
    MIT
  • A
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    quality
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    A set of tools for working with Omilia Cloud Platform that helps manage miniapps, orchestrator apps, and dialog logs through an MCP server.
    10
    5
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables multiple Codex chats to discover, describe, and invoke tools exposed by independently installed local MCP app services through a shared local routing layer, with registration and catalog refresh.
    MIT