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    Enables local Chrome DOM access through MCP for reading visible page text, operating DOM controls, and managing tabs without screenshots or screen sharing.
    MIT
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    quality
    B
    maintenance
    Provides read-only knowledge search and guarded action proposal tools. Write-like actions require human approval and return traceable evidence with policy events.
    1
    MIT
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    Enables graph analysis and network-flow computations through the Model Context Protocol, including shortest-path search, topological dependency resolution, maximum flow, minimum spanning trees, and PageRank centrality scoring for interconnected agent networks.
    7
    MIT
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    Enables autonomous end-to-end SME loan underwriting through MCP microservices that handle email intake, document validation, KYC/AML screening, fraud detection, credit scoring, policy-based decisions, and automated Thai-language memo generation.
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  • F
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    Enables advanced reasoning for large language models through Monte Carlo Tree Search and Beam Search, allowing exploration of multiple reasoning paths and improved decision-making.
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    B
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    Enables graph analysis over interconnected agent networks by computing centrality and authority scores, shortest paths, dependency orderings, maximum flows, and minimum spanning trees through MCP tools.
    7
    MIT
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    Not graded
    quality
    C
    maintenance
    An MCP server that exposes job-search and application-management capabilities to compatible AI clients, enabling discovery of vacancies, drafting of tailored application materials, and coordinated human-approved submissions.
    MIT
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    Enables agents and services to perform on-behalf-of token exchange across enterprise systems, with scoped permission delegation, automatic token lifetime refresh, and zero-leakage ephemeral credentials. It runs as a zero-dependency MCP server over JSON-RPC stdio or as an importable Python module.
    7
    MIT
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    quality
    B
    maintenance
    Enables AI agents to browse and interact with JavaScript-rendered websites stealthily, and to delegate research or automation tasks to sub-agents that can cite sources and produce reusable scripts, with full logging and a live dashboard.
    3
    Apache 2.0
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    A lightweight and fast MCP server that enables AI agents to efficiently discover and execute tools through progressive disclosure, minimizing context consumption while supporting safe code execution in external environments.
    8 npm
    -
  • A
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    quality
    B
    maintenance
    Enables secure cross-system identity and token exchange for autonomous agents, including on-behalf-of token exchange, scoped permission delegation, token lifetime refresh, and zero-leakage ephemeral credentials. It integrates with MCP-compatible clients via standard JSON-RPC stdio without external runtime dependencies.
    7
    MIT
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    Enables synthesizing tight JSON authorization policies from historical agent tool-call audit logs, flagging over-permissioned wildcard grants and quantifying how much the attack surface shrinks. It also validates individual actions against the resulting guardrails to block privilege escalation.
    MIT
  • F
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    Not graded
    quality
    D
    maintenance
    Enables AI assistants to interact with a commercial management system through controlled capabilities for querying orders, analyzing invoices, summarizing customer activity, and creating orders, with role-based access control and audit trails.
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    quality
    D
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    An MCP server that utilizes LangGraph and Google Gemini to conduct comprehensive research through multi-iteration deep searches and quick results. It provides high-quality analysis with automated citations and grounding metadata for thorough investigations.
    2
    MIT
  • F
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    Enables autonomous agents to synthesize heterogeneous search results into interactive comparison layouts (Genspark Sparkpages) via MCP, with deterministic JSON schema validation and zero-dependency execution.
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  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to solve reCAPTCHA v2/v3/Enterprise, Cloudflare Turnstile, DataDome and image captchas during browser or HTTP automation, returning the token, cookie or text the page needs. Failed solves are never billed, and a configurable per-process spend cap limits autonomous spending.
    4
    64 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Solve hCaptcha, Enterprise included, from Claude, Cursor or any MCP client: returns a valid hCaptcha token through one API.
    6
    680 npm
    241
    MIT