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"Understanding the concept of 'handle' in different contexts" matching MCP servers:

  • ghost-in-the-droid by ghost-in-the-droid

    ghost-in-the-droidofficial

    ghost-in-the-droid
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    license
    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
    310
    MIT

  • cost-of-work-index

    kindrat86
    F
    license
    A
    quality
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    maintenance
    Per-unit cost of 13 back-office tasks done by a person vs by software, in the US, Greece and Ukraine, with an official statistic behind every hourly wage. Bundled data, works offline.
    5

  • signs-of-ai

    peopleworks
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    license
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    quality
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    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

  • Australian Bureau of

    Bigred97
    A
    license
    A
    quality
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    maintenance
    Ask Claude "What's the unemployment rate in NSW?" and get a real answer. Wraps the Australian Bureau of Statistics API with plain-English tools and curated mappings for 10 economic indicators (unemployment, inflation, wages, GDP, housing, population).
    7
    MIT

  • The Neural Ledger Intelligence

    bekirdag
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    quality
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    maintenance
    Read-only, source-linked news intelligence for AI agents: search The Neural Ledger's stories, retrieve story details with citations and revision history, and resolve related entities and assets. It is an evidence layer, not a trading or execution service.
    8
    2
    MIT
  • Amazon All-in-One Scrape MCP by pangolinfo

    Amazon All-in-One Scrape MCPofficial

    pangolinfo
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    license
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    quality
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    maintenance
    Real-time Amazon Sponsored Products (SP) ad placements, keyword tracking, and comprehensive review data for AI Agents. Enables LLMs to autonomously conduct competitor ad audits, consumer sentiment analysis (VOC), and product optimization.
    19
    6
    MIT
  • The Mine Works MCP servers by themineworks

    The Mine Works MCP serversofficial

    themineworks
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    quality
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    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

  • marm-memory

    Lyellr88
    A
    license
    A
    quality
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    maintenance
    MARM MCP provides persistent memory and structured session context beneath any AI tool, so your agents learn, remember, and collaborate across all your workflows.
    14
    329
    Apache 2.0

  • homeexchange-mcp

    manganate006
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    A
    quality
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    Interact with the HomeExchange home-swapping platform — search listings, manage your calendar and availabilities, and handle messages and exchange requests.
    52
    MIT

  • sourcesage

    sarathsp06
    A
    license
    B
    quality
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    maintenance
    SourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.
    13
    7

  • telecom-ai

    CSOAI-ORG
    A
    license
    B
    quality
    C
    maintenance
    MCP server for telecom AI with built-in EU AI Act compliance, part of the MEOK AI Labs ecosystem.
    1
    MIT

  • mcp-current-repo

    Wolfe-Jam
    A
    license
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    quality
    F
    maintenance
    A proof-of-concept MCP server that scopes GitHub tools to the current repository without filesystem access, using MCP roots to carry the repo identity.
    1
    MIT

  • awsome_kali_MCPServers

    VERMAXVR
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    A collection of MCP servers for Kali Linux that empower AI Agents in reverse engineering and security testing, providing network analysis, target sniffing, traffic analysis, binary understanding, and automation capabilities.
    28

  • neurolisp

    KevinBangbang
    A
    license
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    quality
    B
    maintenance
    White-box MCP workflow orchestrator for Claude Code. Sexpr workflows stored in sqlite that you can cat, diff, patch, and replay across crashes; lets smaller / cheaper models handle multi-step agent tasks via deterministic orchestration instead of CLAUDE.md interpretation.
    1
    Apache 2.0

  • contextslim

    friczerocom-cpu
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    license
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    quality
    C
    maintenance
    MCP server for pruning large JSON contexts and handling x402 micropayments on Base, optimizing AI agent token usage and latency.