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  • mcpgrade

    TengByte
    A
    license
    A
    quality
    B
    maintenance
    Grades MCP servers on agent usability (A–F) — description quality, schema design, tool naming and token cost, the properties that decide whether a model picks the right tool. Benchmarked across 36 popular servers; a third scored D or F.
    Last updated
    3
    497
    19
    MIT

  • Australian Bureau of

    Bigred97
    A
    license
    A
    quality
    B
    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).
    Last updated
    7
    MIT

  • booking-gap MCP Server

    h-kazuki-pixel
    A
    license
    A
    quality
    -
    maintenance
    Measures the shape of idle time in a booking calendar. Separates gaps that can actually be sold from structurally unsellable dead time, accounting for turnover time and the booking start grid. Fully offline, no API key required.
    Last updated
    4
    MIT

  • X Twitter Scraper

    Xquik-dev
    A
    license
    A
    quality
    A
    maintenance
    Real-time X (Twitter) data platform with 2 MCP tools covering 120+ REST API endpoints. Search tweets, look up users, get timelines, extract followers/likes/retweets in bulk, monitor accounts, run giveaway draws, and perform write actions (tweet, like, retweet, follow, DM). OAuth 2.1 authentication with PKCE.
    Last updated
    2
    2
    213
    174
    MIT

  • diffctx

    nikolay-e
    A
    license
    A
    quality
    A
    maintenance
    Selects the minimum code context an LLM needs to understand a git diff: graph-based fragment selection under a token budget, deterministic output, 30+ tree-sitter languages.
    Last updated
    3
    2
    Apache 2.0

  • CodebaseAgent-MCP

    FI-Mihej
    A
    license
    A
    quality
    A
    maintenance
    CodebaseAgent-MCP is an MCP server that uses a lightweight RAG pipeline to delegate repository analysis to a dedicated OpenAI-compatible LLM, reducing token consumption by having the primary assistant receive only the relevant findings instead of repeatedly scanning the entire codebase.
    Last updated
    8
    6
    1
    Apache 2.0

  • qring-mcp

    I4cTime
    A
    license
    A
    quality
    A
    maintenance
    A quantum-inspired secret manager that anchors API keys to your OS-native vault, preventing plaintext .env leaks. It empowers AI agents with advanced mechanics like multi-environment superposition, linked entanglements, and ephemeral in-memory tunneling.
    Last updated
    44
    405
    3
    AGPL 3.0

  • nMEMORY

    menot-you
    A
    license
    A
    quality
    A
    maintenance
    Hermetic memory for AI agents — one Rust binary, one SQLite file, zero network. Recall returns evidence with provenance or abstains: no code path for making things up.
    Last updated
    22
    8
    AGPL 3.0

  • mcp-oracle-h

    tponscr-debug
    A
    license
    A
    quality
    -
    maintenance
    Mandatory human approval gate for autonomous AI agents. Before any critical, irreversible, or financially significant action executes — file deletion, production deployment, financial transaction — the agent calls oracle_validate. A human receives a real-time Telegram notification with full context and taps Approve or Reject. The agent waits for the decision before proceeding.
    Last updated
    2
    7

  • release-announcer-mcp

    h-kazuki-pixel
    A
    license
    A
    quality
    A
    maintenance
    Generates multi-platform release announcements (X, Reddit, GitHub profile, awesome-list, MCP directory) and a publish-readiness checklist for any public GitHub repository.
    Last updated
    3
    MIT

  • x-mcp

    LesterAJohn
    A
    license
    B
    quality
    C
    maintenance
    An MCP server that exposes X API tools generated from OpenAPI spec, with tenant-aware auth, secret management via Vault, and configuration via Postgres. Enables natural language-driven interaction with X API operations, schema discovery, and query suggestions.
    Last updated
    100
    MIT

  • MCP YNAB Server

    Meh-S-Eze
    F
    license
    B
    quality
    -
    maintenance
    Provides access to YNAB (You Need A Budget) functionality through the Model Context Protocol, allowing users to view account balances, access transaction data, and create new transactions.
    Last updated
    10