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  • F
    license
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    maintenance
    A single source of truth for a product's state, roadmap, and deferred work, read and written equally by you and your AI agent via web dashboard and MCP.
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    B
    maintenance
    Enables users to audit personal reading streams by quantifying category diversity with Shannon entropy, detecting lexical redundancy and echo chambers via Jaccard similarity, and ranking content sources by decibel signal-to-noise ratio for pruning recommendations.
    7
    MIT
  • F
    license
    A
    quality
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    Enables ONDC compliance automation by providing tools for managing sessions, flows, records, and forms. Supports stateless, horizontally scalable MCP over stdio and Streamable HTTP.
    21
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    quality
    D
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    A Model Context Protocol server that provides browser automation capabilities using BrowserCat's cloud browser service. This server enables LLMs to interact with web pages, take screenshots, and execute JavaScript in a real browser environment without needing to install browsers locally.
    7
    6 npm
    6
    MIT
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    Enables AI apps to securely connect to your Chirp home automation, letting you query sensors, control devices, manage automations, view alerts, and more through natural language.
    MIT
  • A
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    quality
    B
    maintenance
    Enables agents to synthesize typed MCP tool schemas at runtime, validate Python ASTs for unsafe imports, compile sandboxed callable handlers, and hot-plug them into an active MCP runtime. It provides a zero-dependency, standard-library-only MCP server for safe just-in-time tool creation and execution.
    7
    MIT
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    C
    maintenance
    Enables AI agents to integrate with IBM Business Automation Workflow by exposing workflow REST services as MCP tools, allowing natural language interaction with business automation capabilities.
    11
    Apache 2.0
  • F
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    quality
    B
    maintenance
    Enables agents and MCP-compliant clients to resolve tool execution graphs by scheduling calls as a topological dependency DAG, running independent tools in parallel batches while speculatively prefetching and evaluating arguments. This cuts latency and token burn by handling routine tool orchestration deterministically without extra LLM round-trips.
    7
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  • A
    license
    A
    quality
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    maintenance
    Official MCP server for invok.it, the API marketplace for AI agents. Enables searching, evaluating, and invoking AI tools directly from MCP-compatible clients like Claude Desktop and Cursor.
    14
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Checks whether an open-weight LLM fits your GPU: VRAM for weights, KV cache and overhead at each quantisation, a tokens-per-second ceiling, the longest context that fits, and what would work instead when it doesn't. Reads any Hugging Face repo's config.json. Free, read-only, no API key.
    6
    MIT
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    quality
    D
    maintenance
    Reduces log files to remove noise and duplicate information, cutting tokens by 70-90% for AI agents, preserving only errors, warnings, and unique events.
    51 npm
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Enables AI agents to deploy and manage compliant tokens across multiple blockchains (EVM, Solana, Stellar) using natural language, with features like whitelist, blacklist, and pausable contracts.
    49 npm
    6
    MIT
  • A
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    F
    maintenance
    Enables local agents to browse, import, organize, nondestructively edit, and export photos in a running desktop photo catalog, with revision-checked edits, previews, and batch operations over an authenticated loopback endpoint or bundled stdio adapter.
    MIT
  • A
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    Not graded
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    B
    maintenance
    Enables coding agents to claim, work, and submit tasks on SerenEdge projects by exposing the platform's agent API as MCP tools.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude and other MCP-compatible clients to search and retrieve public job offers, professional formations, and company profiles through read-only tools.
    1
    MIT
  • A
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    Not graded
    quality
    A
    maintenance
    Connect any MCP-compatible AI client (Claude Code, Cursor, Windsurf) to Unity or Godot. 300+ granular tools, an editor aware system prompt, game design document project context, script semantic search, and skill calibration.
    202
    MIT
  • F
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    quality
    C
    maintenance
    Enables company hierarchy analysis and address verification through MCP, allowing submission of entities for screening, duplicate detection, and status polling.
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  • F
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    A governance MCP server that lets employees use natural language to safely execute batch operations on the be2 product backend, featuring draft-only human approval, identity pass-through, and full audit trails.
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  • A
    license
    A
    quality
    F
    maintenance
    A robust Model Control Protocol server that enables AI agents to access real-time cyber threat intelligence and detailed information about vulnerabilities, threat actors, malware, and other cyber-security entities.
    10
    8
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to rewrite AI-styled English prose into more natural human writing, with tools for humanizing text and retrieving information about the underlying model.
    2
    283 npm
    1
    Apache 2.0