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  • A
    license
    A
    quality
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    maintenance
    A pre-action risk gate for AI agents. Your agent calls the forecast tool before any irreversible action — send email, run SQL, make a payment, delete a file — and gets a risk score (0–100) and a GO / CONFIRM / STOP verdict in a few seconds.
    1
    519
    MIT
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    license
    B
    quality
    D
    maintenance
    MCP server for Langfuse that lets Claude Code create projects, manage API keys, and query traces without touching the web UI. Designed to work with a self-hosted Langfuse v3 stack running locally via Docker Compose.
    20
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    A Model Context Protocol server that enables AI tools to automatically log their activities with detailed metrics like timestamps, token usage, and costs into daily markdown worklog files.
    1
    3
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A read-only MCP server that reports largest files, folder sizes, and disk usage, running locally without any data leaving your machine.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Logs LLM interactions to local CSV or Markdown files with automatic categorization for detailed tracking. It provides an interactive HTML dashboard to visualize query volume, model usage, and category distribution.
    3
  • A
    license
    A
    quality
    B
    maintenance
    MCP server that transforms raw log query results into structured incident reports (Markdown, JSON, HTML) with correlation to git commits and tickets.
    5
    9
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables coding agents to log friction events (tried, failed, minutes lost) and allows reviewers to cluster, rank, and resolve these vents locally without network access.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    A locally-hosted MCP (Model Context Protocol) server that gives Claude real tools to debug Docker containers — fetch logs, inspect memory/CPU, and run diagnostic commands inside a container, all from a chat with Claude Desktop.
    3
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A read-only MCP server that bridges AI assistants to SAP Cloud ALM, exposing read APIs through four intent-based tools. It runs locally over stdio or remotely over Streamable HTTP, and can be deployed to SAP BTP Cloud Foundry.
    4
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Extends the official Google Ads MCP with a safe write layer for creating paused-by-default Search campaigns and an account auditor, all running locally with no hosted dependencies.
    13
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables LLMs to analyze network packet captures (PCAP files) from local or remote sources through a modular architecture. Supports DNS traffic analysis with structured JSON responses for network security and troubleshooting tasks.
    9
    51
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.
    33
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A Model Context Protocol (MCP) server for the RIPE Atlas network measurement platform. Enables AI assistants to create network measurements, retrieve results, search probes, and manage credits.
    13
    53
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to alert users locally by playing a notification sound and showing a system banner when a task finishes or attention is needed, with support for custom sounds and multiple MCP clients.
    2
    243
    MIT