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  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables LLMs and AI assistants to interact with Tilt development environments, providing tools to list resources, fetch logs, and monitor status.
    21,047 PyPI
    4
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables agents to autonomously investigate deployment health by inspecting Kubernetes resources, comparing live cluster state against Git, and correlating findings with Dynatrace problems.
    11
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    Exposes a Kubernetes cluster to MCP-compatible AI clients, enabling read-only and optional write operations on cluster resources like pods, deployments, and namespaces through natural language.
    9
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    AI development observability platform. It silently captures structured data from vibe coding sessions via MCP and codifies deviation patterns into project rules to make AI write better code. 100% local and zero runtime dependencies.
    10
    17 npm
    8
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables monitoring Linux RAM/swap and /tmp tmpfs pressure, detecting and safely sweeping orphaned development workers behind a protected denylist with dry-run safeguards, and removing age-gated stale sockets and scratch caches.
    5
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    A local MCP server for read-only querying of AWS resources (Lambda, S3) via Boto3, currently exposing a health check tool with planned tools for listing resources and checking free tier.
    7
    -
  • A
    license
    A
    quality
    C
    maintenance
    MCP server that wraps Drain3 for streaming log template mining, read-only matching, parameter extraction, and model persistence, exposing tools and resources to train on logs and query learned templates.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for the beacon log analytics platform, exposing beacon's REST API as MCP tools and resources for AI agents to query and analyse AI-assistant usage data.
    11
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    iOS leak hunting and performance investigation. Reads .memgraph and .trace files, classifies retain cycles against a 34-pattern catalog with Swift fix templates, bridges to source via SourceKit-LSP. 28 MCP tools, 34 catalog resources, 5 investigation prompts.
    42
    44 npm
    14
    Apache 2.0
  • F
    license
    A
    quality
    C
    maintenance
    Enables observation-only system inspection through MCP, exposing system identity, resources, process summary, and network summary without any mutation or command execution.
    4
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables real-time tracking of AI task starts and completions with integrated webhook notifications for monitoring activity. It allows users to log progress and send task-related event data to external services via configurable webhook URLs.
    3
    11 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for managing Proxmox VE clusters — provision VMs and containers, manage snapshots and backups, execute commands, browse storage, and monitor resources through natural language
    37
    132 PyPI
    17
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A read-only MCP server for inspecting Kubernetes clusters, allowing LLMs to list resources, describe pods, and read logs without mutation.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Production Model Context Protocol (MCP) server for business — replaces stale generic descriptions with concrete 2026 technical intelligence and data agents. Exposes dynamic KPI analytics, forecasting, anomaly detection, and schema resources across 10 enterprise domains via FastMCP over stdio and SSE transports.
    9
    AGPL 3.0
  • F
    license
    A
    quality
    D
    maintenance
    An MCP server for tracking and managing AI command usage history using a PostgreSQL database. It enables users to log, search, and view statistics for various AI-related commands and their execution contexts.
    5
    -
  • F
    license
    A
    quality
    B
    maintenance
    Provides AI coding agents with real-time visibility into local development runtime state, enabling them to tail application logs, inspect ports, monitor process metrics, and diagnose network errors.
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    Captures browser console messages (log, warn, error, etc.) and makes them available to AI language models like Claude Code and Gemini CLI for seamless debugging and development.
    4
    20 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to inspect, query, and diagnose problems within Octopus Deploy instances. Provides read-only access to deployments, releases, projects, environments, and other DevOps resources to transform AI into your ultimate DevOps wingmate.
    30
    933 npm
    102
    Mozilla Public 2.0