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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
    19 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