Skip to main content
Glama
118,118 servers. Updated
20 Best Observability MCP Servers: compared and ranked, November 2026Ranked from 695 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"A service for application performance monitoring and observability" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI agents to perform local video, audio, and file operations inside an isolated workspace, including cutting/concat videos, extracting audio, transcribing, and managing files, with typed responses and background job support.
    11
    1
    -
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides voice recognition and text extraction capabilities with support for both stdio and MCP modes, processing audio files or base64 encoded data and returning structured results with language, emotion, and speaker information.
    MIT
  • A
    license
    C
    quality
    B
    maintenance
    Enables Claude or any AI agent to operate Live 12 Intro end to end: creating tracks and scenes, writing and quantizing MIDI clips, loading audio onto the Arrangement timeline, setting device parameters in real units, drawing clip automation, mixing with real sidechain, and rendering or analyzing audio so the agent can check its own work. It exposes 57 tools over MCP or a local JSON socket, working within the stock Intro edition's 16-track, 16-scene limits.
    57
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude to turn a JSON song spec into a real, editable FL Studio project plus a matching MIDI file, then render it headless, master to a loudness target, and analyze the audio for loudness, tonal balance and section-level mix problems so the model can iterate without hearing.
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables AI agents to interact with the ParrotScribe transcription service on macOS, providing tools to start/stop transcription, retrieve real-time and historical transcripts, and search across sessions.
    8
    6 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Lets AI assistants query available voices from an OpenAI-compatible TTS service and synthesize text into audio with a chosen voice, tone, and speed, returning a public audio URL instead of Base64 data.
    2
    11 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables automated audio restoration, transcription, and speaker diarization via MCP tools for queuing files, monitoring progress, and retrieving speaker-labeled transcripts.
    9
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to search songs, retrieve details and lyrics, and manage personal playlists on NetEase Cloud Music, with optional local player control on macOS, all through a privacy-first, self-hosted service.
    17
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Gemini Audio MCP is a high-performance Model Context Protocol (MCP) server that leverages the power of the Gemini 2.0 Multimodal Live API to generate high-fidelity, environmental soundscapes on-demand.
    9
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables comprehensive video and audio processing using FFmpeg, supporting tasks like metadata extraction, clipping, scaling, and adding transitions or overlays. It provides a high-performance interface for building media processing microservices via FastMCP.
    12
    12
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables programmatic control of Ableton Live using natural language to manage session transport, tracks, MIDI clips, and device parameters. It also integrates ElevenLabs for AI-generated audio and provides a high-performance framework for real-time performance tools.
    16
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    MCP server for ElevenReader TTS service. Enables document management, URL/ebook upload, voice configuration, and progress tracking.
    17
    19 PyPI
    2
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Enables AI assistants to control Easy Effects on Linux via its control socket, including toggling global bypass, loading and saving presets, and reading or modifying plugin and parametric EQ settings. It also supports microphone monitoring, audio sharing, and applying AutoEQ-style EQ band lists.
    16
    1
    MIT
  • A
    license
    C
    quality
    B
    maintenance
    Enables MCP clients like Claude Desktop to control the fldigi amateur radio digital modem application, including modem, rig, log, and transmit functions, with a callsign-based transmit safety gate.
    22
    33 PyPI
    GPL 3.0
  • A
    license
    C
    quality
    D
    maintenance
    MCP server for interacting with Tdarr, a distributed transcoding system. Provides 21 tools for monitoring workers, managing flows, and controlling transcoding libraries.
    100
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Dynamically loads ComfyUI workflows as MCP tools, enabling AI assistants to generate images, videos, and audio by executing workflows across categories like text-to-image, image-to-video, and text-to-audio with automatic parameter mapping and progress monitoring.
    11,752 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables integration with Oomol Connect for executing tasks, managing blocks and packages, and uploading files. Supports task execution with real-time progress monitoring and intelligent polling across audio, video, and other processing workflows.
    11 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to manage voices and generate speech, multi-character dubbing, and batch audio through a local TTS service, including health checks and job polling.
    Apache 2.0