"Audi" matching MCP servers:

An MCP server that audits W&B experiments to catch confounded ablations, training pathologies, and misleading sweep conclusions across many runs.

AI Self Audit - MCP server providing AI-powered tools and automation by MEOK AI Labs

Enables local, private analysis of YouTube URLs and local audio files to extract BPM, key modulations, vocal presence, transient punch, stereo width, and CLAP vibe embeddings, returning structured sonic signatures for AI agents and CLI users.

Enables exact Claude API cost estimation from token counts with correct prompt-cache economics, plus cache break-even analysis showing whether and at which TTL reusing a prefix pays off. It also scans source code for tiktoken-based token counting used alongside Claude models and points to the correct fix.

Enables audio source separation into vocals and instruments using ComfyUI MelBandRoFormer models via a set of MCP tools.

Enables analysis of acoustic vocal emotion, prosodic valence, and customer frustration from audio inputs through a zero-dependency MCP server.

Exposes OpenAI's gpt-image-2 and gpt-image-1.5 to Claude Code as a single tool for generating, editing, or composing images with automatic model selection.

Generates a comprehensive 5-section PDF audit for any website covering SEO, AEO, technical, authority, and AI visibility using Ahrefs, CrUX, and OpenAI.

Captures and transcribes system audio in real-time using OpenAI Whisper, enabling meeting transcription, content creation, and accessibility through natural language.

An MCP server that audits LLM-as-judge evaluations, detecting judge drift across runs, measuring bias through controlled probes, and comparing judge agreement with human raters.

Open-source AWS security scanner with Attack Chains, Breach Cost Estimation, and MCP Server. 47 checks across 15 AWS services. Every finding includes copy-paste remediation (CLI + Terraform) and a dollar-risk estimate with verified source. First free standalone AWS security MCP server - Prowler and Wiz require paid SaaS.

Read-only MCP server for Google Search Console: performance queries, URL inspection, indexing checks, sitemaps, and one-call HTML SEO audit reports.

Discover audio and LLM services, compare seven voices, and check prices for free. Generate speech, transcribe audio and request LLM text with optional capped USDC payments on Base; voice-cloning requirements are also available.

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.

Generates four game-ready AI sound effect candidates from a text description, lets users audition them, and installs only the selected WAV into Unity, Godot, or generic game projects.

Enables LLM agents to analyze retail shelf photos via computer vision, including product counting, gap detection, price tag reading, and planogram compliance checking.

MCP server for audio transcription using OpenRouter models, supporting verbatim, cleaned, and custom transcription modes.

Enables MCP clients to run hosted audio tools such as stem splitting, analysis, segmentation, mastering, sample-pack generation, audio-to-MIDI conversion, music generation, synth-preset creation, and text-to-vox singing.

Enables AI agents to fuse 2D/3D visual bounding boxes, user head-pose gaze vectors, and acoustic beamforming azimuth angles into cross-modal focal salience scores. It also resolves deictic spatial references in real time, running as a zero-dependency Python MCP server over JSON-RPC stdio.

Enables AI assistants to mix, master, and analyze audio using the RoEx Tonn API through MCP tools.