"AI tools for debugging Python code" matching MCP connectors:

Media intelligence analysis for audio, video, and images via the Echosaw MCP server.

Convert images to PNG, JPEG, WebP, or AVIF through one public remote MCP tool.

The CNAPS.ai MCP Server lets Claude build and run AI image, video, and text pipelines mid-conversation — no dashboard, no manual node-wiring. Describe a task in plain language (e.g. "upscale this photo 4x") and Claude selects the right model(s), wires a pipeline, and runs it.

Create amazing video experiences with the Qencode API, straight from your AI assistant.

Clean YouTube transcripts for agents: single videos, channels, playlists, plus AI caption cleanup.

One tool surface for music, image, video, and audio generation across Suno, Grok Imagine, Seedance, Kling, Hailuo, Wan, VEO, Ideogram, and GPT Image 2. Generate, edit, upscale, reframe, and master through one credit pool. Connect in one click with OAuth, no API key required.

Video, audio, and image processing for AI agents: convert, transcribe, upscale - 150+ operations.

A one-stop creative pipeline for AI agents: generate, upscale, enrich, sign, store, mint. 24 paid MCP tools powered by Stable Diffusion, Imagen 3, ESRGAN, and Gemini — plus 53K+ museum artworks from Alexandria Aeternum. Three payment rails, volume discounts, and a free trial to start.

AI-manageable audio CDN: upload, transcode, normalize, stream & deliver audio, plus grounded docs.

Picorn turns AI briefs into editable social images and videos with layers, timelines, and renders.

Compress images to target sizes (80%+ smaller). Tools: compress_image, convert_image, optimize_image

MCP server for Clipkit — gives AI agents a video toolbox via the Clipkit schema.

Render animated motion-graphics overlays as MP4: lower thirds, titles, callouts

Render HTML, Markdown, or URLs to images, PDF, or branded artifacts; extract and watch pages.

Generate images, GIFs, and PDFs from HTML, URLs, or templates — from your AI agent.

Provides YouCam API for AI image and video editing and generation.

Run multi-step AI pipelines for video, image, audio and text: upload media, run, poll results.

Search 4M+ podcasts & YouTube, transcribe any episode, search transcripts, generate AI lessons.

Make videos and docs with your AI agent — describe what you need, every output stays editable.

Generate a custom QR code in PNG or SVG format.