"Improving the Software Development Process" matching MCP connectors:

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

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.

Deepfake detection, media intelligence, and invisible watermarking for audio, image, and video via the Resemble AI API, plus docs tools. Remote MCP server (Streamable HTTP) — also published in the official MCP registry as io.github.resemble-ai/resemble-mcp.

qart.uk MCP server: resolve scanned codes, browse the free pool, and buy QR artwork.

Deterministic CR80 pixel-geometry scaler. Callers supply the card and object pixel geometry; this MC

Process video, audio, images, and documents with 86+ cloud media processing robots.

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

Verify a photo's capture time and provenance: C2PA validation, EXIF/XMP, and pixel forensics. Free keyless use; one clear verdict per image. C2PA Conformant Validator, listed on the C2PA Conforming Products List.

OCR.space MCP — wraps the OCR.space API (ocr.space) for image/PDF → text OCR.

AI video generation via the Vivideo API: auto or manual mode, avatars, voices, brand kits.

Decode an SSTV audio recording and anchor its fingerprint and image hash to the Knox event chain.

Create and manage cinematic AI video renders through the Future Video Studio Agent API.

Generate AI videos and images from Claude, Claude Code . Browse the curated model catalog with per combination pricing, price a job before spending, generate, and pull finished assets from your aicut library.

Official Zvid MCP server: render videos and images from JSON and manage templates, projects, webhooks and credits from any MCP client — Claude, Cursor, Codex, n8n — through the Zvid REST API.

Agent-native video composition API over MCP. Compose imported footage into production-quality video (content-aware reframing, captions-behind-subject, motion graphics). Author the edit as data, validate for free, render deterministically.

Hosted MCP server that gives AI agents (Claude, Cursor, Codex, etc.) access to the full Runware API — image generation, video generation, audio generation, 3D, upscaling, background removal, captioning, and more.

Create images and videos with OfflineCreator Studio through OAuth or the npm stdio server.

Create finished video ads from chat. Give a product URL; Notch scripts, generates, and edits the ad.

Video scene understanding for AI agents via the Primate Vision API.

Turn footage into finished video: content-aware reframing, captions behind the subject, graphics.