Image Forensics Python Packages

imgtrail

Bulk reverse image search for your own photos: point it at your Instagram export and it finds where else on the web they appear — then verifies every hit by perceptual hash before reporting it.

snapwonders-mcp

Official MCP server for the snapWONDERS API — let an AI assistant hide, reveal, analyse and convert files on your own machine.

snapwonders

Official Python SDK for the snapWONDERS API — steganography (hide & reveal), forensic media analysis, and format conversion in a few lines.

is-it-ai-mcp

MCP server that reads C2PA Content Credentials: what an image declares about its own origin, and whether that declaration still verifies

langchain-chronoverify

Image provenance for AI agents: drop-in recipes to give any agent capture-time and provenance verification with ChronoVerify. MCP one-click install, OpenAI/Claude tool defs, LangChain/LlamaIndex/CrewAI/n8n, and REST.

image-provenance-inspector

Inspect image metadata, C2PA Content Credentials, and editing provenance to explain camera-captured, AI-edited, and AI-generated images.

vaas

VAAS is an inference-first, research-driven library for image integrity analysis. It integrates Vision Transformer Attention Mechanisms with patch-level self-consistency analysis to enable fine-grained localization and detection of visual inconsistencies across diverse image analysis tasks.

cgvsphoto

Computer Graphics vs Real Photographic Images : A Deep-learning approach