an MCP (Model Context Protocol) server that gives AI coding agents the ability to see.
An MCP server that gives AI coding agents eyes. Turn any screen recording into a structured timeline your agent can reason over.
Install · Configure · Use · How it works · Roadmap
Coding agents like Claude Code, Codex, and Cursor reason well over text, code, and images — but they're blind to video. Developers share bugs, demos, and tutorials as screen recordings all the time. Watch bridges that gap: it analyzes a video and returns semantic events, not a frame-by-frame dump, so the agent can answer questions about what actually happened.
AI coding agents already have the brain. Watch gives them eyes.
A compact, structured timeline instead of thousands of tokens of frame descriptions:
cost reports real usage from the endpoint (via OpenRouter usage accounting); it's null for mode="manual" and getframes since those make no model call.
Event type is one of navigation, interaction, error, uichange, terminal, network, loading, dialog, codeedit, other.
watch(videopath, query=None, mode="sample", start=None, end=None) — analyze a video, return the timeline above plus a videoid. Modes:
mode what it does cost --- --- --- sample (default) AI scans scene-sampled frames → timeline cheap, flat manual no AI — just cache the video, return videoid + duration so the agent inspects frames itself zero full send the whole clip to a video-native model (start/end trims it first) scales with duration
full needs a video-capable endpoint. On OpenRouter that means e.g. qwen/qwen3.5-, qwen/qwen3.6-, or xiaomi/mimo-v2.5 — the qwen2.5-vl / qwen3-vl series are image-only and only work with sample
From the project README.
Add the radar badge to your README — it shows your project was picked up by MCP Radar and links to this page:
[](https://mcp.liqiwa.com/s/ManzarAli25--watch-it.html)
Turn scattered notes, docs and transcripts into a queryable Markdown wiki — an LLM knowledge-base compiler with MCP access, no embeddings, self-hosted.
alxgntv/substack-api-mcpMCP server for Substack posts (FastMCP + substack-api-client)
sm18lr88/STT-MCPFast, local speech-to-text MCP server
simonw/mcp-explorerCLI tool for exploring an MCP server
sandeepbazar/ocm-mcp-serverAn MCP server that lets AI agents operate a multi-cluster Kubernetes fleet through an Open Cluster Management hub, with policy, approval, and audit between the model and your clusters.
Vladimir-Human/ru-marketplace-mcpДевять российских маркетплейсов и китайский Taobao как MCP-серверы: Wildberries, Ozon, Яндекс Маркет, Детский мир, Авито, Мегамаркет, Lamoda, DNS, Ситилинк. Плюс сравнение цен по всем сразу. Только чт
The top new MCP servers of the week, every Monday. No spam, unsubscribe anytime.