io.github.marwanm7moud/watch-video
Watch Video
Is the Watch Video MCP server down? No. It answered initialize and tools/list in the probe of 2026-10-31.
Let an AI watch a video: timestamped transcript, scene-selected keyframes and exact frames. Local.
alive probed 2026-11-15 · unchanged since 2026-10-31
- Run it
- uvx watch-video-mcp@0.2.0 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- video
- Capabilities
- prompts, resources, tools
- Instructions
- none
- Of a 1M window
- 0.1 % of a 1M context window
- Count
- 1.3k tokens in Claude Opus 5.5, exact, measured 2026-10-31. With the Claude Code prefix mcp__…__ on each tool name: 1.4k. The o200k_base estimate is 748. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/marwanm7moud/watch-video
- Registry
- active, updated 2026-10-31 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.78×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| video_overview | 520 | 293 | 39 % |
| get_frames | 231 | 130 | 17 % |
| scan_range | 188 | 106 | 14 % |
| search_transcript | 165 | 93 | 12 % |
| get_transcript | 154 | 87 | 12 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- Sendermap io.github.marmot7775/sendermap · needs args
- Refactoring MCP Server io.github.marshally/mcp-refactoring · needs mcp<2
- io.github.martimy/batfish-q-mcp · alive
- ResearchTwin io.github.martinfrasch/researchtwin · crashed on start
- MaskFlow PII proxy io.github.maskflow/mcp · needs args
- Selvedge io.github.masondelan/selvedge · needs args
- FaintMark io.github.matchalatteguy/faintmark · alive
- io.github.matematicsolutions/at-eli-mcp · alive
Servers that mention video.
- Apatero Studio ai.apatero/studio · needs auth
- AI Media Studio ai.b77/ai-media-studio · needs auth
- Beatra ai.beatra/beatra · needs auth
- Bloopo — AI Ad & Creative Studio ai.bloopo/bloopo · needs auth
- CCAPI ai.ccapi/mcp · alive
- Compeller ai.compeller/compel · alive
- ContentMaschine ai.contentmaschine/contentmaschine · needs auth
- CueFrame ai.cueframe/cueframe · alive
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers initialize and tools/list. Nothing to fix.