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watch-skill

PyPIInfrastructure

PulseGate's liveness check found it on 8 Oct 2026; it is registered on GitHub and PyPI and has been in the index since 8 Aug 2026. How this is checked

watch-skill is an open-source developer package that lets AI agents watch, index, query, and iterate on video. It provides MCP, CLI, REST, and Python interfaces with transcription, vision, FFmpeg, and yt-dlp support.

Inferred · not functionally tested

Open SourceMITCLISelf-hostedAPI
Visit PyPI
267stars
39forks
10features
2026since

Overview

6 features

Purpose: Giving AI agents a way to ingest, index, understand, and interact with video content.

Inferred · not functionally tested

Audience: AI developers building video-capable agents

Inferred · not functionally tested

Functions: data_extraction, agents

Inferred · not functionally tested

Interfaces: API: indicated (inferred, not tested) · MCP: indicated (inferred, not tested) · CLI: indicated (inferred, not tested) · Self-hosting: indicated (inferred, not tested)

Recorded constraints: pricing: open_source · license: MIT · platforms: CLI · deployment: cli, self_hosted, api_only

Constraint provenance is unknown; confirm requirements with the publisher.

Record sources: pypi.org · github.com. These links do not verify the individual claims.

watch-skill sits in PulseGate's Frameworks & runtimes category. Inferred · not functionally tested: It focuses on giving AI agents a way to ingest, index, understand, and interact with video content. Inferred · not functionally tested: watch-skill is an open-source project aimed at AI developers building video-capable agents. Basis unknown · not verified: watch-skill is open source under the MIT license. Basis unknown · not verified: It runs on the command line and API, and it can be self-hosted.

Behind watch-skill is oxbshw, and it first shipped in 2026. The project is developed in the open on GitHub with 267 stars and 77 commits in the last 90 days. Inferred · not functionally tested: Among its 6 catalogued features are video input, video indexing, and Video Q&A. Inferred · not functionally tested: Catalogued interfaces include an MCP server and a public API.

Summary written by a language model from the project’s public pages.

Tasks: Inferred · not functionally tested

  • Video input
  • Video indexing
  • Video Q&A
  • Video iteration
  • MCP server
  • CLI access

Topics: Inferred · not functionally tested

Tags
video-agentsmcp-servervideo-indexingtranscriptionvision-processing
AI capabilities
VideoMultimodalText
Inference: Cloud API

JSON profile · Text profile · Access guide

Built with & integrations

Connectors
MCPAPI
Runs on
CLISelf-hostedAPI-only

Trust & compliance

License
MIT
Public signals
HTTPSOpen SourceFree tierGitHub · ★ 267Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed8 Aug · 17:28 UTC
    watch-skill seen via PyPI Bulk Enumerator
    Source: PyPI Bulk Enumerator · Open

Frequently asked questions about watch-skill

What does watch-skill do?
Inferred · not functionally tested: Watch-skill focuses on giving AI agents a way to ingest, index, understand, and interact with video content. It is catalogued under Frameworks & runtimes on PulseGate.
Who should use watch-skill?
Inferred · not functionally tested: watch-skill is an open-source project built for AI developers building video-capable agents.
Does watch-skill have a free plan?
Basis unknown · not verified: Yes — watch-skill is open source under the MIT license and free to use.
What platforms does watch-skill run on?
Basis unknown · not verified: watch-skill runs on the command line and API. It can also be self-hosted.
Is watch-skill still maintained?
PulseGate's liveness check found it on 8 Oct 2026. Its GitHub repository shows 77 commits in the last 90 days.
Who develops watch-skill?
watch-skill is developed by oxbshw.
How long has watch-skill been around?
watch-skill first shipped in 2026.
Is watch-skill open source?
Basis unknown · not verified: Yes — watch-skill is open source under the MIT license, developed on GitHub.

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