A local ledger of every tool call your coding agents make
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Rather than asking a model whether the change worked, it indexes the recording and answers with a timestamp plus a deterministic check that either passes or fails.
Watch Skill turns video, audio and screen recordings into searchable, timestamped evidence an agent can cite. It indexes a recording once by extracting frames, transcripts and OCR text, then answers questions with timestamps attached. Alongside that it runs verification contracts over file digests, JSON values, SQL queries, HTTP responses and DOM state, checks that pass or fail rather than opinions. The two combine into a capture, critique, fix and re-verify loop aimed at UI work. It runs local-first, installs from PyPI or npm, and plugs into Claude Code and Cursor. MIT, 368 stars.
A local ledger of every tool call your coding agents make
The Hacker News front page, each story turned into a short narrated explainer
Approval gates and an audit ledger for coding agents left running unattended
An open-source safety layer that checks every AI agent action before it runs
Open-source agent that takes a ticket to a reviewed pull request, with proof
DeepSeek's open-source agent harness where every capability is a plugin