Loop XXI · Research tools
See what changed.
Source Watch records dated observations of permitted public sources. You review what matters.
A record you own.
Compare response fingerprints, preserve collection failures, and keep evidence alongside your decisions.
Download the toolkitClear boundaries.
Use permitted public sources only. The collector excludes private networks, authentication, queries, and redirects. It makes no paid model calls or republished-content claims.
Local software requires Python 3.9 or newer. Review changes with direct evidence. The earlier hosted runner and credit top-ups remain paused.
Scope a research workflow