{"id":"linuxserver-changedetection-io","name":"changedetection.io","af_score":30.8,"security_score":43.5,"reliability_score":45.0,"what_it_does":"changedetection.io is a self-hosted website/content change monitoring tool. It periodically fetches web pages, detects changes, and can notify you (e.g., via integrations) when content differs from a previous snapshot.","best_when":"You can deploy and operate the service (Docker or similar), and you want automated detection + notifications for web page content over time.","avoid_when":"You need guaranteed completeness for highly dynamic single-page apps without stable selectors/strategies, or you cannot tolerate the operational overhead of self-hosting.","last_evaluated":"2026-03-30T15:23:11.688107+00:00","has_mcp":false,"has_api":false,"auth_methods":["No explicit auth model identified from provided info; typically self-hosted with web UI protected by app/server settings"],"has_free_tier":true,"known_gotchas":["Self-hosted services may not expose stable machine APIs, making agent automation harder.","Dynamic pages may cause noisy diffs; agents that configure monitors may need domain-specific tuning (selectors/ignore rules)."],"error_quality":0.0}