{"id":"vincentkaufmann-noapi-google-search-mcp","name":"noapi-google-search-mcp","af_score":60.2,"security_score":42.0,"reliability_score":37.5,"what_it_does":"Provides an MCP server exposing ~38 tools for local LLMs to perform Google web/search-like discovery, page visiting/extraction, and many other capabilities (feeds subscriptions with SQLite+FTS, YouTube transcription/RAG and clip extraction, local document OCR/extraction, image-related tools, email via IMAP, and utilities like QR/code/URL shortener/wiki/S3 upload). Designed to run without API keys by driving headless Chromium/Playwright and local ML tools.","best_when":"You want a local-first assistant that can browse/ingest content for research or knowledge capture on your own machine, and you can tolerate occasional breakage due to upstream site changes.","avoid_when":"You need a stable, documented, contractual API for Google-like data access; you must minimize legal/ToS risk; or you cannot review/contain the headless browser and data storage behaviors.","last_evaluated":"2026-03-30T13:50:17.406799+00:00","has_mcp":true,"has_api":false,"auth_methods":["None advertised for Google/web tools (operates via local headless browsing)","IMAP credentials for fetch_emails (per README example)","S3-compatible credentials for upload_to_s3 (implied by tool)"],"has_free_tier":false,"known_gotchas":["Web automation/scraping can break when Google page structures or bot detection changes.","CAPTCHA-solving is attempted; results are best-effort and may fail depending on challenge types and upstream defenses.","Rate limiting and dynamic content can lead to timeouts unless the agent handles backoff.","Some tools have significant runtime (headless Chromium, transcription, OCR) and may need timeouts/queueing.","Upstream content variability (feeds/transcripts/video pages) can yield inconsistent schemas/fields unless the agent robustly validates outputs."],"error_quality":null}