{"id":"mtwn105-decipher-research-agent","name":"decipher-research-agent","af_score":47.2,"security_score":60.0,"reliability_score":33.8,"what_it_does":"A full-stack AI research assistant that turns topics/URLs/documents into “research notebooks” with automated web sourcing (via Bright Data MCP), summarization, interactive Q&A over embedded content (Qdrant), FAQ generation, mindmaps, and audio overviews.","best_when":"You want an agentic research workflow that combines retrieval from the web and structured synthesis into a notebook-like output.","avoid_when":"You need a documented, production-grade public API/SDK with strong operational guarantees, or you cannot safely manage third-party scraping/TTS/LLM providers and their data handling.","last_evaluated":"2026-03-30T13:42:17.926987+00:00","has_mcp":true,"has_api":false,"auth_methods":["Bright Data API token + optional browser auth (for MCP web access)","Better Auth (application authentication for the platform)"],"has_free_tier":false,"known_gotchas":["Web-scraped content should be treated as untrusted; agent workflows must handle noisy/variable HTML and extraction failures.","Scraping via MCP may incur rate limits/credit usage; large batch runs can exhaust quotas.","RAG quality depends heavily on document conversion/extraction quality (e.g., MarkItDown, scrape_as_markdown) and embedding settings."],"error_quality":0.0}