{"id":"coexistai","name":"CoexistAI","af_score":53.5,"security_score":45.0,"reliability_score":null,"what_it_does":"Modular research assistant framework that combines multiple data sources (web search, Reddit, YouTube, maps, git repos, local files) into unified workflows. Provides FastAPI endpoints for each data source, supports multiple LLM providers (Gemini, OpenAI, Groq, Ollama), includes text-to-podcast and text-to-speech generation, and offers MCP protocol support for agent integration.","best_when":"You want a self-hosted research assistant that aggregates multiple data sources (web, social media, video, maps, code) with LLM-powered summarization and optional MCP integration.","avoid_when":"You need high reliability for production workloads, or you want a simple single-purpose tool rather than a multi-source framework.","last_evaluated":"2026-03-01T09:50:05.419415+00:00"}