Siftrio
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Siftrio

Web Application
2026

AI-powered project memory platform that centralizes scattered project context — meetings, decisions, requirements, and risks — into a searchable knowledge layer with citation-backed AI responses.

Siftrio is an AI-driven platform designed to eliminate context loss across software projects. It ingests project knowledge from meetings, documents, Google Calendar, Fireflies.ai, and Jira into a unified, searchable workspace. Teams can ask natural language questions and receive AI-generated answers grounded in their actual project data — not hallucinations. Features include AI-powered meeting analysis with structured insight extraction, a hybrid RAG pipeline built with LangGraph, an MCP server for IDE-native access, and an approval queue ensuring nothing goes live without human review. Built with a clean architecture backend and a modern responsive frontend for teams managing multiple clients and projects.

Technologies Used

Next.jsTypeScriptTailwind CSSShadcnFramer MotionReact Hook FormZodTanStack React QueryFastAPIPythonSQLAlchemyAlembicPydanticLangChainLangGraphMistralAIpgvectorPostgreSQLGoogleAtlassianFirefliesMCPDockerSupabase

Key Features

  • Hybrid RAG pipeline with vector search, keyword search, and reciprocal rank reranking built on LangGraph
  • AI meeting analysis extracting summary, outcomes, blockers, requirements, action items, decisions, and risks
  • Natural language project memory chat with citation-backed AI responses
  • Multi-tenant workspace hierarchy with role-based access (Workspace > Client > Project)
  • Knowledge entity management for requirements, action items, decisions, risks, and questions with approval workflows
  • Fireflies.ai integration for automatic transcript ingestion and meeting matching
  • Google Calendar integration for event creation and Google Meet link generation
  • Jira OAuth integration for project mapping, bidirectional action item sync, and issue tracking
  • MCP server exposing 16+ tools to Cursor, VS Code, and other IDEs for context-native development
  • Approval queue with status tracking ensuring extracted insights are reviewed before going live
  • Async SMTP email system for team invitations with HTML templates
  • Secure JWT authentication with access/refresh token flow and cookie-based session management