Multi-Agent AI Research System

Research any topic with 10+ AI Agents

Watch AI agents collaborate in real-time to research, fact-check, and synthesize comprehensive reports with full citation graphs and trust scores.

10+

AI Agents

Search Tools

5-dim

Trust Score

Real-time

SSE Stream

Deep Research Swarm — Sample Run Stats

Agents Spawned

LLM Calls

Tool Calls

Claims Verified

Everything you need

A production-grade multi-agent research system with real-time observability.

Multi-Agent Research

AI agents collaborate to research any topic — Searchers, Browsers, Fact-Checkers, and Critics working in parallel.

Real-Time Dashboard

Watch agents work live with react-flow visualization. See every tool call, status change, and citation as it happens.

Trust Scoring

Every claim is independently verified with 5-dimension trust scoring: authority, agreement, recency, fact-check, and internal consistency.

Citation Graph

Neo4j-powered knowledge graph connecting claims, sources, and sub-questions. Click any node to explore the evidence chain.

Intelligent Routing

Planner assigns optimal tools per sub-question: arXiv for papers, GitHub for code, Serper/Tavily for news, pgvector for internal docs.

Built with LangGraph

Orchestrator-worker pattern with stateless async agents, slot-based write isolation, and circuit breakers.

How it works

Orchestrator-worker pattern with stateless agents and shared memory.

Agent Pipeline — Parallel Execution Flow

User Query

The research question to investigate

Planner

Hypothesis tree + search strategy

Lead Orchestrator

Decomposes into 3–8 sub-questions + assigns tools

Searcher Agents

3–8 parallel workers (one per sub-question)

Sub-question → Search

Query normalization

Multi-tool synthesis

Browser Workers

2–4 parallel workers

Deep URL fetch

JS rendering

Content extraction

Critic

Gap analysis + loop decision (max 2 rounds)

Find gaps

Contradictions

Loop or proceed

Fact-Checker Agents

Parallel claim verification

Claim extraction

Independent search

Trust score (5-dim)

Synthesizer

Integrates all findings → coherent report

Citation Formatter

Embeds verified citations into the final report

Final Report

Claims + Trust scores + Citations

Tech Stack

Python

Core backend logic

TypeScript

Type-safe full-stack

Next.js

React dashboard

FastAPI

Backend framework with SSE streaming

LangGraph

Multi-agent orchestration

react-flow

Agent graph visualization

Neo4j

Citation knowledge graph

PostgreSQL

State store + pgvector

Redis

Hot state cache

Docker

Containerized deployment

Langfuse

LLM observability & tracing

OpenTelemetry

System traces & metrics

Tools

Tavily

LLM-optimized web content with advanced search depth

Serper

Google Search API for maximum freshness

Exa.ai

Semantic-first search, ideal for academic content

arXiv

Structured metadata for research papers and preprints

GitHub

Repo search, README extraction, code analysis

DuckDuckGo

Unlimited free fallback search — never runs out

Playwright

JS-rendered pages, PDFs, paywalled previews

pgvector

User-uploaded document search via vector similarity