AgentScout / Tasks / Building multi-agent systems / Research and reports

Research and report agents for building multi-agent systems

Agents that search, read many sources and return a cited answer or report. Of the 102 tools on our building multi-agent systems page, 8 fit this narrower job. By pricing: 6 open source, 1 free or freemium, 1 paid, usage-based or enterprise. The most-starred open repos here are DeepCode (16,756 stars), AutoDev (4,561 stars), Paper2Agent (3,892 stars). Most come from the coding (2), research (2), security & governance (2) categories.

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DeepCode logo

DeepCode

codingOpen source

Open agentic coding system that turns papers and specs into code with multi-agent orchestration.

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AutoDev logo

AutoDev

codingOpen source

Multi-agent development platform built on Kotlin Multiplatform for research, coding, review and data queries across IntelliJ, VS Code, CLI and more.

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Paper2Agent logo

Paper2Agent

researchOpen source

Multi-agent system that turns a research paper and its code into a working MCP server and agent skills you can query and run.

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Pentest AI Agents logo

Pentest AI Agents

Newsecurity & governanceOpen source + cloud

Turn Claude Code into your offensive security research assistant. Specialized AI subagents for authorized penetration testing plan engagements, analyze recon, research exploits, build detections.

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open-kritt logo

open-kritt

security & governanceOpen source + cloud

A self-hosted AI security research tool that orchestrates agents to hunt for vulnerabilities in a codebase and then validate and rank what they find; managed scans are also offered.

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Grok Bot Jev Router logo

Grok Bot Jev Router

agent infraOpen source

Grok Bot Jev Router is an open-source Python reference router that puts TypeSafe Jev in front of Grok Bot as a cheap decision layer. Before expensive research, browser, retry or subagent work, Jev classifies the request and returns an explicit action such as reuse a cached result, stop a failing retry, cap research, run a deterministic step, or ask a human. It starts in shadow mode that only logs decisions, has an active mode for a Grok Bot skill that honors them, and includes a kill switch. It never sends, pays or deletes anything itself.

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Crewdle logo

Crewdle

business agentsUsage-based

Hire autonomous agents and teams for support, sales, bookkeeping and research, paid per task.

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Google Deep Review logo

Google Deep Review

researchFreemium

Google Research's multi-agent system that checks research papers, design docs, and legal or financial documents for logical gaps and unsupported claims.

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GitHub repos (6)

RepoGitHub starsLicenceLast push
DeepCode ↗16,756MIT2026-10-26
AutoDev ↗4,561Mozilla Public License 2.02026-09-25
Paper2Agent ↗3,892MIT2026-09-17
Pentest AI Agents ↗2,377——
open-kritt ↗2,353—2026-10-26
Grok Bot Jev Router ↗119—2026-09-28

6 repos. Stars and licence come from each repo, checked when the listing was last verified.

FAQ

What are the best AI tools for building multi-agent systems focused on research and reports?

We list 8. The first three by GitHub stars and featured status are DeepCode: Open agentic coding system that turns papers and specs into code with multi-agent orchestration.; AutoDev: Multi-agent development platform built on Kotlin Multiplatform for research, coding, review and data queries across IntelliJ, VS Code, CLI and more.; Paper2Agent: Multi-agent system that turns a research paper and its code into a working MCP server and agent skills you can query and run.

Are there free or open-source options?

Yes: 6 open source, 1 free or freemium, 1 paid, usage-based or enterprise. Pricing is as each maker states it.

More from building multi-agent systems

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