# Best multi-agent tools by scenario

- [Best multi-agent tools for coding agents](https://multiagentguide.top/best/coding-agents.md): This page covers tools for running more than one coding agent on a codebase: harnesses with built-in subagents, and layers that run several harness sessions in parallel. The order follows the criteria below, not popularity. Every reason cites a field of the tool's record; open the tool page for the evidence links. Data as of 2026-09-30.
- [Best multi-agent frameworks for customer support](https://multiagentguide.top/best/customer-support.md): Support systems route a message to the right specialist, keep the conversation state, and hand over to a person when needed. This page lists tools whose records document routing or handoffs plus a human escalation path. The order follows the criteria below. Data as of 2026-09-30.
- [Best multi-agent frameworks for enterprise governance](https://multiagentguide.top/best/enterprise-governance.md): Governance here means: a person can approve or stop an action, runs can be persisted and audited, tool access can be restricted by policy, and the vendor's support position is stated. This page ranks frameworks by what their records document on those points. Data as of 2026-09-30.
- [Best multi-agent frameworks for Java and the JVM](https://multiagentguide.top/best/java-jvm.md): Few multi-agent frameworks have a first-party Java SDK. This page lists the ones in this directory that do, with what each record says about feature gaps compared with the same vendor's other SDKs. Data as of 2026-09-30.
- [Best tools for running multiple coding agents in parallel on one repository](https://multiagentguide.top/best/parallel-coding-agents.md): These tools sit on top of coding agents you already use (Claude Code, Codex, OpenCode and others) and let several of them work on the same repository at once. They differ in how they keep agents apart, how a person reviews and merges the results, which agents they launch, and whether they are a desktop app, a terminal program or a task board. The order follows the criteria below, not popularity. Data as of 2026-09-30.
- [Best multi-agent frameworks for research agents](https://multiagentguide.top/best/research-agents.md): Research agents search, read, cross-check and write reports, usually by splitting a question across workers and merging the results. This page lists frameworks and harnesses whose records document that pattern. The order follows the criteria below. Data as of 2026-09-30.
- [Best multi-agent tools for self-hosted and local use](https://multiagentguide.top/best/self-hosted-local.md): These tools run on your own machine or server, with your own model keys or local models, and do not require the vendor's hosted service. Licenses differ, and some are source-available rather than open source; each reason states what the record says. Data as of 2026-09-30.
- [Best multi-agent frameworks for TypeScript](https://multiagentguide.top/best/typescript.md): These are frameworks with a first-party TypeScript or JavaScript SDK and a documented multi-agent model. The order follows the criteria below. Data as of 2026-09-30.

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Data as of 2026-09-30. Not affiliated with listed projects. HTML version: https://multiagentguide.top/best