AI Agent Vertical

AI Multi-Agent Frameworks & Swarms Directory (2026)

Orchestration SDKs and runtime environments for building collaborative multi-agent architectures. Compare source-linked platforms, published capabilities, model providers, and available pricing sources.

How to compare AI orchestration frameworks

An AI orchestration framework coordinates the steps and state of an agent workflow. A finished agent product is a different purchase: it packages a particular task for an end user. Decide whether you need infrastructure to build a workflow or an application to use.

Questions for your shortlist
CompareWhat to ask
Workflow controlCan you combine fixed steps with model decisions, and inspect the state between steps?
RecoveryCheck how the system saves progress, resumes after a failure and avoids repeating external actions.
Human approvalIdentify which actions require review and whether a person can inspect or change the pending state.
Operating costSeparate framework licensing, hosting, model usage, tracing and support when comparing quotes.

LangGraph documents persistent workflow state, human review and a mix of fixed and model-driven steps. Use those capabilities as questions when evaluating the frameworks below. Read the official LangGraph overview.

Compare two directory listings · How we handle sources and unknown fields

Showing 49–62 of 62 listings

Compare agent deployment options for this page

Only source-confirmed values are shown. Missing evidence means unknown. Scroll the table sideways on small screens.

14 listings on this page
ProfileModel providerSelf-hosting
Paper2PosterNot source-confirmedNot source-confirmed
pentagiNot source-confirmedNot source-confirmed
RAGENNot source-confirmedNot source-confirmed
ShannonNot source-confirmedNot source-confirmed
ShortGPTNot source-confirmedNot source-confirmed
solace agent meshNot source-confirmedNot source-confirmed
sprix sage routerNot source-confirmedNot source-confirmed
trigger.devNot source-confirmedNot source-confirmed
txtaiNot source-confirmedNot source-confirmed
uAgentsNot source-confirmedNot source-confirmed
UpsonicNot source-confirmedNot source-confirmed
VideoAgentNot source-confirmedNot source-confirmed
WorldXNot source-confirmedNot source-confirmed
xiaobeiNot source-confirmedNot source-confirmed

Multi-Agent Frameworks & Swarms Listings (62)

Showing 49–62 of 62 listings

Multi-Agent Frameworks & Swarms Directory Snapshot

Cataloged Listings
62
Unique profiles
API Listed
0
0% with supporting evidence
Trial Listed
0
Field-specific evidence attached
Self-Hosted Listed
0
Field-specific evidence attached
Pricing Source
1
Field-level source attached

These figures are calculated from the source-linked records currently categorized under Multi-Agent Frameworks & Swarms. Follow each vendor source for current capabilities and commercial terms.

Directory fields are informational and should be rechecked against the linked vendor source before purchase or deployment decisions.