GPTSwarm
Overview
A research framework that represents language agents as graphs and optimizes their prompts and connections.
Best For Professions:
GPTSwarm represents operations as nodes and information flow as edges. Researchers can combine agents into larger graphs, then optimize node prompts or connections between agents against a chosen task and evaluation objective. The repository includes inference examples and experimental workflows from the Language Agents as Optimizable Graphs paper.
Use it to study agent composition and optimization rather than as a ready-made business service. You choose the task, graph components, model backends, evaluation data and run budget. Results from a particular experiment do not guarantee improvements on another task. The short video shows a minimal inference example.
Product overview
Capabilities, pricing and fit
A research framework that represents language agents as graphs and optimizes their prompts and connections.
Information as of October 13, 2026
Where it fits best
Sources (2)
- github.com — ProductOfficial site · checked 2026-10-13
- arxiv.org — Documentation and product detailsOfficial site · checked 2026-10-13
Autonomy level
74/100
Our subjective rating of how independently the product carries out its documented tasks, considering the human setup, input, approval and review it needs. This is not a measured success rate.
Comparisons
Custom Comparisons
Some of the use cases of GPTSwarm:
- Researching multi-agent graph design
- Optimizing prompts against a defined evaluation
- Reproducing agent-composition experiments
Loading Community Opinions...
Pricing model:
Code access:
Popularity level: 61%
GPTSwarm Video:
Turn this profile into a trust signal
Show prospects that GPTSwarm has a public place where they can check product details, pricing, ratings, and reviews.
Build confidence
Give buyers a third-party profile to explore.
Reduce hesitation
Put validation beside your strongest CTA.
Earn discovery
Every badge links prospects to your listing.
Choose your style
Preview it, then copy the complete embed code.
Shows buyers where to validate your product, pricing, and reputation.
Plain HTML. No signup, script, or maintenance required.
AI Agent Store · Specialist AI agentsFor ai agent research labs
Your AI agent for agent graph-optimisation experiments.
Exploring GPTSwarm? For AI agent research labs, your own AI agent can map research evidence, run reproducible experiments, and prepare research artefacts. Start with a setup tailored to this work.
- ✓ Map research evidence
- ✓ Run reproducible experiments
- ✓ Prepare research artefacts
Tailored starting setup. Chat on our site. See the workflow and monthly plan.