metauto-ai/GPTSwarm
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🐝 The First Self-Improving agents with RL / Prompting Optimization
About
🐝 GPTSwarm is a graph-based framework for LLM-based agents, providing two high-level features:
At a granular level, GPTSwarm is a library that includes the following components:
Here is the edge optimization process that updates edge probabilities toward improvement of the benchmark score. Notice that within an agent, the edges are fixed, whereas the inter-agent connections are getting optimized towards either edge pruning (value 0, blue) or creation (value 1, red).
You should add API keys in .env.template and change its name to .env
The system will automatically select the appropriate search engine based on the following priority:
Getting started with GPTSwarm is easy. Quickly run a…
Excerpted from github.com/metauto-ai/GPTSwarm
Latest metrics
| Stars | 1.0k | 2026-07-16 |
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| Forks | 103 | 2026-07-16 |
| Commits | 70 | 2026-07-16 |
| Releases | 0 | 2026-07-16 |
| Watchers | 7 | 2026-07-16 |
| Open issues | 0 | 2026-07-16 |
| Open PRs | 1 | 2026-07-16 |