# shepherd-agents/shepherd

<https://repo.masters-masters.com/en/repos/shepherd-agents/shepherd>

[Home](https://repo.masters-masters.com/en) › [shepherd-agents](https://repo.masters-masters.com/en/owners/shepherd-agents) › [shepherd](https://repo.masters-masters.com/en/repos/shepherd-agents/shepherd)

shepherd-agents/shepherd has 2,504 stars on GitHub. Its RepoMasters card: RC tier. A runtime substrate that turns an agent's execution into a reversible…

| Field | Value |
| --- | --- |
| Owner | [shepherd-agents](https://repo.masters-masters.com/en/owners/shepherd-agents) |
| Stars | 2,504 |
| Forks | 219 |
| Language | [Python](https://repo.masters-masters.com/en/languages/python) |
| License | MIT |
| Created | 2026 |
| Topics | meta-agents, meta-optimization, runtime-supervision, workflow-automation, mcts-rl, tree-rl |
| Tier | [RC (2,000 to 4,999 ★)](https://repo.masters-masters.com/en/ranks/blockbuster) |
| View on GitHub | [shepherd-agents/shepherd](https://github.com/shepherd-agents/shepherd) |

## Repository

A runtime substrate that turns an agent's execution into a reversible, Git-like trace, so meta-agents can observe, fork, replay, and revert any run. Couples agent and environments in a copy-on-write fork ~5x faster than docker commit, with ~95% KV-cache reuse on replay. Framework built for meta-age…

The tier for repos with 2,000 to 4,999 ★. Published odds per card pulled: 3%. Rarity: Epic.

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Data: GitHub · Illustration: the project’s public image, pixelated by RepoMasters.