by twaldin · Agent Tool · ★ 40
hone ## Read the source papers first — I can't explain them better than they do - GEPA (repo) — reflective Pareto optimizer. The core loop implements. - ACE (arxiv 2510.04618, Zhang et al., ICLR 2026) — reflector/curator context engineering. The observer loop ports. is the composition and implementation of these ideas, with one addition: the mutator is an agentic coding CLI (Claude Code, Codex, Gemini, Aider, opencode via harness) rather than a single-completion API call. The agent reads the codebase, runs tools, and iterates internally inside a single mutator step.
| Stars | 40 |
| Forks | 5 |
| Language | Python |
| Category | Agent Tool |
| License | MIT |
| Quality Score | 66.6401288468542/100 |
| Last Updated | 2026-05-19 |
| Created | 2026-04-18 |
| Platforms | claude-code, cli, python |
| Est. Tokens | ~13k |
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hone is CLI text optimizer built on GEPA. Uses Agentic Coding CLI's as mutator and observer -- no api keys required. It is categorized as a Agent Tool with 40 GitHub stars.
hone is primarily written in Python. It covers topics such as anthropic, chatgpt, claude.
You can find installation instructions and usage details in the hone GitHub repository at github.com/twaldin/hone. The project has 40 stars and 5 forks, indicating an active community.
hone is released under the MIT license, making it free to use and modify according to the license terms.