# altk-evolve

> Self improving agents through iterations

- **URL**: https://www.freshcrate.ai/projects/altk-evolve
- **Author**: AgentToolkit
- **Category**: MCP Servers
- **Latest version**: `v1.1.3` (2026-06-02)
- **License**: Apache-2.0
- **Source**: https://github.com/AgentToolkit/altk-evolve
- **Homepage**: https://agenttoolkit.github.io/altk-evolve/
- **Language**: Python
- **GitHub**: 71 stars, 9 forks
- **Registry**: github
- **Tags**: `agent-learning`, `agent-memory`, `agentic-workflows`, `ai-agents`, `claude-code`, `claude-code-plugin`, `claude-code-plugins`, `codex`, `model-context-protocol`, `python`

## Description

Self improving agents through iterations

## Recent releases

| Version | Date | Urgency | Changes |
| --- | --- | --- | --- |
| `v1.1.3` | 2026-06-02 | High | ## v1.1.3 (2026-06-02)  ### Bug Fixes  - **llm**: Avoid Groq schema-tool failures during guideline generation ([#264](https://github.com/AgentToolkit/altk-evolve/pull/264), [`5b7bc7c`](https://github.com/AgentToolkit/altk-evolve/commit/5b7bc7cf10e7bea93cf7a73866595de284c21f56))  ---  **Detailed Changes**: [v1.1.2...v1.1.3](https://github.com/AgentToolkit/altk-evolve/compare/v1.1.2...v1.1.3) |
| `v1.1.0` | 2026-05-01 | High | ## v1.1.0 (2026-05-01)  ### Bug Fixes  - Always overwrite owner and visibility in save_entities.py ([#199](https://github.com/AgentToolkit/altk-evolve/pull/199), [`7af1eb1`](https://github.com/AgentToolkit/altk-evolve/commit/7af1eb1e461077e89da977cfcbc84fc30fba3be7))  - Improve publish, recall, subscribe, and sync handling ([#199](https://github.com/AgentToolkit/altk-evolve/pull/199), [`7af1eb1`](https://github.com/AgentToolkit/altk-evolve/commit/7af1eb1e461077e89da977cfcbc84fc30fba3be7))  - Ins |
| `v1.0.10` | 2026-04-20 | High | ## v1.0.10 (2026-04-20)  ### Bug Fixes  - **mcp**: Align metadata filters and harden SSE teardown ([`a0bcc6d`](https://github.com/AgentToolkit/altk-evolve/commit/a0bcc6db5ac5fdb4808d6e11e451eb3156ba9596))  - **postgres**: Prevent ambiguous filter behavior across backends ([`a0bcc6d`](https://github.com/AgentToolkit/altk-evolve/commit/a0bcc6db5ac5fdb4808d6e11e451eb3156ba9596))  ---  **Detailed Changes**: [v1.0.9...v1.0.10](https://github.com/AgentToolkit/altk-evolve/compare/v1.0.9...v1.0.10) |
| `v1.0.9` | 2026-04-17 | High | ## v1.0.9 (2026-04-17)  ### Bug Fixes  - Publish install.sh as a versioned release artifact ([#195](https://github.com/AgentToolkit/altk-evolve/pull/195), [`0b055da`](https://github.com/AgentToolkit/altk-evolve/commit/0b055da765c03fa51348defb7630643f4a48c0f1))  ### Features  - **bob**: Add save-trajectory skill to Bob evolve-lite ([#184](https://github.com/AgentToolkit/altk-evolve/pull/184), [`9ca94e5`](https://github.com/AgentToolkit/altk-evolve/commit/9ca94e5ced9d0ebca03552703e3a7fe2417aae5a)) |
| `v1.0.8` | 2026-04-09 | High | ## v1.0.8 (2026-04-09)  ---  **Detailed Changes**: [v1.0.7...v1.0.8](https://github.com/AgentToolkit/altk-evolve/compare/v1.0.7...v1.0.8) |
| `v1.0.6` | 2026-04-03 | High | ## v1.0.6 (2026-04-03)  ### Bug Fixes  - Add optional implementation_steps to Tip model and prompt ([#124](https://github.com/AgentToolkit/altk-evolve/pull/124), [`d373e7e`](https://github.com/AgentToolkit/altk-evolve/commit/d373e7ebb00ca0b3438aa1017961fbeb9cb5d0d8))  - Clarify task status context in tip generation prompt ([#124](https://github.com/AgentToolkit/altk-evolve/pull/124), [`d373e7e`](https://github.com/AgentToolkit/altk-evolve/commit/d373e7ebb00ca0b3438aa1017961fbeb9cb5d0d8))  - Comp |
| `v1.0.5` | 2026-03-12 | Low | ## v1.0.5 (2026-03-12)  ---  **Detailed Changes**: [v1.0.4...v1.0.5](https://github.com/AgentToolkit/kaizen/compare/v1.0.4...v1.0.5) |
| `v1.0.4` | 2026-03-12 | Low | ## v1.0.4 (2026-03-12)  ---  **Detailed Changes**: [v1.0.3...v1.0.4](https://github.com/AgentToolkit/kaizen/compare/v1.0.3...v1.0.4) |
| `v1.0.3` | 2026-03-12 | Low | ## v1.0.3 (2026-03-12)  ### Bug Fixes  - **save-trajectory**: Address code review findings ([#89](https://github.com/AgentToolkit/kaizen/pull/89), [`6e6438b`](https://github.com/AgentToolkit/kaizen/commit/6e6438b285f562d15c9dc191b96a47a04d7d4e73))  - **save-trajectory**: Make log() best-effort so debug logging never crashes the script ([#89](https://github.com/AgentToolkit/kaizen/pull/89), [`6e6438b`](https://github.com/AgentToolkit/kaizen/commit/6e6438b285f562d15c9dc191b96a47a04d7d4e73))  - **s |
| `v1.0.2` | 2026-03-05 | Low | ## v1.0.2 (2026-03-05)  ### Bug Fixes  - Include jinja prompt templates in package artifacts ([#85](https://github.com/AgentToolkit/kaizen/pull/85), [`0c29aba`](https://github.com/AgentToolkit/kaizen/commit/0c29abadae3b0f537761e42a32d6812a7efbe2c6))  ---  **Detailed Changes**: [v1.0.1...v1.0.2](https://github.com/AgentToolkit/kaizen/compare/v1.0.1...v1.0.2) |

## Dependency audit

- **Score**: 68/100
- **Total deps**: 21
- **Resolved**: 4
- **Unresolved**: 17
- **License conflicts**: 0
- **Warnings**: 8
- **Scanned**: 2026-05-18

## Citation

- HTML: https://www.freshcrate.ai/projects/altk-evolve
- Markdown: https://www.freshcrate.ai/projects/altk-evolve.md
- Dependencies JSON: https://www.freshcrate.ai/api/projects/altk-evolve/deps

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