Alternatives

Products that do what Ingot, evidence-gated optimization and version control for agent skills does

1. 1
   Reflexio▲280

   Behavioral learning that makes AI agents better over time

   5d ago · reflexio.ai

2. 2SU
   Skill-up – Regression testing for Agent Skills▲5

   Jul 2026 · github.com

3. 3OS
   Open Source Reinforcement Fine-Tuning for Your Agents▲5

   2025 · augento.ai

4. 4AP
   A Platform for Many-Agent Reinforcement Learning▲18

   2017 · github.com

5. 5AT
   Agent Tuning, using recursion to achieve predictable agent output▲5

   Apr 2026 · github.com

6. 6AF
   A framework that makes your AI coding agent learn from every session▲8

   Feb 2026 · github.com

7. 7MT
   Mirrors – test AI agent changes by replaying production traces▲8

   Jul 2026 · runmirrors.com

8. 8AA
   Agent Armor, a Rust runtime for enforcing policies on AI agent actions▲7

   Apr 2026 · github.com

9. 9UE
   Unspaghettit – executable behavior specs for AI coding agents▲5

   May 2026 · github.com

10. 10NS
    Nerve – self hosted runtime for AI agents▲6

    May 2026 · github.com

11. 11AM
    A memory learning layer for AI agents to learn on the job▲6

    Jan 2026 · versanovatech.com

12. 12SA
    Selvedge – an MCP server that captures why AI agents change code▲5

    May 2026 · selvedge.sh

13. 13AS
    Agentsnap – Snapshot testing for AI agents▲5

    Jul 2026 · github.com

14. 14BA
    Build Autonomous Economically-focused Agents using the AEA framework▲5

    2021 · github.com

15. 15AS
    A security scanner for AI Agent Skills▲5

    Apr 2026 · github.com

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