Developer Tools / AI Development

Ingot

Local-first change control for agent skills, with evidence-gated promotion, SkillOpt optimization, and MCP-based serving of skills.

Clear24/30
Useful25/30
Specific17/20
Complete16/20
Ingot screenshot

Why it was accepted

The page clearly describes a real AI developer tool with a specific workflow: versioned skills, challenger evaluation, human promotion, rollback, and MCP serving. The README gives enough detail to understand what it does, how it fits into agent development, and how it is deployed locally with Docker and model backends like Ollama, vLLM, or OpenRouter. It also shows concrete implementation structure and a tutorial-style example run, which makes it useful for a public listing.

Weakness

The snapshot does not show the full API surface, installation outcome, or whether the project is actively maintained beyond a single commit and a few stars. It also leaves some practical details unclear, such as the exact skill file format, how evaluations are configured end to end, and what the UI looks like beyond the text description.

Review status

51 days ago #1355 ↓ -2

Last evaluated 51 days ago. Current rank #1355. Down 2 spots in the rankings.

Score history

82

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