{"repo":"SlanchaAI/ingot","free":true,"listed":false,"github":"https://github.com/SlanchaAI/ingot","clone":"git clone https://github.com/SlanchaAI/ingot.git","description":"Change management, SkillOpt optimization, and evidence-gated evals for agent skills.","language":"Python","stars":49,"topics":["agent-skills","langgraph","llm-agents","mcp","prompt-optimization","skillopt"],"license":"Apache-2.0","category":"mcp-servers","readme_excerpt":"Ingot Evidence-gated change control for agent instructions. An agent's skills are instructions it follows. Ingot is a local-first library and MCP server for individual developers who serve versioned skills, evaluate optimizer-generated challengers, and require human promotion before those challengers replace live instructions. SkillOpt integration learns from real agent traces, trains bounded instruction edits, compares them on held-out tasks, and produces an evidence-backed proposal. SkillOpt can propose a change but cannot activate one. Quickstart · Tutorial · How it works · Configuration · Architecture · Production setup · Contributing · Security · Apache 2.0 license What Ingot controls - A revision names an exact skill. Every file in a skill folder is hashed, so the revision on a trace, in a piece of evidence, and on disk are comparable. - Optimizer-generated changes are quarantined. Challengers land in runs/pending/ and cannot route traffic until a human promotes them. - Approval needs evidence. A rewrite carries held-out champion-vs-challenger scores, per-case deltas, token cost, and a gate verdict; promotion re-checks the evidence still matches disk. - Promotion is staged and recoverable. Ingot snapshots the active revision, stages the replacement, installs it with same-filesystem renames, and restores the prior directory if installation fails. Restore any snapshot from the UI or CLI. - Decisions produce a local audit trail. Approvals, rejections, and rollbacks attempt","default_branch":null,"files":null,"tree":[],"storefront":"/r/SlanchaAI","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/SlanchaAI/ingot/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}