thumbgate-feedback
Dual-write feedback to Amp MCP memory AND thumbgate for DPO export, analytics, and cross-platform portability
Full skill instructions
This skill captures feedback in TWO places simultaneously:
First, store in Amp's native memory for in-session recall:
Use mcp__memory__remember to store: "GOOD: {context}. What worked: {details}"
Then, pipe to thumbgate for DPO export and analytics:
npx -y thumbgate capture --feedback=up --context="..." --what-worked="..." --tags="..."
First, store in Amp's native memory so the mistake is recalled immediately:
Use mcp__memory__remember to store: "BAD: {context}. What went wrong: {details}. Fix: {what to change}"
Then, pipe to thumbgate for prevention rules and DPO pairs:
npx -y thumbgate capture --feedback=down --context="..." --what-went-wrong="..." --what-to-change="..." --tags="..."
Recall from Amp's memory (instant, in-session):
Use mcp__memory__recall with query describing the current task
Also check thumbgate for cross-session prevention rules:
npx -y thumbgate rules
Amp's MCP memory gives you instant in-session recall. thumbgate gives you:
Course-correct from over-planning to execution — when the agent has produced a plan, research, or options instead of doing work the user already approved, drop the analysis and execute the smallest end-to-end action now (branch, run, deploy, verify). Use when the user says "stop planning, just do...
Capture structured thumbs up/down feedback with context, history-aware lesson distillation, tags, and optional rubric scores after completing a task.
Capture thumbs up/down feedback into structured memories and prevention rules. Use when user gives explicit quality signals about agent work (e.g. "that worked", "that failed", "thumbs up/down"). Do NOT use for general questions, code generation, file operations, or any task that is not explicit ...
Run a Codex review from Claude Code against the current uncommitted work, a base branch diff, or a specific commit. Use when the user explicitly asks for a Codex review or second reviewer.
Give your agent persistent cross-session memory — recall what went wrong on similar tasks before starting, then capture whether the work succeeded or failed so repeated mistakes auto-promote into prevention rules. Runs locally via the ThumbGate MCP server (recall, capture_feedback, prevention_rul...
ThumbGate provides pre-action gates for AI coding agents. It captures thumbs-up/down feedback on agent actions, auto-promotes repeated failures into prevention rules, and blocks known-bad tool calls via PreToolUse hooks. Trigger when the user wants to add safety guardrails to an AI agent workflow...
Recall relevant past failures, prevention rules, and context packs before starting a coding task.
Show the latest Codex bridge artifact metadata from Claude Code. Use when the user asks whether the bridge already ran, what mode it used, or where the result was saved.
Search promoted lessons for corrective actions, lifecycle state, linked rules, and linked gates.
Hand the current task or repo state to Codex for an independent second pass from inside Claude Code. Use when the user explicitly wants another agent to take a shot after Claude's first pass.
Print the latest saved Codex bridge result from Claude Code without rerunning Codex. Use when the user asks for the last Codex output or wants to inspect the raw bridge result.
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