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thumbgate-feedback

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UpdatedMay 26, 2026 at 00:15

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 feedback on prior agent output.

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IgorGanapolsky

IgorGanapolsky/ThumbGate

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SKILL.md

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name	thumbgate-feedback
description	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 feedback on prior agent output.
triggers	["thumbs up","thumbs down","that worked","that failed"]
negative_triggers	["generate code","search files","explain this","run tests"]

ThumbGate Feedback Skill

When user provides feedback, execute:

# negative
npx thumbgate capture \
  --feedback=down \
  --context="<what failed>" \
  --what-went-wrong="<specific failure>" \
  --what-to-change="<prevention action>" \
  --tags="<domain>,regression"

# positive
npx thumbgate capture \
  --feedback=up \
  --context="<what succeeded>" \
  --what-worked="<repeatable pattern>" \
  --tags="<domain>,fix"

At session start, run:

npx thumbgate stats
npx thumbgate lessons

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Capture thumbs up/down feedback into structured memories and prevention rules. Require one sentence of why before claiming memory promotion. 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 feedback on prior agent output.

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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_rules, feedback_stats) — no API key needed. Use when the user says "recall", "what went wrong last time", "remember this for next time", "capture feedback", "thumbs up/down on that", or at the start of a new task or session. Do NOT use when the user wants to force one specific mistake into an enforced block gate (use the thumbgate-guard skill), to list rules that already exist (thumbgate-rules), or to check ThumbGate wiring (thumbgate-doctor).

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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 it", "why are you researching, execute", "just ship it", "enough analysis", or pushes back that you keep proposing instead of acting on an already-decided task. Do NOT use when the task is genuinely undecided and needs a plan first, when the user explicitly asked for research/options/a design, or for routine work where no over-planning has occurred — acting on an unscoped or destructive task is its own failure.

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name	thumbgate-feedback
description	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 feedback on prior agent output.
triggers	["thumbs up","thumbs down","that worked","that failed"]
negative_triggers	["generate code","search files","explain this","run tests"]

ThumbGate Feedback Skill

When user provides feedback, execute:

# negative
npx thumbgate capture \
  --feedback=down \
  --context="<what failed>" \
  --what-went-wrong="<specific failure>" \
  --what-to-change="<prevention action>" \
  --tags="<domain>,regression"

# positive
npx thumbgate capture \
  --feedback=up \
  --context="<what succeeded>" \
  --what-worked="<repeatable pattern>" \
  --tags="<domain>,fix"

At session start, run:

npx thumbgate stats
npx thumbgate lessons