Installable skillMIT

ThumbGate Feedback Skill

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 ...

BY IgorGanapolskyUPDATED Oct 27, 2026
INTENDED FOR✳Claude Code>_Codex◈OpenClaw↗CursorInstall in a listed agent.

instructions.md

---
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:

```bash
# 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:

```bash
npx thumbgate stats
npx thumbgate lessons
```
COMPATIBILITY & REFERENCES

Platform guidance

Imported from the listed AgentSkill.sh category. Complete supplied package files and notices are retained. Required external tools and credentials are not installed. No bundled code was executed during import. Individual agent task behavior has not been tested.