igorganapolsky/thumbgate-feedback
plugins/amp-skill/SKILL.md
Dual-write feedback to Amp MCP memory AND thumbgate for DPO export, analytics, and cross-platform portability
$ install --global
skillsauthnpx skillsauth add igorganapolsky/mcp-memory-gateway thumbgate-feedbackInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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TrivyContainer and dependency vulnerability scanner
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Last scanned: Apr 15, 2026, 3:11 PM6.7s2 files scanned
SKILL.md
- name:
- thumbgate-feedback
- description:
- Dual-write feedback to Amp MCP memory AND thumbgate for DPO export, analytics, and cross-platform portability
ThumbGate Feedback Skill (Dual-Write)
This skill captures feedback in TWO places simultaneously:
- Amp MCP memory — for immediate in-session recall (native to Amp)
- thumbgate — for DPO export, LanceDB vectors, prevention rules, and cross-platform analytics
On thumbs up / positive feedback
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="..."
On thumbs down / negative feedback
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="..."
Before starting a new task
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
Triggers
- "thumbs up" / "that worked" / "looks good" / "nice" / "perfect"
- "thumbs down" / "that failed" / "that was wrong" / "no" / "fix this"
Negative Triggers (do NOT activate for)
- "generate code" / "search files" / "explain this" / "run tests"
Why dual-write?
Amp's MCP memory gives you instant in-session recall. thumbgate gives you:
- DPO training pairs for fine-tuning your model
- Prevention rules that block repeated mistakes
- Cross-platform portability — same feedback works in Claude, Codex, Gemini
- LanceDB vector search for semantic similarity across sessions
- REST API for team dashboards and analytics
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