---
name: thumbgate-feedback-2293c0fa8073
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:
1. **Amp MCP memory** — for immediate in-session recall (native to Amp)
2. **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:
```bash
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:
```bash
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:
```bash
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


---
Source attribution: IgorGanapolsky
Original project: https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/076a3526e4cd12175bb9292ce85747824a5f033f/plugins/amp-skill/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Mega AI Hub.

## Upstream license notice

MIT License

Copyright (c) 2026 Igor Ganapolsky

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Mega AI Hub resource metadata

Creator / publisher: IgorGanapolsky
Original project: https://github.com/IgorGanapolsky/mcp-memory-gateway/blob/076a3526e4cd12175bb9292ce85747824a5f033f/plugins/amp-skill/SKILL.md
Attribution basis: Source repository record

Fields of work: Data & Analytics, Development & Engineering, Product Management
Roles: Data Analyst, ML / AI Engineer, Product Manager
Specialties: API, Testing
Tools: Amp, Mcp Memory Gateway
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: 8a8de8002fec26aa33e9218cb44ea66d3e58c60b9a0a9a72a12ab44d6e51e715