capture-feedback
Capture structured thumbs up/down feedback with context, history-aware lesson distillation, tags, and optional rubric scores after completing a task.
thumbgate
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...
Full skill instructions
Pre-action gates that stop AI coding agents from repeating known mistakes.
npx thumbgate init
This installs the MCP server and wires it into your agent's tool configuration. No API keys required for the free tier.
Or install globally:
npm install -g thumbgate
thumbgate init
Add to your agent's MCP config (e.g., claude_desktop_config.json or .cursor/mcp.json):
{
"mcpServers": {
"thumbgate": {
"command": "npx",
"args": ["-y", "thumbgate"]
}
}
}
When an agent action succeeds or fails, capture structured feedback:
After a failure pattern repeats (default: 2 occurrences), ThumbGate auto-generates a prevention rule. These rules are injected into agent context before every tool call, blocking the known-bad pattern before it executes.
Gates intercept tool calls via the MCP PreToolUse hook. Each gate checks the proposed action against:
If a match is found, the gate blocks execution and surfaces the prior failure context.
Bounded retrieval of relevant feedback history for the current task. The agent gets exactly the lessons that matter, not the entire history.
| Tool | Description |
|---|---|
capture_feedback | Record thumbs-up/down with structured context |
search_lessons | Query the lesson DB by keyword or semantic similarity |
get_prevention_rules | Retrieve active prevention rules for the current context |
session_primer | Get session handoff context (last task, next step, blockers) |
export_dpo | Export feedback pairs in DPO training format |
| Free | Pro | Team | |
|---|---|---|---|
| Feedback capture | 3/day | Unlimited | Unlimited |
| Lesson search | 5/day | Unlimited | Unlimited |
| Active gates | 5 | Unlimited | Unlimited |
| Dashboard | - | Yes | Yes |
| DPO export | - | Yes | Yes |
| Seats | 1 | 1 | Per-seat |
| Price | $0 | $19/mo or $149/yr | $49/seat/mo |
Start a 7-day free trial of Pro: https://thumbgate-production.up.railway.app/pro?utm_source=skill&utm_medium=agent_context&utm_campaign=pro_page
ThumbGate works with any MCP-compatible agent:
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 ...
Dual-write feedback to Amp MCP memory AND thumbgate for DPO export, analytics, and cross-platform portability
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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