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  3. Rlhf Feedback Loop
Rlhf Feedback Loop logo
Health: ActiveRecent health check succeeded.Last checked 9/22/2026, 6:16:28 PM

Rlhf Feedback Loop

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View Repository26 GitHub StarsTotal stargazers on GitHub for the source repository (26 stars).Visit Website

RLHF feedback loop for AI agents. Capture feedback, block mistakes, export DPO data.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag β€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "rlhf-feedback-loop": {
      "command": "npx",
      "args": [
        "-y",
        "thumbgate"
      ]
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

ThumbGate πŸ‘ πŸ‘Ž

ThumbGate Infrastructure Firewall with Thumbs Up and Thumbs Down

ThumbGate is the self-improving pre-action firewall for AI coding agents
AI coding agents repeat mistakes β€” and one wrong tool call can wipe a directory, leak a key, or push broken code.

MCP Toplist CI npm version npm weekly downloads GitHub stars GitHub Marketplace: ThumbGate Agent Governance License: MIT

Quick Start Watch Demo Try GPT Pro Tier


What it does

ThumbGate is the local-first Pre-Action Checks engine for AI coding agents. It runs in the PreToolUse hook to evaluate the proposed tool call before execution β€” so costly mistakes can be caught before they happen.

ThumbGate GitHub star growth is measured with GitHub's privacy-safe GET /repos/{owner}/{repo}/stargazers/history endpoint (weekly counts, no stargazer identities). Run npm run stars:history -- --fixture tests/fixtures/github-star-history.json --json for the local proof. Stars are not npm installs and not revenue. The live GitHub Marketplace Action is ThumbGate Agent Governance (uses: IgorGanapolsky/ThumbGate@v1).

Usage over star count. Evaluate ThumbGate from the install path and live usage badges above (npx thumbgate init, Marketplace uses:, npm weekly downloads, GitHub clones), not from whether the repo has twenty stars or twenty thousand. No pitch deck is required. We do not farm GitHub profile badges (no YOLO-merge of protected main, no 5-minute Issue close theater, no fake Co-authored-by). Galaxy Brain needs real accepted answers in Discussions Q&A. npm run github:achievements -- --fixture tests/fixtures/github-achievements.json --json inventories what is already earned vs what we refuse to farm.

Who it's for

ThumbGate is for operators whose AI coding agents can leak a secret or destroy a checkout before a human sees the tool call (Claude Code, Cursor, Codex, Gemini CLI, MCP). Discovery should reach those operators β€” not a star campaign.

ThumbGate is not a GitHub star package, not fake engagement, and not a substitute for npm installs or merged PRs. Real engagement is npx thumbgate init and a PreToolUse hook that actually fires.

Tech memes (shareable)

Lightweight visuals for how agents fail without a pre-action gate:

MemeMeaning
Agent destroys prod without a gateUnchecked tool calls ship destructive commands.
Prompt vs PreToolUse hookA prompt is advice; a PreToolUse hook is enforcement.

It hard-blocks detected secret leaks and two direct self-disable command classes by default β€” commands that terminate the ThumbGate gate process or enable its bypass environment override. Other high-risk classes (rm -rf, force-push, fetch-and-run, direct guardrail edits) warn and log by default. Set THUMBGATE_STRICT_ENFORCEMENT=1 for strict enforcement (warnings become hard denies).

VerdictDefault behavior
β›” Hard-blockDetected secret leaks; process-kill/environment-override self-disable
πŸ‘Ž Warn + logrm -rf, git push --force, fetch-and-run, direct guardrail edits β€” warn by default
πŸ‘ AllowEverything else

Accepted feedback is stored as local lessons. Repeated concrete failures can become prevention rules that promote from warnings to blocking gates. The firewall improves from operations without retraining the model. Prompt evaluation (npx thumbgate eval) turns accepted feedback into reusable eval cases and local proof reports.

Honest disclaimer: ThumbGate does not update model weights. It intercepts tool calls at runtime. Local-first β€” no cloud required for the enforcement path.

Works with Claude Code, Cursor, Codex, Gemini CLI, Amp, Cline, OpenCode, and other MCP agents.

AI Agent without ThumbGate vs Agent guarded by ThumbGate

Code
  Agent tries:   rm -rf tests/
  ThumbGate:     πŸ‘Ž WARN + LOG β€” "Never delete test directories"
                 Pattern matched: rm.*-rf.*tests
                 Source: your thumbs-down from last Tuesday
                 Strict mode: β›” DENY before tool execution

Agentic development cycle fit

Agentic development is becoming a loop: Guide β†’ Generate β†’ Verify β†’ Solve. ThumbGate is the pre-action gate / pre-action boundary between generated intent and executed action.


Quick Start

Want a phased walkthrough with a verify step at every stage? Follow the Progressive Setup Guide.

Progressive wiring β€” prove the pipe before you turn matching on. Empty dashboard is success.

Terminal
npx thumbgate init          # Phase 1: hooks only
npx thumbgate doctor        # verify: exits 0 only when PreToolUse hook is wired (hidden metric = hook install, not gate count)
npx thumbgate dashboard --open  # Phase 2: open local HTML; empty stats are OK
npx thumbgate capture --feedback=down --context="Never run DROP on production tables" --what-went-wrong="agent proposed DROP" --what-to-change="require review for DROP"

Later DROP attempts in the same scope surface the check:

Code
⚠️ Check fired: "Never run DROP on production tables"
   Pattern: DROP.*production
   Verdict: πŸ‘Ž WARN + LOG   (β›” BLOCK when THUMBGATE_STRICT_ENFORCEMENT=1)

Numbered configs: config/progressive/. Guide: progressive wiring.

MCP / Glama / registry install (stdio)

Directories and clients that install ThumbGate as an MCP server must start stdio MCP, not the HTTP API:

Terminal
npx -y thumbgate serve
  • Equivalent: npx -y thumbgate mcp
  • Do not use npm start for MCP β€” that launches the hosted HTTP API (src/api/server.js), not the agent-facing stdio server.

β–Ά 90-second demo Β· GIF walkthrough


Install for your agent

AgentCommandEnforcement
Claude Codenpx thumbgate init --agent claude-codeπŸ›‘οΈ Hard β€” PreToolUse
Codexnpx thumbgate init --agent codexπŸ›‘οΈ Hard β€” pre_tool_use
Gemini CLInpx thumbgate init --agent geminiπŸ›‘οΈ Hard β€” PreToolUse
ForgeCodenpx thumbgate init --agent forgeπŸ›‘οΈ Hard β€” pre_tool_use
Cursornpx thumbgate init --agent cursorπŸ’¬ Advisory β€” MCP gate_check
Clinenpx thumbgate init --agent clineπŸ’¬ Advisory β€” MCP + .clinerules
OpenCodenpx thumbgate init --agent opencodeπŸ’¬ Advisory β€” MCP gate_check
Any MCP agentnpx thumbgate serveπŸ’¬ Advisory β€” MCP gate_check
Ampnpx thumbgate init --agent ampπŸ“ Feedback capture
GitHub Actionsuses: IgorGanapolsky/ThumbGate@v1🩺 Marketplace Action β€” doctor / AI inventory in CI

Per-agent guides: Claude/Codex bridge Β· Codex profile Β· Cursor Β· MCP setup

Install scope: machine-wide vs per-project

ScopeCommandSettingsLessonsBest for
Machine-wide (default)npx thumbgate init~/.claude/settings.json~/.claude/memory/feedback/Solo operators β€” same machine-local feedback store across repos
Per-projectnpx thumbgate init --project<repo>/.claude/settings.json<repo>/.claude/memory/feedback/Client / compliance β€” separate dashboard / isolated lessons per repo

Read the full README β†’View source on GitHub β†’

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Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks β€” not a rating.

GitHub stars
26
Stargazers on the source repository.
npm downloads
2.8k
Package downloads in the last 30 days.
Last commit
2d ago
Most recent push to the default branch.

Reviews

No reviews yet β€” be the first to share how this listing worked for you.

Frequently Asked Questions about Rlhf Feedback Loop

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "rlhf-feedback-loop": { "command": "npx", "args": ["-y","thumbgate"] } }

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
Last updatedSep 22, 2026
11/15 checks healthy over the last 45d
Views0
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars26
GitHub Star CountTotal stargazers on GitHub representing community popularity (26 stars).
Last commit2d ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Sep 22, 2026
npm downloads2,837/mo
Monthly npm DownloadsAverage monthly package installs recorded from npm registry statistics.
48Quality signal: Fair Β· 48/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools16/30
Adoption & activity10/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 1d ago via OSV.dev Β· thumbgate (npm)

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