mcp-sampling-critic SKILL.md skillA
mcp-sampling-critic from roedyrustam/vibes-plug is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add roedyrustam/vibes-plug/mcp-sampling-critic@v4.3.0Pins v4.3.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- roedyrustam/vibes-plug
- Path
skills/mcp-sampling-critic/SKILL.md- Versions recorded
- 3
- Latest version
- v4.3.0, committed Oct 17, 2026
- First version recorded
- Oct 16, 2026
- Size
- 7,013 bytes
- Repository stars
- 122
- License
- MIT
Expert guide for MCP client sampling (sampling/createMessage), Critic-in-the-Loop agentic quality gates, autonomous human-in-the-loop emulation, and multi-model consensus verification / Panduan ahli sampling MCP client, quality gate agen Critic-in-the-Loop, dan verifikasi konsensus multi-model.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# mcp-sampling-critic — vibes-plug Skill [English](#english) | [Bahasa Indonesia](#bahasa-indonesia) --- <a name="english"></a> ## English ### Orchestration & Integration Connects and orchestrates with `mcp-server-architect`, `autonomous-red-teamer`, `ai-code-review-autonomous`, `speculative-multi-draft-synthesizer`, `anti-slop`, and `zero-to-prod-orchestrator` to establish autonomous Critic-in-the-Loop validation before any state or disk mutations. ### Description Production protocol for leveraging Model Context Protocol (MCP v1.x) Client Sampling (`sampling/createMessage`) to create recursive adversarial quality gates. In standard architectures, tools execute code blindly upon invocation. With MCP Sampling, a specialized Critic engine pauses execution, initiates a nested sampling call to the host LLM (or a secondary frontier model), and asks the Critic model to inspect proposed diffs against the 7 Anti-Slop Pillars, security boundaries, and invariant state machines. Writes are only permitted when the Critic grants an `APPROVED` verdict. ### Trigger Conditions Activate this skill when: …
Read the whole file at its exact version.
How to install
mdr add roedyrustam/vibes-plug/mcp-sampling-critic@sha256:4102b279c52b6764The line at the top of this page pins the label v4.3.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_mmwio75tq3cs3nsq)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Oct 16, 2026 and Oct 17, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v4.3.0 latest | 2026-10-17 | d89e8a5 | 7,013 B | A | view · diff |
| v4.3.0 | 2026-10-17 | ff9744e | 5,842 B | A | view · diff |
| v4.2.2 | 2026-10-16 | 22fec72 | 5,842 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7013 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
roedyrustam/vibes-plug · 122 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_mmwio75tq3cs3nsq GET https://markdownregistry.com/api/v1/resolve?ref=roedyrustam/vibes-plug/mcp-sampling-critic GET https://markdownregistry.com/api/v1/blob/4102b279c52b6764260feca21e5526d7e0b08e32b46e39c747f8f586dd9424e7
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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