monte-carlo-data/mc-agent-toolkit · skills/reinforce-agent/SKILL.md

monte-carlo-reinforce-agent skillA

monte-carlo-reinforce-agent is agent-read markdown (skill) from monte-carlo-data/mc-agent-toolkit: Reinforces an AI agent by turning Monte Carlo's reinforcement loop diagnosis into code fixes. Reads the daily reinforcement loop report for an agent's workflows, ranks the diagnosed issues, proposes what to fix, and — with the user's approval at each step — opens a pull request. Activates on "fix my agent", "improve my agent's health", "reinforce my agent", "what should I fix in my agent". Not for investigating a specific agent alert or trace (monte-carlo-troubleshoot-agent-traces), creating age.

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add monte-carlo-data/mc-agent-toolkit/monte-carlo-reinforce-agent@git:20260728.8481a6a
Exact content
mdr add monte-carlo-data/mc-agent-toolkit/monte-carlo-reinforce-agent@sha256:df10086d23b47227

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_b67taxu3zurfykhc.svg)](https://markdownregistry.com/a/art_b67taxu3zurfykhc)

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Versions

versioncommittedcommitsizeaudit
git:20260728.8481a6a latest2026-07-28 8481a6a 10,264 BA view · diff
git:20260723.b61f3552026-07-23 b61f355 10,011 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (10264 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

GitHub

monte-carlo-data/mc-agent-toolkit · 91 stars · license Apache-2.0 · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_b67taxu3zurfykhc
GET https://markdownregistry.com/api/v1/resolve?ref=monte-carlo-data/mc-agent-toolkit/monte-carlo-reinforce-agent
GET https://markdownregistry.com/api/v1/blob/df10086d23b472274c6f3f5918fcac4d6305429c0542695a4da7ebd4b9d955e8

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.