refine SKILL.md skillA

refine from snowflake-labs/cocoplus is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add snowflake-labs/cocoplus/refine@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
snowflake-labs/cocoplus
Path
.cortex/skills/cocorefine/refine/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Sep 30, 2026
Size
7,916 bytes
Repository stars
724
License
MIT

Persistent prompt strategy learning loop — maintains a committed, evidence-attributed CocoStrategyBook so future CocoBrew sessions inherit proven prompt strategies instead of starting from a blank slate.

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

## Objective

You are executing a CocoRefine command. CocoRefine maintains the CocoStrategyBook at `cocoplus/strategies/` — a version-controlled, evidence-attributed repository of proven prompt strategies. It exists to prevent the self-citation failure mode: a strategy store must never grow because an agent believes its own reasoning was sound. Every strategy's attribution must cite a recorded evaluation result — a CocoContract evidence record, a CocoSentinel verdict, or a resolved SecondEye finding — never the recording agent's self-assessment.

Before proceeding, verify that `.cocoplus/` exists. If not, output: "CocoPlus is not initialized. Run `$pod init` first." Then stop.

## Commands

### `$refine search [query]`

Search `cocoplus/strategies/*.yaml` by task type, data characteristics, or keyword. Return matching strategies with their context fields and deprecation status. Exclude deprecated strategies from results unless `--include-deprecated` is passed.

### `$refine add`

Interactively collect all required fields, then write a new strategy YAML to `cocoplus/strategies/<strategy-id>.yaml`:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add snowflake-labs/cocoplus/refine@sha256:3a7249b1250050d8

The line at the top of this page pins the label v1.0.0, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_wevzzh6fvqvhdjb2.svg)](https://markdownregistry.com/a/art_wevzzh6fvqvhdjb2)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 30, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-09-30 1673269 7,916 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (7916 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

snowflake-labs/cocoplus · 724 stars · license MIT · pushed 2026-10-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_wevzzh6fvqvhdjb2
GET https://markdownregistry.com/api/v1/resolve?ref=snowflake-labs/cocoplus/refine
GET https://markdownregistry.com/api/v1/blob/3a7249b1250050d8456ab323b3dcd375fd3e19c31c987eb53636fcf668b1d14f

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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