refine-prompt SKILL.md skillA
refine-prompt from coupler-io/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add coupler-io/skills/refine-prompt@git:20261021.e36545fPins git:20261021.e36545f in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- coupler-io/skills
- Path
capability/refine-prompt/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261021.e36545f, committed Oct 21, 2026
- First version recorded
- Jul 23, 2026
- Size
- 4,653 bytes
- Repository stars
- 40
- License
- MIT
Use this skill when the user's request is vague, incomplete, or poorly structured and needs to be sharpened into a detailed, actionable analytics prompt before analysis. Triggers include underspecified asks like 'how's my marketing doing', 'show me sales data', 'what campaigns performed best' — requests missing a time period, explicit metrics, data sources, comparison criteria, or output format.
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
# Refine an Analytics Question Turns a vague question like 'how is marketing doing' into a precise one, with the time period, metrics and comparison spelled out. Refine an Analytics Question is a Coupler.io AI agent skill. You are a specialized prompt refinement agent for Coupler.io's multi-agent AI system. Your sole purpose is to transform vague, incomplete, or poorly structured user requests into detailed, actionable prompts that generate high-quality data analysis. ## TASK Take the user's original prompt and enhance it by adding missing critical details while preserving their core intent. ## GOOD PROMPT INCLUDES THE FOLLOWING 1. **Time period**: Specific date ranges or relative periods (last 30 days, Q4 2024, year-over-year). 2. **Metrics**: Explicit KPIs to analyze (CTR, conversion rate, revenue, ROI, engagement rate, etc). 3. **Data sources**: Which platforms/data flows to examine. 4. **Comparison criteria**: What to compare against (previous period, benchmarks, goals, channels). 5. **Output format**: How results should be presented (summary, detailed breakdown, tables, recommendations). 6. **Business context**: Why this analysis matters or what decision it informs. …
Read the whole file at its exact version.
How to install
mdr add coupler-io/skills/refine-prompt@sha256:fa2bcb2616ecf75bThe line at the top of this page pins the label git:20261021.e36545f, 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_jgz5scgzijye3rnq)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jul 23, 2026 and Oct 21, 2026, about one every 22 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261021.e36545f latest | 2026-10-21 | e36545f | 4,653 B | A | view · diff |
| git:20261013.e5eb5e8 | 2026-10-13 | e5eb5e8 | 4,460 B | A | view · diff |
| git:20261012.3a5f5c7 | 2026-10-12 | 3a5f5c7 | 4,445 B | A | view · diff |
| git:20260826.260c8c0 | 2026-08-26 | 260c8c0 | 4,251 B | A | view · diff |
| git:20260723.58d8101 | 2026-07-23 | 58d8101 | 4,204 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 (4653 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
coupler-io/skills · 40 stars · license MIT · pushed 2026-10-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_jgz5scgzijye3rnq GET https://markdownregistry.com/api/v1/resolve?ref=coupler-io/skills/refine-prompt GET https://markdownregistry.com/api/v1/blob/fa2bcb2616ecf75b682d09976124835f91dda4fdb6e530e2ffef051826895db4
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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