close-the-loop SKILL.md skillA

close-the-loop from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ai-analyst-lab/ai-analyst/close-the-loop@git:20260902.b370de6

Pins git:20260902.b370de6 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ai-analyst-lab/ai-analyst
Path
.claude/skills/close-the-loop/SKILL.md
Versions recorded
2
Latest version
git:20260902.b370de6, committed Sep 2, 2026
First version recorded
Aug 27, 2026
Size
13,421 bytes
Repository stars
322
License
MIT

Ensure every analysis that includes a recommendation ends with a clear, actionable follow-up plan. CRITICAL RULE - Only use this skill AFTER a specific recommendation has been made. Use this skill at the end of ANY analysis that produces a recommendation, action item, suggested fix, proposed investment, or conclusion that says "we should do X." This skill is CRITICAL for turning analytical insights into actual business outcomes — without it, recommendations get forgotten and never evaluated.…

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

# Skill: Close-the-Loop

## Purpose
Ensure every analysis that includes a recommendation ends with a clear follow-up plan — who decides, what metric tracks success, when to check back, and what to do if the expected outcome doesn't materialize.

## When to Use

### Triggering Test (use this decision tree)

Ask yourself: "Has a specific recommendation or action item been made?"

- **YES** → Apply Close-the-Loop
- **NO** → Skip (even if a decision is needed, wait until the recommendation is formulated)

### Apply this skill when:
- The analysis concludes with a recommendation ("we should do X")
- Root cause investigation identifies a fix ("deploy the hotfix", "roll back v3.2")
- Opportunity sizing recommends an investment ("invest 2 eng-months to recover $2.1M")
- Multiple options are presented and a decision is needed ("Option A vs B vs C")
- The analysis outputs action items that need tracking

### Skip this skill when:
- Pure exploratory analysis with no recommendations ("interesting pattern, still investigating")
- User is asking whether to investigate ("should we look into this?" — this is premature, no recommendation yet)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ai-analyst-lab/ai-analyst/close-the-loop@sha256:a3eda9cb5b823407

The line at the top of this page pins the label git:20260902.b370de6, 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_v43apv2h6fp3kbti.svg)](https://markdownregistry.com/a/art_v43apv2h6fp3kbti)

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

Versions

The registry has recorded 2 versions of this file, between Aug 27, 2026 and Sep 2, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20260902.b370de6 latest2026-09-02 b370de6 13,421 BA view · diff
git:20260827.7ff2e252026-08-27 7ff2e25 14,311 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 (13421 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

ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_v43apv2h6fp3kbti
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/close-the-loop
GET https://markdownregistry.com/api/v1/blob/a3eda9cb5b82340761d0bdb6cb56c99b8f759029fdeadabfba1b56493e6a7080

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.

More from ai-analyst-lab/ai-analyst

always-compare SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/always-compare/SKILL.md · Never present a metric or number in isolation; anchor every number to a comparison (prior period, benchmark, or another…
git:20260827.7ff2e25 · audit A · 322 stars
analysis-design SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/analysis-design/SKILL.md · Takes a vague analytical hunch, stakeholder request, or business question and produces a rigorous, stakeholder-ready…
git:20260902.b370de6 · audit A · 322 stars
analyst-core SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/analyst-core/SKILL.md · Operating rules for every data analysis. Apply for ANY data-analysis intent: "analyze", "investigate", "why did X…
git:20260930.0a47c0b · audit A · 322 stars
archaeology SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/archaeology/SKILL.md · Retrieve proven SQL patterns, table cheatsheets, and join patterns from .knowledge/query-archaeology/ so past work gets…
git:20260827.7ff2e25 · audit A · 322 stars
archive-analysis SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/archive-analysis/SKILL.md · Save completed analyses to the knowledge system's analysis archive for future reference. Use this skill after…
git:20260902.b370de6 · audit A · 322 stars
auth-preflight SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/auth-preflight/SKILL.md · Verify Google Workspace MCP authentication at the start of any session that needs Google APIs (Docs, Slides, Drive)…
git:20260902.b370de6 · audit A · 322 stars
business SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/business/SKILL.md · Browse, search, and explore your organization's business context system — glossary terms, product catalog, metric…
git:20260902.b370de6 · audit A · 322 stars
causal SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/causal/SKILL.md · Causal inference toolkit for when experiments are not possible: estimate treatment effects from observational data with…
git:20260828.01c26bc · audit A · 322 stars
chart-to-drive SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/chart-to-drive/SKILL.md · Standardized workflow for uploading local chart PNGs to Google Drive and making them available for insertion into…
git:20260827.7ff2e25 · audit A · 322 stars
codex-review SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/codex-review/SKILL.md · Independently validate the current analysis with a second model (OpenAI Codex). Codex re-derives the same answer from…
git:20260902.b370de6 · audit A · 322 stars
compare-datasets SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/compare-datasets/SKILL.md · Compare metrics, findings, and patterns across two or more connected datasets. Helps identify cross-dataset patterns…
git:20260902.b370de6 · audit A · 322 stars
connect-data SKILL.md skill
ai-analyst-lab/ai-analyst · .claude/skills/connect-data/SKILL.md · Guided wizard to connect a new dataset to the AI Analyst system. Use this skill whenever the user wants to add a new…
git:20260917.a038f7a · audit A · 322 stars

Every file in ai-analyst-lab/ai-analyst

Browse by kind, by grade A, or by owner.