cfn-improvement-recommender SKILL.md skillC

cfn-improvement-recommender from masharratt/claude-flow-novice is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add masharratt/claude-flow-novice/cfn-improvement-recommender@git:20260725.c9691fc

Pins git:20260725.c9691fc in mdr.lock. Pin the fingerprint instead.

Audit grade
C, 14 of 17 checks passed
Kind
SKILL.md skill
Repository
masharratt/claude-flow-novice
Path
.claude/cfn-extras/skills/analytics/cfn-improvement-recommender/SKILL.md
Versions recorded
2
Latest version
git:20260725.c9691fc, committed Jul 25, 2026
First version recorded
Nov 14, 2025
Size
867 bytes
Repository stars
14
License
none declared

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

# Improvement Recommender Skill

## Purpose
Generate actionable improvement suggestions based on sprint retrospective data.

## Core Capabilities
- Analyze sprint performance metrics
- Identify bottlenecks and inefficiencies
- Recommend targeted improvements
- Provide confidence scores for recommendations

## Recommendation Categories
- Agent Selection
- Feedback Processing
- Validation Criteria
- Iteration Management
- Complexity Estimation

## Evaluation Criteria
- Frequency of issue occurrence
- Impact on sprint velocity
- Cost of implementing recommendation
- Potential performance improvement

## Improvement Scoring Model
- Confidence Level (0.0 - 1.0)
- Expected Benefit Quantification
- Implementation Complexity Rating

## Continuous Learning
- Track recommendation effectiveness
- Update recommendation strategies
- Learn from successful interventions

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add masharratt/claude-flow-novice/cfn-improvement-recommender@sha256:dc7839be5813d5c0

The line at the top of this page pins the label git:20260725.c9691fc, 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_n5gsv5u6nvlmjgan.svg)](https://markdownregistry.com/a/art_n5gsv5u6nvlmjgan)

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

Versions

The registry has recorded 2 versions of this file, between Nov 14, 2025 and Jul 25, 2026, about one every 253 days.

versioncommittedcommitsizeaudit
git:20260725.c9691fc latest2026-07-25 c9691fc 867 BC view · diff
git:20251114.91109c72025-11-14 91109c7 899 BC view

Audit of the latest version

C  14 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • fail: Frontmatter block present
  • fail: Frontmatter declares a name
  • fail: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (867 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

Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.

Source

GitHub

masharratt/claude-flow-novice · 14 stars · license none declared · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_n5gsv5u6nvlmjgan
GET https://markdownregistry.com/api/v1/resolve?ref=masharratt/claude-flow-novice/cfn-improvement-recommender
GET https://markdownregistry.com/api/v1/blob/dc7839be5813d5c0821fd4a4df67e95fe79e06817bb67b2ccab949ab8821b52c

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 masharratt/claude-flow-novice

cfn-docker-redis-coordination SKILL.md skill
masharratt/claude-flow-novice · .archive/cfn-redis-coordination-legacy/skills/cfn-docker-redis-coordination/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
cfn-redis-data-extraction SKILL.md skill
masharratt/claude-flow-novice · .archive/cfn-redis-coordination-legacy/skills/cfn-redis-data-extraction/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
CLAUDE.md@.claude CLAUDE.md file
masharratt/claude-flow-novice · .claude/CLAUDE.md
git:20260514.30ec3ed · audit A · 14 stars
CLAUDE.md@.claude/agents/cfn-dev-team CLAUDE.md file
masharratt/claude-flow-novice · .claude/agents/cfn-dev-team/CLAUDE.md · Practical guide to creating, customizing, and maintaining AI agents in the Claude Flow Novice system
git:20260704.90d2574 · audit A · 14 stars
cfn-agent-swap SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/advanced-features/cfn-agent-swap/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
cfn-context-pruner SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/advanced-features/cfn-context-pruner/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
cfn-event-bus SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/advanced-features/cfn-event-bus/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
cfn-fleet-manager SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/advanced-features/cfn-fleet-manager/SKILL.md
git:20260323.178cb00 · audit C · 14 stars
cfn-memory-monitoring SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/analytics/cfn-memory-monitoring/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
cfn-pattern-extraction SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/analytics/cfn-pattern-extraction/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
cfn-retrospective-report SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/analytics/cfn-retrospective-report/SKILL.md
git:20260725.c9691fc · audit C · 14 stars
cfn-agent-tooling SKILL.md skill
masharratt/claude-flow-novice · .claude/cfn-extras/skills/cfn-agent-tooling/SKILL.md · Agent dev tools: template generation, profile validation. Use when creating new agent templates from scaffolding, or…
v1.0.0 · audit A · 14 stars

Every file in masharratt/claude-flow-novice

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