configs-variations SKILL.md skillA

configs-variations from launchdarkly/ai-tooling is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add launchdarkly/ai-tooling/configs-variations@v1.0.0-experimental

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

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
launchdarkly/ai-tooling
Path
skills/agentcontrol/configs-variations/SKILL.md
Versions recorded
3
Latest version
v1.0.0-experimental, committed Jul 27, 2026
First version recorded
May 21, 2026
Size
5,828 bytes
Repository stars
29
License
a license file GitHub does not identify

Experiment with configs by creating and managing variations. Helps you test different models, prompts, and parameters to find what works best through systematic experimentation.

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

# Config Variations

You're using a skill that will guide you through testing and optimizing configs through variations. Your job is to design experiments, create variations, and systematically find what works best.

## Prerequisites

This skill requires the remotely hosted LaunchDarkly MCP server to be configured in your environment.

**Primary MCP tool:**
- `clone-ai-config-variation` -- clone a baseline variation with selective overrides (recommended for experimentation)

**Alternative MCP tools (for more control):**
- `get-ai-config` -- review existing variations before adding new ones
- `create-ai-config-variation` -- create new variations from scratch

**Optional MCP tools:**
- `update-ai-config-variation` -- refine a variation after creation
- `delete-ai-config-variation` -- remove variations that didn't work out

## Core Principles

1. **Test One Thing at a Time**: Change model OR prompt OR parameters, not all at once
2. **Have a Hypothesis**: Know what you're trying to improve
3. **Measure Results**: Use metrics to compare variations
4. **Verify via Tool**: The agent fetches the config to confirm variations exist

## Workflow

### Step 1: Identify What to Optimize
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add launchdarkly/ai-tooling/configs-variations@sha256:55a3029fc948e503

The line at the top of this page pins the label v1.0.0-experimental, 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_yckae6mf2j3ayvmw.svg)](https://markdownregistry.com/a/art_yckae6mf2j3ayvmw)

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

Versions

The registry has recorded 3 versions of this file, between May 21, 2026 and Jul 27, 2026, about one every 33 days.

versioncommittedcommitsizeaudit
v1.0.0-experimental latest2026-07-27 3f246b4 5,828 BA view · diff
v1.0.0-experimental2026-05-22 add614f 5,638 BA view · diff
v1.0.0-experimental2026-05-21 e6ab09b 5,661 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 (5828 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

launchdarkly/ai-tooling · 29 stars · license a license file GitHub does not identify · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_yckae6mf2j3ayvmw
GET https://markdownregistry.com/api/v1/resolve?ref=launchdarkly/ai-tooling/configs-variations
GET https://markdownregistry.com/api/v1/blob/55a3029fc948e50340e2514e1a777866b08f517db493b68f525fb2dbc0238f58

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 launchdarkly/ai-tooling

agent-graphs SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/agent-graphs/SKILL.md · Create and manage agent graphs — directed graphs of configs connected by edges with handoff logic. Use when building…
v0.1.0 · audit A · 29 stars
aiconfig-agent-graphs SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-agent-graphs/SKILL.md · DEPRECATED redirect — this skill was renamed to agent-graphs. Do not use this skill; invoke agent-graphs instead. Kept…
v0.1.0 · audit A · 29 stars
aiconfig-ai-metrics SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-ai-metrics/SKILL.md · DEPRECATED redirect — this skill was renamed to built-in-metrics. Do not use this skill; invoke built-in-metrics…
v0.1.0 · audit A · 29 stars
aiconfig-create SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-create/SKILL.md · DEPRECATED redirect — this skill was renamed to configs-create. Do not use this skill; invoke configs-create instead…
v0.1.0 · audit A · 29 stars
aiconfig-custom-metrics SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-custom-metrics/SKILL.md · DEPRECATED redirect — this skill was renamed to custom-metrics. Do not use this skill; invoke custom-metrics instead…
v0.1.0 · audit A · 29 stars
aiconfig-migrate SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-migrate/SKILL.md · DEPRECATED redirect — this skill was renamed to migrate. Do not use this skill; invoke migrate instead. Kept only so…
v0.1.0 · audit A · 29 stars
aiconfig-online-evals SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-online-evals/SKILL.md · DEPRECATED redirect — this skill was renamed to online-evals. Do not use this skill; invoke online-evals instead. Kept…
v0.1.0 · audit A · 29 stars
aiconfig-projects SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-projects/SKILL.md · DEPRECATED redirect — this skill was renamed to projects. Do not use this skill; invoke projects instead. Kept only so…
v0.1.0 · audit A · 29 stars
aiconfig-snippets SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-snippets/SKILL.md · DEPRECATED redirect — this skill was renamed to snippets. Do not use this skill; invoke snippets instead. Kept only so…
v0.1.0 · audit A · 29 stars
aiconfig-targeting SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-targeting/SKILL.md · DEPRECATED redirect — this skill was renamed to configs-targeting. Do not use this skill; invoke configs-targeting…
v0.1.0 · audit A · 29 stars
aiconfig-tools SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-tools/SKILL.md · DEPRECATED redirect — this skill was renamed to tools. Do not use this skill; invoke tools instead. Kept only so old…
v0.1.0 · audit A · 29 stars
aiconfig-update SKILL.md skill
launchdarkly/ai-tooling · skills/agentcontrol/aiconfig-update/SKILL.md · DEPRECATED redirect — this skill was renamed to configs-update. Do not use this skill; invoke configs-update instead…
v0.1.0 · audit A · 29 stars

Every file in launchdarkly/ai-tooling

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