
Configs Variations
This is a systematic approach to A/B testing your AI configs through LaunchDarkly's MCP server. You clone a baseline variation and override just the model, prompt, or parameters you want to test, keeping everything else identical so you know what actually moved the needle on cost, latency, or quality. The skill enforces the one variable at a time principle and protects your baseline from accidental edits. It's opinionated about cloning over creating from scratch, which makes sense when you're running experiments. The workflow is clear: identify what to optimize, design the test, clone with selective overrides, verify the diff. Best for teams already using LaunchDarkly who want to treat prompt engineering like feature flagging.
- skills.sh installs
- 1.3K
- GitHub stars
- 19
- last updated
- Jul 14, 2026
Install
$ npx -y skills add launchdarkly/agent-skills --skill configs-variations --agent claude-codeInstalls into .claude/skills of the current project.
Files
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:
create-agent-configwithresource: "variation"andsourceVariationKey-- clone a baseline variation with selective overrides (recommended for experimentation)
Alternative MCP tools (for more control):
get-agent-configs-- review existing variations before adding new onescreate-agent-configwithresource: "variation"-- create new variations from scratch
Optional MCP tools:
update-agent-configwithresource: "variation"-- refine a variation after creationdelete-agent-configwithresource: "variation"-- remove variations that didn't work out
Core Principles
Sponsors
Details
- Repository
- github.com/launchdarkly/agent-skills
- Category
- AI & Agent Building
- First seen
- Jul 14, 2026
More from launchdarkly/agent-skills
All 41- Custom Metrics1.3K
- Migrate1.3K
- Online Evals1.3K
- Projects1.3K
- Snippets1.3K
- Tools1.3K
- Launchdarkly Flag Command1K
- Onboarding3.3K
- Launchdarkly Flag Cleanup2.5K
- Launchdarkly Flag Create2.5K
- Launchdarkly Flag Discovery2.5K
- Launchdarkly Flag Targeting2.5K
- Aiconfig Create2.3K
- Aiconfig Projects2.3K
- Aiconfig Tools2.3K
- Aiconfig Update2.3K
- Aiconfig Variations2.3K
- Launchdarkly Metric Choose2.3K
- Launchdarkly Metric Create2.3K
- Launchdarkly Metric Instrument2.3K
- Aiconfig Online Evals2.2K
- Aiconfig Targeting2.2K
- Aiconfig Ai Metrics2K
- Aiconfig Custom Metrics2K