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snippets

launchdarkly/ai-tooling

Create and manage reusable prompt snippets to keep instructions, personas, and guardrails consistent across multiple AI configs.

What is snippets?

This skill helps you identify, create, and manage prompt snippets — named text blocks stored at the project level that can be referenced across multiple config variations. Use it when you have repeated text (personas, guardrails, output formats) that should stay synchronized across different AI configurations.

  • Create named, versioned text blocks (snippets) for reusable prompt content
  • List and inspect existing snippets in your project to avoid duplication
  • Update snippets to propagate changes across all referencing config variations
  • Tag snippets for discovery and organization by category
  • Delete snippets with confirmation to prevent breaking config references

How to install snippets

npx skills add https://github.com/launchdarkly/ai-tooling --skill snippets
Prerequisites
  • LaunchDarkly MCP server must be configured in your environment
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How to use snippets

  1. 1.List existing configs and snippets to identify repeated text across variations
  2. 2.Create a snippet using create-prompt-snippet with a descriptive key, name, and text content
  3. 3.Verify the snippet was created by inspecting it with get-prompt-snippet
  4. 4.Add tags to the snippet for team discovery and categorization
  5. 5.Update config variations to reference the snippet using update-ai-config-variation
  6. 6.When snippet text needs to change, use update-prompt-snippet to create a new version that propagates to all referencing configs

Use cases

Good for
  • Share a consistent customer support persona across 5 different support configs
  • Maintain identical safety guardrails (e.g., 'Never reveal internal pricing') in all production variations
  • Standardize JSON output format instructions across multiple configs
  • Store company-specific terminology and product knowledge for reuse
  • Include regulatory compliance disclaimers that must appear in every response
Who it's for
  • AI product managers managing multiple prompt variations
  • Engineering teams maintaining consistent guardrails across configs
  • Teams needing to synchronize persona and tone across different AI agents
  • Organizations with compliance or safety requirements across multiple configs

snippets FAQ

When should I create a snippet vs. just putting text in a prompt?

Create a snippet only if the text will be used in 2 or more places. If it's unique to a single variation, keep it in the prompt directly.

What happens when I update a snippet?

Each update creates a new version. Config variations that reference the snippet can pick up the latest version, keeping all configs in sync.

Can I delete a snippet that's referenced by configs?

Yes, but you must confirm the deletion. Warn users that any configs referencing the snippet will lose that reference.

Should I put an entire prompt in a single snippet?

No. Snippets are building blocks for reusable pieces (personas, guardrails, formats). Break large prompts into focused, single-responsibility snippets.

How do I avoid creating duplicate snippets?

Use list-prompt-snippets to check existing snippets before creating new ones. Use descriptive keys like 'safety-guardrails' or 'json-output-format' for clarity.

Full instructions (SKILL.md)

Source of truth, from launchdarkly/ai-tooling.


name: snippets description: "Create and manage prompt snippets — reusable text blocks referenced inside config variation prompts. Keeps common instructions, personas, and guardrails consistent across multiple configs." license: Apache-2.0 compatibility: Requires the remotely hosted LaunchDarkly MCP server metadata: author: launchdarkly version: "0.1.0"

Config Prompt Snippets

You're using a skill that will guide you through creating and managing prompt snippets in LaunchDarkly. Your job is to identify reusable text, create snippets, reference them in config variations, and verify everything is wired correctly.

Prerequisites

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

Required MCP tools:

  • create-prompt-snippet -- create a new reusable text block
  • list-prompt-snippets -- browse existing snippets in the project
  • get-prompt-snippet -- inspect a specific snippet's content

Optional MCP tools:

  • update-prompt-snippet -- edit a snippet's text, name, or tags
  • delete-prompt-snippet -- permanently remove a snippet
  • update-ai-config-variation -- update variation prompts to reference snippets

Core Concepts

What Are Prompt Snippets?

Prompt snippets are named, versioned text blocks stored at the project level. They contain reusable pieces of prompt text — personas, guardrails, output format instructions, domain knowledge — that can be shared across multiple config variations.

When a snippet is updated, a new version is created. Config variations that reference the snippet can pick up the latest version, keeping all your configs in sync.

When to Use Snippets

ScenarioExample
Shared persona"You are a helpful customer support agent for Acme Corp..." used by 5 different configs
Safety guardrails"Never reveal internal pricing. Never generate code that accesses production databases."
Output format"Always respond in JSON with keys: answer, confidence, sources."
Domain knowledgeCompany-specific terminology, product names, or process descriptions
Regulatory textCompliance disclaimers that must appear in every response

When NOT to Use Snippets

  • Text that is unique to a single variation — just put it in the prompt directly
  • Dynamic content that changes per-request — use template variables instead
  • Entire prompts — snippets are building blocks, not complete prompts

Core Principles

  1. Reusability First: Only create a snippet if the text will be used in 2+ places
  2. Single Responsibility: Each snippet should cover one concern (persona OR guardrails, not both)
  3. Descriptive Keys: Use keys like safety-guardrails, json-output-format, support-persona
  4. Tag for Discovery: Add tags so teammates can find snippets by category
  5. Verify References: After creating a snippet, confirm it appears in the project

Workflow

Step 1: Identify Reusable Text

Before creating snippets, understand what's shared:

  1. List existing configs in the project using get-ai-config for each
  2. Look for repeated text across variation prompts
  3. Identify text that should stay consistent (guardrails, personas, formats)
  4. Check existing snippets with list-prompt-snippets to avoid duplicates

Step 2: Create Snippets

Use create-prompt-snippet with:

  • key -- unique identifier (lowercase, hyphens, e.g. safety-guardrails)
  • name -- human-readable display name
  • text -- the reusable prompt text content
  • description (optional) -- explain when/why to use this snippet
  • tags (optional) -- categorize for discovery (e.g. ["guardrails", "safety"])
{
  "projectKey": "my-project",
  "key": "support-persona",
  "name": "Customer Support Persona",
  "text": "You are a friendly, knowledgeable customer support agent for Acme Corp. Always greet the customer by name when available. Be empathetic but concise. If you don't know the answer, say so honestly and offer to escalate.",
  "description": "Standard persona for all customer-facing support configs",
  "tags": ["persona", "support"]
}

Step 3: Verify

  1. Use get-prompt-snippet to confirm the snippet was created with the correct text
  2. Use list-prompt-snippets to see it in the project listing
  3. Check that version is 1 for newly created snippets

Report results:

  • Snippet created with key, name, and text
  • Version number confirmed
  • Tags applied correctly

Step 4: Update Snippets (When Needed)

Use update-prompt-snippet to modify an existing snippet. Only pass the fields you want to change:

{
  "projectKey": "my-project",
  "snippetKey": "safety-guardrails",
  "text": "Updated guardrail text with new compliance requirements..."
}

Each update creates a new version. Existing config variations referencing the snippet can pick up the new version.

Edge Cases

SituationAction
Snippet key already existsUse get-prompt-snippet to check, then either update or choose a different key
Very long textSnippets can hold large blocks — but consider splitting into multiple snippets for modularity
Snippet referenced by configsUpdate carefully — changes propagate to all referencing configs
Deleting a referenced snippetWarn the user that configs will lose the reference. Use delete-prompt-snippet with confirm: true

What NOT to Do

  • Don't create snippets for text used in only one place
  • Don't put an entire prompt in a single snippet — break it into focused pieces
  • Don't delete snippets without checking which configs reference them
  • Don't duplicate existing snippets — check list-prompt-snippets first

More resources

To learn more about setting up prompt snippets in the LaunchDarkly UI, read Prompt snippets.