migrate SKILL.md skillA
migrate from launchdarkly/ai-tooling is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add launchdarkly/ai-tooling/migrate@v0.1.0Pins v0.1.0 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/migrate/SKILL.md- Versions recorded
- 3
- Latest version
- v0.1.0, committed Sep 17, 2026
- First version recorded
- May 21, 2026
- Size
- 55,743 bytes
- Repository stars
- 29
- License
- a license file GitHub does not identify
Migrate an application with hardcoded LLM prompts to a full LaunchDarkly AgentControl implementation in five stages: audit the code, wrap the call, move the tools, add tracking, attach evaluators. Use when the user wants to externalize model/prompt configuration, move from direct provider calls (OpenAI, Anthropic, Bedrock, Gemini, Strands) to a managed config, or stage a full hardcoded-to-LaunchDarkly migration.
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
# Migrate to AgentControl You're using a skill that will guide you through migrating an application from hardcoded LLM prompts to a full LaunchDarkly AgentControl implementation. Your job is to run the migration in **five stages**, stopping at each stage for the user to confirm: 1. **Audit the code** — read-only scan that produces a structured list of everything hardcoded (prompt, model, parameters, tools, app-scoped knobs). 2. **Wrap the call** — install the SDK, create the config in LaunchDarkly with a fallback that mirrors the hardcoded values, and rewrite the call site to fetch the config fresh on every request. 3. **Move the tools** — extract each tool's JSON schema, attach it to the config, and swap every call site that references the old tool list. 4. **Add tracking** — wire the per-request tracker (duration, tokens, success/error) around the provider call. 5. **Attach evaluators** — either offline evals via the Playground + Datasets, or online judges that score sampled traffic automatically. > **⚠️ Three first-run failure modes to avoid.** > …
Read the whole file at its exact version.
How to install
mdr add launchdarkly/ai-tooling/migrate@sha256:c4797dba22512628The line at the top of this page pins the label v0.1.0, 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.
[](https://markdownregistry.com/a/art_7dsavrglnpljy5lu)
3 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 Sep 17, 2026, about one every 59 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.1.0 latest | 2026-09-17 | f1bea2f | 55,743 B | A | view · diff |
| v0.1.0 | 2026-05-22 | add614f | 55,745 B | A | view · diff |
| v0.1.0 | 2026-05-21 | e6ab09b | 55,792 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (55743 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
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_7dsavrglnpljy5lu GET https://markdownregistry.com/api/v1/resolve?ref=launchdarkly/ai-tooling/migrate GET https://markdownregistry.com/api/v1/blob/c4797dba225126286d4e24e5d413365d96e731b870316d1934f72a4113f37083
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
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