online-evals SKILL.md skillA
online-evals 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/online-evals@v0.2.0Pins v0.2.0 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/online-evals/SKILL.md- Versions recorded
- 5
- Latest version
- v0.2.0, committed Oct 26, 2026
- First version recorded
- May 21, 2026
- Size
- 17,706 bytes
- Repository stars
- 29
- License
- a license file GitHub does not identify
Attach judges to config variations for automatic LLM-as-a-judge evaluation. Create custom judges, configure sampling rates, and monitor quality scores.
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 Online Evaluations
Attach judges to config variations for automatic quality scoring using LLM-as-a-judge methodology. Judges evaluate responses and return scores between 0.0 and 1.0.
## Prerequisites
- LaunchDarkly account with AgentControl enabled
- The remotely hosted LaunchDarkly MCP server configured in your environment
- Existing config with variations (use `configs-create` skill)
- To run judges from your application: `launchdarkly-ai-server` 0.3.0+ (Python) or `@launchdarkly/ai-node` 0.3.0+ (Node.js), plus a provider handler package for each provider your configs and judges use
## API Access
Use the LaunchDarkly MCP server tools for every step in the workflow: they authenticate via OAuth and need no token. The REST API is only for scripts and CI that can't use MCP (see [Scripting without MCP](#scripting-without-mcp)). In that case, ask the user to paste an API access token for this session and substitute it for `{api_token}` in the examples below. Do not search environment variables, `.env` files, or agent/MCP config files for credentials.
## Core Concepts
### What Are Judges?
…Read the whole file at its exact version.
How to install
mdr add launchdarkly/ai-tooling/online-evals@sha256:88c45d07bd021aaeThe line at the top of this page pins the label v0.2.0, 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_u3ni2n7f4pbk4yzw)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between May 21, 2026 and Oct 26, 2026, about one every 39 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.2.0 latest | 2026-10-26 | 56073e0 | 17,706 B | A | view · diff |
| v0.1.0 | 2026-09-28 | ef54971 | 16,542 B | A | view · diff |
| v0.1.0 | 2026-07-27 | 3f246b4 | 16,432 B | A | view · diff |
| v0.1.0 | 2026-05-22 | add614f | 16,426 B | A | view · diff |
| v0.1.0 | 2026-05-21 | e6ab09b | 16,478 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 (17706 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_u3ni2n7f4pbk4yzw GET https://markdownregistry.com/api/v1/resolve?ref=launchdarkly/ai-tooling/online-evals GET https://markdownregistry.com/api/v1/blob/88c45d07bd021aaee8716c91e73d03605eeeb326a58188b094cc021a80935f6e
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.