adjusted ai agents skills docs

docs/ai_agents.md

@@ -0,0 +1,83 @@
+# Rapidata in your AI agent
+
+Let your coding agent write the Rapidata integration for you. The official Rapidata skill teaches agents how to use the SDK — create labeling jobs, configure audiences, run benchmarks, and more — so you can just describe what you want in plain English.
+
+## Install
+
+Pick your agent. One command. Done.
+
+| Agent | Install |
+|-------|---------|
+| **Claude Code** | `claude plugin marketplace add RapidataAI/skills && claude plugin install rapidata-sdk-plugin@rapidata-sdk-marketplace` |
+| **Cursor** | `npx skills add RapidataAI/skills -a cursor` |
+| **Windsurf** | `npx skills add RapidataAI/skills -a windsurf` |
+| **Copilot** | `npx skills add RapidataAI/skills -a github-copilot` |
+| **Cline** | `npx skills add RapidataAI/skills -a cline` |
+| **Codex** | `npx skills add RapidataAI/skills -a codex` |
+| **Gemini CLI** | `npx skills add RapidataAI/skills -a gemini-cli` |
+| **Any other** | `npx skills add RapidataAI/skills` |
+
+Install once. Works in every session after that. That's it.
+
+??? note "No install — just the raw SKILL.md"
+
+    If your framework doesn't match any of the above, drop the raw file into your agent's context:
+
+    [**SKILL.md on GitHub**](https://github.com/RapidataAI/skills/blob/main/plugins/rapidata-sdk-plugin/skills/rapidata/SKILL.md)
+
+    Raw URL for fetching:
+
+    ```
+    https://raw.githubusercontent.com/RapidataAI/skills/main/plugins/rapidata-sdk-plugin/skills/rapidata/SKILL.md
+    ```
+
+
+## Usage
+
+### Automatic
+
+The agent loads the skill when it sees Rapidata-related work. Just ask naturally:
+
+```
+Create a comparison job that evaluates image quality between two models
+```
+
+```
+Set up a custom audience with 3 qualification examples for prompt adherence
+```
+
+### Manual
+
+On Claude Code, invoke the skill directly:
+
+```
+/rapidata
+```
+
+```
+/rapidata How do I set up early stopping with a confidence threshold?
+```
+
+Other agents follow their own conventions — Cursor rules, Copilot instructions, etc. The skill activates whenever the file is loaded into context.
+
+## Keeping the skill up to date
+
+The Rapidata SDK evolves constantly — new task types, new audience features, better defaults. Pull the latest version so your agent stays in sync.
+
+**Claude Code**:
+
+```bash
+claude plugin marketplace update
+```
+
+**Everything else**:
+
+```bash
+npx skills update rapidata
+```
+
+Or update every skill you've installed at once:
+
+```bash
+npx skills update
+```

docs/quickstart.md

@@ -175,4 +175,4 @@ print(results)
 - Learn about [Classification Jobs](examples/classify_job.md) for categorizing data
 - Understand the [Results Format](understanding_the_results.md)
 - Configure [Early Stopping](confidence_stopping.md) based on confidence thresholds
-- Migrating from Orders? See the [Migration Guide](migration_guide.md)
+- Let your [AI agent](ai_agents.md) write the integration code for you — one-line install for Claude Code, Cursor, Copilot, and many more

mkdocs.yml

@@ -72,10 +72,8 @@ plugins:
           - mri_advanced.md
         Flows:
           - flows.md
-        Claude Code:
-          - claude_code.md
-        Migration:
-          - migration_guide.md
+        AI Agents:
+          - ai_agents.md
       enable_markdown_urls: true
       enable_llms_txt: true
       enable_llms_full: true
@@ -129,9 +127,7 @@ nav:
     - Model Ranking:
       - Getting Started: mri.md
       - Advanced: mri_advanced.md
-    - Resources:
-      - Claude Code: claude_code.md
-      - Migration Guide: migration_guide.md
+    - AI Agents: ai_agents.md
 
 theme:
   name: material