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* Add 9 Arize LLM observability skills Add skills for Arize AI platform covering trace export, instrumentation, datasets, experiments, evaluators, AI provider integrations, annotations, prompt optimization, and deep linking to the Arize UI. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Add 3 Phoenix AI observability skills Add skills for Phoenix (Arize open-source) covering CLI debugging, LLM evaluation workflows, and OpenInference tracing/instrumentation. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Ignoring intentional bad spelling * Fix CI: remove .DS_Store from generated skills README and add codespell ignore Remove .DS_Store artifact from winmd-api-search asset listing in generated README.skills.md so it matches the CI Linux build output. Add queston to codespell ignore list (intentional misspelling example in arize-dataset skill). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Add arize-ax and phoenix plugins Bundle the 9 Arize skills into an arize-ax plugin and the 3 Phoenix skills into a phoenix plugin for easier installation as single packages. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Fix skill folder structures to match source repos Move arize supporting files from references/ to root level and rename phoenix references/ to rules/ to exactly match the original source repository folder structures. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com> * Fixing file locations * Fixing readme --------- Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
68 lines
2.6 KiB
Markdown
68 lines
2.6 KiB
Markdown
# TOOL Spans
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## Purpose
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TOOL spans represent external tool or function invocations (API calls, database queries, calculators, custom functions).
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## Required Attributes
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| Attribute | Type | Description | Required |
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| ------------------------- | ------ | ------------------ | ----------- |
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| `openinference.span.kind` | String | Must be "TOOL" | Yes |
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| `tool.name` | String | Tool/function name | Recommended |
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## Attribute Reference
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### Tool Execution Attributes
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| Attribute | Type | Description |
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| ------------------ | ------------- | ------------------------------------------ |
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| `tool.name` | String | Tool/function name |
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| `tool.description` | String | Tool purpose/description |
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| `tool.parameters` | String (JSON) | JSON schema defining the tool's parameters |
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| `input.value` | String (JSON) | Actual input values passed to the tool |
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| `output.value` | String | Tool output/result |
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| `output.mime_type` | String | Result content type (e.g., "application/json") |
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## Examples
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### API Call Tool
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```json
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{
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"openinference.span.kind": "TOOL",
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"tool.name": "get_weather",
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"tool.description": "Fetches current weather for a location",
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"tool.parameters": "{\"type\": \"object\", \"properties\": {\"location\": {\"type\": \"string\"}, \"units\": {\"type\": \"string\", \"enum\": [\"celsius\", \"fahrenheit\"]}}, \"required\": [\"location\"]}",
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"input.value": "{\"location\": \"San Francisco\", \"units\": \"celsius\"}",
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"output.value": "{\"temperature\": 18, \"conditions\": \"partly cloudy\"}"
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}
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```
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### Calculator Tool
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```json
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{
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"openinference.span.kind": "TOOL",
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"tool.name": "calculator",
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"tool.description": "Performs mathematical calculations",
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"tool.parameters": "{\"type\": \"object\", \"properties\": {\"expression\": {\"type\": \"string\", \"description\": \"Math expression to evaluate\"}}, \"required\": [\"expression\"]}",
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"input.value": "{\"expression\": \"2 + 2\"}",
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"output.value": "4"
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}
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```
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### Database Query Tool
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```json
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{
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"openinference.span.kind": "TOOL",
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"tool.name": "sql_query",
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"tool.description": "Executes SQL query on user database",
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"tool.parameters": "{\"type\": \"object\", \"properties\": {\"query\": {\"type\": \"string\", \"description\": \"SQL query to execute\"}}, \"required\": [\"query\"]}",
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"input.value": "{\"query\": \"SELECT * FROM users WHERE id = 123\"}",
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"output.value": "[{\"id\": 123, \"name\": \"Alice\", \"email\": \"alice@example.com\"}]",
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"output.mime_type": "application/json"
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}
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```
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