Opik Integrations Auditor

Purpose

Audit, compare, and document Opik integrations across Python, TypeScript, and backend OTEL/API surfaces with a repeatable evidence-first workflow.

When to use

Use this skill when the task involves:

• reviewing existing Opik integrations for behavior, coverage, or documentation quality
• designing or implementing a new integration
• producing integration pattern docs across Python, TypeScript, and OTEL/API
• identifying gaps between code, tests, and docs

Required outputs

Produce these artifacts in the response (or files if asked):

1. Integration inventory table
2. Pattern classification per integration
3. Cross-surface comparison matrix (Python / TypeScript / OTEL/API)
4. Findings list (bugs/risks/gaps)
5. Documentation patch plan
6. Test plan (unit + integration + e2e)

Workflow

1. Build inventory and classify pattern per integration.
2. Extract behavior contract (capture, streaming, errors, flush, span hierarchy).
3. Extract data contract (usage, metadata/tags, thread propagation).
4. Validate backend compatibility (OTEL endpoint/protocol/mapping rules).
5. Review tests for coverage and missing edge cases.
6. Produce documentation updates with consistent template.

Load references as needed

• For matrix schema and scoring: references/matrix-and-rubric.md
• For pattern definitions: references/patterns.md
• For evidence collection paths and commands: references/evidence-collection.md
• For documentation update template: references/doc-template.md
• For testing checklist: references/testing-checklist.md
• For subagent prompt templates: references/subagent-prompts.md

Inputs

• Integration scope (specific integration or full inventory)
• Target surfaces to compare (Python, TypeScript, OTEL/API)
• Relevant repo paths and branch/diff scope
• Output expectations (table depth, doc patch format, test depth)

Outputs

• Inventory and comparison matrix
• Findings and risk summary
• Documentation patch plan
• Test plan with missing coverage calls

Default evidence locations (override if repo differs)

• Python:
  • sdks/python/src/opik/integrations
  • sdks/python/design/INTEGRATIONS.md
  • sdks/python/design/TESTING.md
• TypeScript:
  • sdks/typescript/design/INTEGRATIONS.md
  • sdks/typescript/design/TESTING.md
• Backend OTEL:
  • apps/opik-backend/src/main/java/com/comet/opik/api/resources/v1/priv/OpenTelemetryResource.java
  • apps/opik-backend/src/main/java/com/comet/opik/domain/OpenTelemetryService.java
  • apps/opik-backend/src/main/java/com/comet/opik/domain/OpenTelemetryMapper.java
  • apps/opik-backend/src/main/java/com/comet/opik/domain/mapping/OpenTelemetryMappingRuleFactory.java
  • apps/opik-backend/docs/integrations.md