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/opik-integrations-auditor

Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend. Use when adding a new integration, reviewing an existing one, or generating first-pass integration docs and gap analysis.

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dotskills
11025 skills
Install
$ npx -y skills add vincentkoc/dotskills --skill opik-integrations-auditor --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/opik-integrations-auditor

Context preview

The summary Claude sees to decide when to auto-load this skill.

Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend. Use when adding a new integration, reviewing an existing one, or generating first-pass integration docs and gap analysis.

SKILL.md

opik-integrations-auditor.SKILL.md
name: opik-integrations-auditor
description: Audit, compare, and document Opik integrations across Python SDK, TypeScript SDK, and OTEL/API backend. Use when adding a new integration, reviewing an existing one, or generating first-pass integration docs and gap analysis.
license: MIT
metadata:
  workflow-exemption: "Linear evidence inventory and cross-surface audit; findings and plans are the output, not an execution state machine."
  source: "https://github.com/vincentkoc/dotskills"

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`
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