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Eval Integration (Grade A) logo

Eval Integration (Grade A)Security-tested data-ai skill for Claude AI. Grade A. Specialized integration evaluator for the Evaluate-Loop. Use this for evaluating tracks that integrate external services — Supabase auth/DB, Strip

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Daniel NikulshynReviewed by Daniel Nikulshyn·Updated July 2026

Overview

Eval Integration is a specialized integration evaluator for the Evaluate-Loop, designed to test tracks that integrate external services such as Supabase auth/DB, Stripe payments, Gemini API, and third-party APIs. It checks API contracts, auth flows, data persistence, error recovery, environment config, and end-to-end flow integrity. This tool is dispatched by loop-execution-evaluator when the track type is 'integration', 'auth', 'payments', or 'api'. It is triggered by commands like 'evaluate integration', 'test auth flow', 'check API', and 'verify payments'. The evaluator performs six checks, including API contract verification, authentication flow check, data persistence and schema hygiene, and more.

Key features

  • API contract verification
  • Authentication flow check
  • Data persistence and schema hygiene check
  • Error recovery and rate limit handling evaluation
  • Environment config and end-to-end flow integrity check
  • Support for Supabase auth/DB, Stripe payments, Gemini API, and third-party APIs

Pricing

Model
Free
Category
Skills
Rating
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Use cases

Evaluating Supabase Auth and DB Integration

Use Eval Integration to test the authentication flow, data persistence, and schema hygiene of a Supabase auth/DB integration.

Testing Stripe Payment Integration

Utilize Eval Integration to evaluate the payment processing integration with Stripe, ensuring correct API contracts and error handling.

Pros & Cons

Pros

  • Comprehensive evaluation of API integrations
  • Checks for API contract verification, authentication flows, and data persistence
  • Enforces best practices for database schema design
  • Supports evaluation of various external services like Supabase, Stripe, and Gemini API

Cons

  • Limited to evaluating specific types of tracks (integration, auth, payments, api)
  • Requires detailed configuration and code for evaluation

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Q&A

Can I use this alongside other Claude Code plugins?

Yes. SupaConductor uses the /orchestrator-supaconductor: namespace and doesn't conflict with any other plugins, built‑in commands, or MCP servers.

Asked by George Papadakis · Aug 22, 2025

Is this overkill for small tasks?

For a quick one‑file fix — yes, just use Claude Code directly. Use SupaConductor when: the work touches 3 or more files, you’d normally plan before coding, you want automated quality checks, you want the work done right the first time, or you can also use individual commands without the full loop.

Asked by Dara Fitzgerald · Aug 18, 2025

Does this work with Cursor, Windsurf, or other AI tools?

No — SupaConductor is a Claude Code plugin that requires Claude Code's plugin system (agents, skills, slash commands, hooks). However, the conductor/ directory it creates is just Markdown files. Any AI tool can read them. If you start with SupaConductor and switch tools later, your specs, plans, and documentation remain useful.

Asked by Petra Vogel · Aug 1, 2025

How much does this cost in API credits?

SupaConductor uses the same Claude API as normal Claude Code — it just structures the work more carefully. Because it runs multiple agents (planning, execution, evaluation), it uses roughly 3-5x the API calls compared to doing everything manually in one conversation. SupaConductor optimizes costs automatically: it uses Opus (the most capable model) for planning and evaluation, and Sonnet (faster, cheaper) for execution tasks. Ways to reduce cost: Use /orchestrator-supaconductor:implement if you write specs yourself, skip board meetings for small features (they're opt‑in), or use human‑in‑the‑loop mode to stay in control of scope.

Asked by Farah Rahimi · Jul 11, 2025

How much of my context window does this use?

Skills use progressive disclosure — only ~100 tokens each for metadata. Full instructions load only when activated (typically under 5,000 tokens each). The 39 skills are not loaded all at once. Agents run as separate conversations with their own context windows, so they don't fill up your main conversation. | Component | Context Used | When | |-----------|-------------|------| | Orchestrator | ~4,000 tokens | Active during /go | | Planner | ~3,000 tokens | During planning only | | Evaluator | ~2,500 tokens each | Only the active evaluator loads | | Board meeting | ~5,000 tokens | On‑demand only | | Idle | ~500 tokens | Between steps |

Asked by Bartek Adamski · Jul 12, 2025

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