skills.rest
captainsparrow10
captainsparrow10COMMUNITY
Explore all skills by this author →
GitHub

test-rag

Start the FastAPI server and issue a sample query to test the RAG pipeline.

Updated Aug 27, 2026
Search Tags:#testing#integration#fastapi#llm#rag#docker#qdrant
One-click install
npx skills add https://github.com/captainsparrow10/LLM-ENGINEERS-HANDBOOK --skill test-rag
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: test-rag
Source: https://github.com/captainsparrow10/LLM-ENGINEERS-HANDBOOK/tree/main/.claude/skills/test-rag
Command: npx skills add https://github.com/captainsparrow10/LLM-ENGINEERS-HANDBOOK --skill test-rag

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Tests and validates the full RAG pipeline by starting the FastAPI server and issuing a sample query.

Core Features & Use Cases

  • Orchestrates end-to-end testing of the RAG stack including retrieval from Qdrant, document storage in MongoDB, and LLM responses via Groq.
  • Provides a quick verification path during CI or local development to confirm services are up and producing coherent results.

Quick Start

Start the FastAPI server, verify that Docker containers for MongoDB and Qdrant are running, and send a sample RAG query to observe the response.

Frequently Asked Questions about test-rag

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I test a RAG pipeline end-to-end with FastAPI and Qdrant?▼

You can validate a RAG pipeline by starting the FastAPI server and sending a sample query to verify retrieval and response quality. This confirms that Qdrant, MongoDB, and the Groq LLM are connected and functioning.

What is the best way to verify my RAG stack during local development?▼

The best way to verify your RAG stack during local development is to run an end-to-end sanity check. This involves starting Dockerized services and sending a test query to confirm coherent LLM responses.

Do I need Docker to validate a RAG pipeline using this testing approach?▼

Yes, Docker is required to validate the RAG pipeline. You must have Docker containers running for supporting services like MongoDB and Qdrant before issuing the sample query to the FastAPI server.

Can I use a Groq-based LLM API for RAG sanity checks in CI?▼

Yes, you can use a Groq-based LLM API for RAG sanity checks in CI. The validation process issues a sample query through the FastAPI server to confirm services are up and producing coherent results.

How does end-to-end RAG testing validate retrieval and response quality?▼

End-to-end RAG testing validates retrieval and response quality by orchestrating the full stack. It sends a sample query through FastAPI to check Qdrant retrieval and Groq LLM generation in a single flow.

Related Skills

Explore More Software Engineering Skills→
zainhaszainhas
2

together-dedicated-containers

Deploy Dockerized inference workloads on Together AI's managed GPU infrastructure.

Community
Advanced
barrydobsonbarrydobson

devops

Advocate DevOps principles including CI/CD, IaC, automated testing, monitoring, and security scanning for delivery pipelines.

Community
Intermediate
AppleLampsAppleLamps

dev-servers

Start FastAPI and Vite development servers after checking dependencies and environment.

Community
Intermediate
bilalmkbilalmk

rag_skill

Build RAG chatbots for documentation sites with OpenAI, Qdrant, and Neon Postgres.

Community
Advanced