Backend (FastAPI)
Document Your FastAPI RAG Backend
FastAPI backend documentation can be difficult to navigate when chat, retrieval, and service configuration are connected. This skill explains the endpoints, processing flow, utilities, and required configuration in one focused reference.
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Review the Skillstore skill "Backend (FastAPI)" from https://skillstore.io/skills/abdulsamad94-backend-fastapi.md and its manifest at https://skillstore.io/api/skills/abdulsamad94-backend-fastapi/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "Backend (FastAPI)". What happens when a request reaches the documented chat endpoint?
Expected outcome:
- The backend receives a ChatRequest containing a query, history, and user context.
- It embeds the query, searches Qdrant, builds a RAG prompt, and generates an agent response.
- It returns a ChatResponse with an answer and contexts.
Using "Backend (FastAPI)". Which configuration variables are documented?
Expected outcome:
- GEMINI_API_KEY supports the documented LLM and embedding service.
- QDRANT_URL and QDRANT_API_KEY configure the documented vector database connection.
Security Audit
SafeAll 18 static findings are false positives. The scanner interpreted Markdown inline-code delimiters as shell backticks and documented environment-variable names as environment access. SKILL.md is a concise architecture reference and contains no executable code, credential values, or prompt-injection content.
Risk Factors
⚙️ External commands (16)
🔑 Env variables (2)
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https://skillstore.io/skills/abdulsamad94-backend-fastapi/audits/10?utm_source=security_passport&utm_medium=share&utm_campaign=versioned_reportMarkdown badge
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<iframe src="https://skillstore.io/embed/skills/abdulsamad94-backend-fastapi.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA · BibTeX · CFF)
APA citation
AbdulSamad94. (2026). Backend (FastAPI) security audit report (audit version 10) [Author version unspecified]. Skillstore. https://skillstore.io/skills/abdulsamad94-backend-fastapi/audits/10BibTeX citation
@techreport{abdulsamad94-abdulsamad94-backend-fastapi-2026,
author = {AbdulSamad94},
title = {Backend (FastAPI) security audit report (audit version 10)},
institution = {Skillstore},
year = {2026},
number = {10},
url = {https://skillstore.io/skills/abdulsamad94-backend-fastapi/audits/10},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "Backend (FastAPI) security audit report (audit version 10)"
version: "unspecified"
type: report
authors:
- name: "AbdulSamad94"
date-released: "2026-07-18"
url: "https://skillstore.io/skills/abdulsamad94-backend-fastapi/audits/10"
identifiers:
- type: other
value: "skillstore:abdulsamad94-backend-fastapi:audit:10"
description: "Skillstore immutable audit report identifier"
Skillstore Score
Why this score Evidence Confidence: HighWhat You Can Build
Orient a new backend developer
Review the application entry point, endpoints, and supporting modules before making a backend change.
Plan a client integration
Understand the documented chat and selected-text API responsibilities before designing a client workflow.
Prepare local service configuration
Identify the documented Gemini and Qdrant configuration variables needed for the backend services.
Try These Prompts
Using this skill, explain where the FastAPI application starts and how the documentation says to run it locally.
Using this skill, summarize the purpose, input, processing steps, and output of POST /api/chat.
Using this skill, compare POST /api/chat and POST /api/ask-selection. State when each endpoint is appropriate.
Using this skill, create a concise implementation checklist for the documented FastAPI, Gemini, and Qdrant dependencies. Do not infer undocumented details.
Best Practices
- Use the skill as a reference and verify implementation details in the source repository.
- Keep credentials in environment variables and never place their values in prompts or documentation.
- Confirm endpoint schemas and error behavior before building a production integration.
Avoid
- Do not assume undocumented authentication, validation, or response fields.
- Do not treat the documented local run command as a production deployment method.
- Do not expose Gemini or Qdrant credential values in client-side code.
Frequently Asked Questions
What does this skill document?
Does this skill create a FastAPI application?
Which endpoint handles general chat?
Which endpoint handles selected text?
Which external services are mentioned?
Does the skill provide security or deployment guidance?
Developer Details
Author
AbdulSamad94License
MIT
Skillstore revision
r2
Version notice
The author did not declare a version.
Repository
https://github.com/AbdulSamad94/Hackhaton-SpecsKitPlus/tree/master/.claude/skills/backendRef
80999bf530a7874d7bedf8ce202001ecb4c4f5e0
Maintenance freshness
7/19/2026
Usage
6 downloads · 274 views
File structure
📄 SKILL.md