hybrid-fastapi-retrieval

Retrieve provenance-aware evidence from a deployed hybrid FastAPI service.

Updated Mar 20, 2026
One-click install
npx skills add https://github.com/gongye19/manu-agno --skill hybrid-fastapi-retrieval
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: hybrid-fastapi-retrieval
Source: https://github.com/gongye19/manu-agno/tree/main/.skills/hybrid-fastapi-retrieval
Command: npx skills add https://github.com/gongye19/manu-agno --skill hybrid-fastapi-retrieval

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

调用已部署的 FastAPI 混合检索服务,提供带来源的证据以支持可追溯的回答,提升知识检索的可信度和可追溯性。

Core Features & Use Cases

  • 通过 POST /tools/hybrid/query 调用服务,从多个来源聚合证据并返回带 metadata 的文本片段。
  • 适用于需要带来源信息的问答、上下文构建与报告生成等场景。

Quick Start

Send a JSON payload with query and optional parameters to {RETRIEVAL_API_BASE_URL}/tools/hybrid/query to fetch provenance-rich evidence.

Frequently Asked Questions about hybrid-fastapi-retrieval

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

FAQPage Schema
How do I retrieve provenance-aware evidence from a FastAPI service for RAG?

To retrieve provenance-aware evidence from a FastAPI service, send a structured JSON payload via POST to the /tools/hybrid/query endpoint, which aggregates multi-source context and returns traceable text fragments with metadata.

What is provenance-backed retrieval in a hybrid API architecture?

Provenance-backed retrieval in a hybrid API architecture is querying multiple sources to return source-backed answers and traceable conclusions, ensuring knowledge retrieval remains credible and verifiable through attached metadata.

Can I use FastAPI hybrid retrieval to build context for source-backed answers?

Yes, you can use FastAPI hybrid retrieval to build context for source-backed answers by querying the deployed service, which fetches and aggregates provenance-rich evidence suitable for report generation and question answering.

Do I need an Authorization header to query the hybrid retrieval API?

You can include an optional Authorization header when querying the hybrid retrieval API, allowing secured access to the FastAPI service while sending the structured metadata payload required for evidence retrieval.

How do I start querying a deployed FastAPI hybrid retrieval service?

To query a deployed FastAPI hybrid retrieval service, configure the RETRIEVAL_API_BASE_URL and send a JSON payload containing your query and optional parameters to the /tools/hybrid/query endpoint to fetch provenance-rich evidence.

When should I use a hybrid retrieval API over standard single-source retrieval?

Use a hybrid retrieval API over standard single-source retrieval when your scenario requires multi-source context aggregation and traceable conclusions, ensuring that the returned evidence includes source metadata for provenance verification.