# qdrant-loader

> Use this tool when you need to build a searchable knowledge base from multiple data sources, such as Confluence, JIRA, or Git, and integrate it with AI assistants for semantic search capabilities. It ingests and converts various file types, including PDF, Office, and images, and supports multi-project management. Ideal for enterprises seeking to organize and make their knowledge bases easily searchable.

Canonical page: https://skillsregistry.net/skills/martin-papy-qdrant-loader  
JSON: https://api.skillsregistry.net/v1/skills/martin-papy-qdrant-loader

## Description

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server for seamless AI assistant integration.

## Trust

- **Trust score (0–1):** 0.78
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** database
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/martin-papy/qdrant-loader)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "martin-papy-qdrant-loader"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/martin-papy-qdrant-loader` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/martin-papy-qdrant-loader/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt