# io.github.HaseebKhalid1507/velocirag

> Use this tool when you need to accelerate AI agent performance with lightning-fast Retrieval-Augmented Generation (RAG) capabilities. It solves problems related to slow search and generation times, providing sub-200ms search functionality through 4-layer fusion and ONNX Runtime. Ideal for applications requiring rapid information retrieval and generation, this tool takes in input queries and outputs relevant generated text.

Canonical page: https://skillsregistry.net/skills/io-github-haseebkhalid1507-velocirag  
JSON: https://api.skillsregistry.net/v1/skills/io-github-haseebkhalid1507-velocirag

## Description

Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.

## Trust

- **Trust score (0–1):** 0.00
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 0.6.4
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.HaseebKhalid1507%2Fvelocirag)
- **Repository:** <https://github.com/HaseebKhalid1507/VelociRAG>

## 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": "io-github-haseebkhalid1507-velocirag"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-haseebkhalid1507-velocirag` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-haseebkhalid1507-velocirag/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