# space-ngrams

> space-ngrams — dev993848-mcp-fast-search-code. Use this tool when you need to efficiently search and retrieve code files within a large codebase. It solves problems of slow code searching and file retrieval, enabling AI agents to quickly find and read specific files using ripgrep. The tool takes in search queries as input and outputs relevant file paths and contents, ideal for use cases requiring rapid code analysis and exploration.

Canonical page: https://skillsregistry.net/skills/dev993848-mcp-fast-search-code  
JSON: https://api.skillsregistry.net/v1/skills/dev993848-mcp-fast-search-code

## Description

MCP server that enables AI agents to search code, find files, and read files in a codebase at lightning speed using ripgrep.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-03

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/mku7axbiwo)
- **Repository:** <https://github.com/dev993848/mcp-fast-search-code>

## 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": "dev993848-mcp-fast-search-code"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/dev993848-mcp-fast-search-code` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/dev993848-mcp-fast-search-code/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