# Codebase Index

> Use this tool when you need to efficiently search and understand large codebases using natural language queries. It solves problems such as finding specific implementations, assisting with code reviews, and facilitating developer onboarding by indexing codebases and enabling intelligent code chunking and real-time updates. It takes in code files and outputs searchable vector embeddings, making it ideal for managing complex projects and respecting API limits with daily quota management.

Canonical page: https://skillsregistry.net/skills/ngotaico-codebase-index  
JSON: https://api.skillsregistry.net/v1/skills/ngotaico-codebase-index

## Description

Codebase indexing server that integrates Qdrant Cloud vector storage with Google Gemini embedding models (text-embedding-004 or gemini-embedding-001) to enable natural language code search. Features incremental indexing with file change detection to reduce reprocessing time by 90%, intelligent code chunking by language-specific patterns (functions, classes) across Python, TypeScript, JavaScript, Java, Go, Rust, and Dart, and real-time file watching for automatic updates. Includes daily quota management to respect API limits, complexity scoring for code context, and 2D/3D vector visualization capabilities. Useful for understanding large projects, finding specific implementations, code review assistance, and developer onboarding.

## Trust

- **Trust score (0–1):** 0.71
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/ngotaico-codebase-index)
- **Repository:** <https://github.com/ngotaico/mcp-codebase-index>

## 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": "ngotaico-codebase-index"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/ngotaico-codebase-index` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/ngotaico-codebase-index/pull`

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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