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android-rag-local

Implement local Retrieval-Augmented Generation using Room and Vector embeddings.

Skill by prasad-vennam

IndexedMIT★ 11
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

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Implement local Retrieval-Augmented Generation using Room and Vector embeddings.

Use cases: ml

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/android-rag-local

What's inside

Skill name
android-rag-local
Description
Implement local Retrieval-Augmented Generation using Room and Vector embeddings.
License
MIT
Instructions
18 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Android Local RAG & Vector Databases 🔎

Retrieval-Augmented Generation (RAG) on Edge devices provides privacy-first, low-latency contextual intelligence. Instead of using cloud Pinecone/Weaviate, this skill enforces local vector embeddings via Room or SQLite.

## ⚡ When to Use
- When tasked with "RAG", "semantic search", or "vector embeddings".
- Building highly private AI features.

## 🏗️ Core Rules / Pillars

### 1. Vector Search in Room
- **Pattern**: Standard Room does not have native vector similarity out of the box in stable. Use L2 distance extensions or `sqlite-vss`.
- **Implementation**: Avoid pulling unmaintained third-party vector DBs. Use SQLite virtual tables with FTS or simple cosine similarity functions if embeddings are small.

## 🚧 Critical Anti-Hallucination Guards
- **Trap**: Do NOT hallucinate that Room natively supports `SELECT * FROM tbl ORDER BY VECTOR_DISTANCE()` securely out of the box without specific extensions.

From prasad-vennam/Awesome-Android-AI-Agent-Skills, MIT.

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11
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Last commit (this folder)
Apr 7, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
Repository
github.com/prasad-vennam/Awesome-Android-AI-Agent-Skills
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
GitHubgithub-graphql

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android-rag-local skill. Agent Mart. https://agentmart.dev/skills/prasad-vennam-android-rag-local (last updated 2026-10-24)