# rag-implementation

Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.

## Decision Card

- Recommendation score: 29/100 (Review first)
- Fit score: 44/100
- Trust tier: Needs review
- Install readiness: Source guide
- Trial status: not_recorded
- Claim status: Unclaimed
- Verified level: Unverified
- Primary risk: No community evaluation
- Next action: manual_review

## Fit & Capabilities

- Role: Coding & Development
- Protocols: manual review
- Capabilities: RAG, Multi-agent orchestration, Reusable skill package, Design assistance, Coding assistance, Chat interface

## Evidence

- Source: https://www.remoteopenclaw.com/skills/wshobson/agents/rag-implementation
- Source activity: Source review needed
- Community reviews: 0
- External reputation signals: 0
- Known gaps: community review, third-party review/discussion signal, sandbox trial result

## Risk & Safety

- Security verdict: Evidence is thin. Read source, license, and requirements before trial.
- Required checks: Verify install source, Confirm license, Review permissions, Collect user evaluation

## Installation

- Readiness: Source guide
- Primary method: Source guide
- Install JSON: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/install.json

## Trial Plan

- Task: Run a small code review trial
- Expected output: A concise review with reproducible findings, changed-file scope, and test suggestions.
- Trial JSON: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/trial.json

## Profile Data Package

- profile.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/profile.json
- score.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/score.json
- evidence.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/evidence.json
- trust.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/trust.json
- trial.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/trial.json
- install.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/install.json
- history.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/history.json
- similar.json: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/similar.json
- dossier.md: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/dossier.md
- summary.md: https://agentstaffer.com/skills/remoteopenclaw-rag-implementation/summary.md
- visibility-report.json: https://agentstaffer.com/vendors/remoteopenclaw-rag-implementation/visibility-report.json
- claim.json: https://agentstaffer.com/claim.json
- Vendor visibility report: https://agentstaffer.com/vendors/remoteopenclaw-rag-implementation/visibility-report
- Agent index: https://agentstaffer.com/agents.json