RAGed

Agent Integrations

raged is agent-agnostic and works with any agent that can call HTTP or execute shell commands.

This page covers built-in integrations.

Claude Code

How It Works

sequenceDiagram
    participant U as User
    participant C as Claude Code
    participant S as rag-memory Skill
    participant CLI as raged CLI
    participant API as RAG API

    U->>C: "How does auth work in project X?"
    C->>S: Invoke skill
    S->>CLI: raged query --q "auth" --topK 5
    CLI->>API: POST /query
    API-->>CLI: Relevant chunks
    CLI-->>S: Formatted results
    S-->>C: Context injected
    C-->>U: Grounded answer with references

Skill Location

.claude/skills/rag-memory/SKILL.md

Setup

Local (Docker Compose on the same machine):

# No configuration needed — defaults work
# API at http://localhost:8080, no auth

Remote:

export RAGED_URL=https://rag.example.com
export RAGED_API_TOKEN=your-token-here

Usage

The skill is invoked automatically when Claude determines it needs context. You can also ask directly:

“Use rag-memory to find how authentication is implemented in the fastify-docs collection”

Claude will run:

raged query \
  --api "${RAGED_URL:-http://localhost:8080}" \
  --q "authentication implementation" \
  --topK 5 \
  --token "${RAGED_API_TOKEN:-}"

OpenClaw

How It Works

sequenceDiagram
    participant U as User
    participant OC as OpenClaw
    participant S as raged Skill
    participant API as RAG API

    U->>OC: "Find docs about deployment strategy"
    OC->>S: Activate skill
    S->>API: POST /query (via curl)
    API-->>S: Relevant chunks
    S-->>OC: Results formatted
    OC-->>U: Grounded answer with sources

Skill Location

~/.openclaw/skills/raged/SKILL.md

Setup

Install the skill (from the raged repo):

ln -s /path/to/raged/skill ~/.openclaw/skills/raged

Configure in ~/.openclaw/openclaw.json:

{
  "skills": {
    "entries": {
      "raged": {
        "enabled": true,
        "env": {
          "RAGED_URL": "http://localhost:8080",
          "RAGED_TOKEN": ""
        }
      }
    }
  }
}

Usage

OpenClaw activates the skill based on the description in SKILL.md. The agent uses curl to call the raged API directly.

Other Agents

Any agent that can call HTTP or execute shell commands can use raged:

# Via CLI
raged query --api <url> --q "<question>" --topK 5

# Via HTTP API
curl -X POST https://rag.example.com/query \
  -H "Content-Type: application/json" \
  -H "Authorization: Bearer <token>" \
  -d '{"query": "authentication flow", "topK": 5}'

The v2.0 roadmap includes native SDK/client libraries for TypeScript, Python, and Go — eliminating the CLI dependency.

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