Full GNO Access, Zero Overhead
Give AI agents full GNO access via SKILL.md files—no MCP server, no context window pollution. One-line install for Claude Code, Codex, OpenCode, and Amp.
Key Benefits
- SKILL.md integration (no MCP overhead)
- Zero context window pollution
- One-line install for 4+ agents
- On-demand knowledge retrieval
- Works alongside MCP if needed
Example Commands
gno skill install --scope user
gno skill install --target codex
gno skill install --target all
Get Started
Ready to try AI Agent Integration?
The Problem with MCP
MCP servers are powerful but add complexity:
- Always-on process: Server must be running
- Context pollution: Tool descriptions consume tokens every message
- Configuration friction: JSON config files per client
Skills: A Better Way
SKILL.md files let agents invoke GNO on demand—no server, no config, no wasted context.
gno skill install --scope user # Claude Code
gno skill install --target codex # OpenAI Codex
gno skill install --target all # All supported agents
Your agent now has access to /gno commands that search your knowledge base only when needed.
How It Works
- Install creates a
SKILL.mdin your agent’s config - Agent reads the skill description (once, on startup)
- On demand agent invokes
gno queryorgno search - Results returned directly—no persistent connection
┌─────────────┐ invoke ┌─────────┐ search ┌─────────┐
│ Agent │──────────────▶│ GNO │─────────────▶│ Index │
│ (Claude/ │ │ CLI │ │ (SQLite)│
│ Codex) │◀──────────────│ │◀─────────────│ │
└─────────────┘ results └─────────┘ results └─────────┘
Supported Agents
| Agent | Command | Status |
|---|---|---|
| Claude Code | --scope user |
✓ |
| OpenAI Codex | --target codex |
✓ |
| OpenCode | --target opencode |
✓ |
| Amp | --target amp |
✓ |
Example Usage
After installing, ask your agent:
“Search my notes for the authentication discussion and summarize the key decisions.”
The agent will:
- Invoke
gno query "authentication discussion" - Receive relevant document chunks
- Synthesize an answer with citations
Skills vs MCP
| Aspect | Skills | MCP |
|---|---|---|
| Setup | One command | JSON config |
| Context cost | Zero (on-demand) | Tools always in context |
| Process | None | Server required |
| Latency | CLI startup | Already running |
| Best for | Occasional lookups | Heavy integration |
Use Skills for occasional knowledge retrieval with minimal overhead. Use MCP when you need always-available tools or real-time integration.
Getting Started
# Install for Claude Code
gno skill install --scope user
# Verify
gno skill status
# Test
# Ask your agent: "Use gno to search for recent project notes"