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Semantic Router
Production-grade session routing system for OpenClaw agents.
Automatically select the optimal AI model based on conversation context. Four-layer recognition (system filtering → keywords → indicators → semantic similarity), four-pool architecture (Highspeed/Intelligence/Humanities/Agentic), five-branch routing with automatic fallback.
🎯 What Problem Does This Solve?
- Cron Jobs resetting user sessions — Background tasks interrupting active conversations
- Discord/Telegram sessions suddenly clearing — Long tasks losing context
- AGENTS.md injection failures — Large files exceeding 20KB limit
- Model switching overridden by global config — Routing not taking effect
⚠️ Security & Permissions Declaration
This skill performs privileged operations — all are intentional and user-initiated:
| Operation | Purpose | Scope |
|---|---|---|
Read/patch ~/.openclaw/openclaw.json |
Configure model routing pools | Local config only |
Read/write ~/.openclaw/workspace/.lib/pools.json |
Store model pool configuration | Workspace only |
Read/write ~/.openclaw/workspace/.lib/tasks.json |
Store task type definitions | Workspace only |
Run semantic_check.py locally |
Classify user messages for routing | No network required |
Patch session model via sessions.patch |
Switch active model pool | Current session only |
| Restart OpenClaw Gateway | Apply routing config changes | Local service only |
Update Cron Job sessionTarget |
Isolate background tasks from user sessions | Cron jobs only |
What this skill does NOT do:
- Does NOT exfiltrate data to external servers
- Does NOT access API keys or secrets directly
- Does NOT modify files outside
~/.openclaw/ - Does NOT run with elevated privileges
- Does NOT auto-install packages
🚀 Quick Start
Installation
# Install from ClawHub
clawhub install https://clawhub.ai/halfmoon82/semantic-router
# Or manual installation
cp -r ~/.openclaw/workspace/skills/semantic-router ~/my-projects/
Configuration
# Run interactive setup wizard
python3 ~/.openclaw/workspace/skills/semantic-router/scripts/setup_wizard.py
Isolate Existing Cron Jobs
# List your Cron Jobs
cron list | jq '.jobs[] | {id, name, sessionKey}'
# Isolate jobs using channel sessions
cron update {job_id} \
--patch '{"sessionKey": null, "sessionTarget": "isolated"}'
🏗️ Architecture
Four-Pool Model Architecture
| Pool | Purpose | Example Models | Characteristics |
|---|---|---|---|
| Highspeed | Queries, retrieval, search | gemini-2.5-flash | Fast, cost-effective |
| Intelligence | Development, coding, complex tasks | claude-sonnet-4.6 | Precise, capable |
| Humanities | Content generation, translation | gemini-2.5-pro | Balanced, fluent |
| Agentic | Long-context agents, Computer Use | gpt-5.4 | 1M context, tool calling |
Five-Branch Routing
| Branch | Trigger | Action | Session Behavior |
|---|---|---|---|
| A | Keyword match | Switch to target pool | Switch model, no reset |
| B | Indicator (continuation) | Keep current | No action |
| B+ | Medium correlation (0.08~0.15) | Keep + warn | Drift warning |
| C | New task keyword | Switch to target pool | Switch model, no reset |
| C-auto | Low correlation (<0.08) | Reset + switch pool | /new + switch model |
📚 Documentation
- SKILL.md — Full skill documentation (Chinese)
- README_v3_PRODUCTION.md — Production deployment guide (English)
- declaration-format.md — Declaration format specification
🔧 Requirements
- Python 3.8+
- OpenClaw Gateway running
- Configured model providers
📄 License
MIT-0 — Free to use, modify, and redistribute. No attribution required.
Maintainer: halfmoon82
ClawHub: https://clawhub.ai/halfmoon82/semantic-router
Last Updated: 2026-03-12