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HuggingClaw Update: Verdent Features
Version: 2.0 - Multi-Model Planning + Code Review
What's New
1. Multi-Model Planning (Verdent-Style)
Get implementation plans from Claude + GPT + Gemini, automatically merged.
Usage:
const { multiModelPlanner } = require('./scripts/verdant');
const result = await multiModelPlanner('Design authentication system');
console.log(result.mergedPlan);
From ZeroClaw:
zeroclaw> /plan-multi Design graph schema for Flow Engineering
2. Multi-Perspective Code Review
Review code from 4 perspectives: correctness, architecture, performance, security.
Usage:
const { codeReviewer } = require('./scripts/verdant');
const reviews = await codeReviewer(diff, codebaseContext);
console.log(reviews.reviews);
From ZeroClaw:
zeroclaw> /review <diff>
3. Graph Viewer (Port 7861)
Simple D3-based graph visualization.
Access: https://your-space.hf.space:7861
Features:
- Real-time graph visualization
- Auto-refresh every 10 seconds
- Zoom and pan
- Node/edge count stats
Files Added
HuggingClaw/
βββ scripts/
β βββ verdant.js β Multi-model planning + code review
β βββ graph-viewer.js β Graph viewer API
βββ public/
β βββ index.html β Graph viewer UI
βββ tests/
β βββ verdant.test.js β Test cases
βββ UPDATE_GUIDE.md β This file
Resource Usage
| Component | RAM | Notes |
|---|---|---|
| ZeroClaw | ~200MB | Unchanged |
| OmniRoute | ~100MB | Unchanged |
| Memgraph | ~500MB | Unchanged |
| Verdent | ~100MB | Just orchestration |
| Graph Viewer | ~100MB | Simple D3 |
| TOTAL | ~1GB | Well under 16GB! |
Deployment
1. Install Dependencies
cd HuggingClaw
npm install node-fetch express
2. Run Tests
npm test
Expected output:
Verdent Features
Multi-Model Planning
β should get plans from multiple models (5.2s)
β should merge conflicting plans (4.8s)
β should handle failures gracefully (3.1s)
Multi-Perspective Code Review
β should find correctness issues (2.1s)
β should find architectural issues (2.3s)
β should trace impact beyond diff (1.9s)
β should handle multiple perspectives (3.5s)
Resource Usage
β should stay under memory limits (0.1s)
3. Update Dockerfile
Add these lines to your existing Dockerfile:
# Add after existing npm installs
RUN npm install node-fetch express
# Copy new scripts
COPY scripts/verdant.js /home/node/app/scripts/verdant.js
COPY scripts/graph-viewer.js /home/node/app/scripts/graph-viewer.js
COPY public/ /home/node/app/public/
# Expose graph viewer port
EXPOSE 7861
4. Update entrypoint.sh
Add graph viewer startup:
# After existing services start
echo "[entrypoint] Starting Graph Viewer..."
node /home/node/app/scripts/graph-viewer.js &
echo "[entrypoint] All services started"
5. Deploy to HF Space
git add scripts/verdant.js scripts/graph-viewer.js public/ tests/
git commit -m "Add Verdent multi-model features + graph viewer"
git push
HF Space will auto-deploy (wait 5-10 minutes).
Usage Examples
Example 1: Multi-Model Planning
# From ZeroClaw
zeroclaw> /plan-multi Design Flow Engineering requirement schema
Getting plans from multiple models...
β claude: 2341 chars
β gpt: 1987 chars
β gemini: 2156 chars
Merging plans...
β Merged plan created
Result:
## Unified Implementation Plan
### Step 1: Define Requirement Nodes
- id: string (unique identifier)
- statement: string (requirement text)
- status: enum (proposed, verified, failed)
...
Example 2: Code Review
# From ZeroClaw
zeroclaw> /review <<EOF
- const CACHE_TTL = 3600;
+ const CACHE_TTL = 0;
EOF
π Reviewing code (4 perspectives)...
β correctness: 456 chars
β architecture: 234 chars
β performance: 567 chars
β security: 123 chars
β Review complete (4/4 perspectives)
Results:
- performance: High severity - Cache disabled, will impact performance
- architecture: Medium severity - Hardcoded value should be configurable
Example 3: Graph Viewer
Open in browser: https://your-space.hf.space:7861
Or embed in Obsidian:
- Custom Frame URL:
https://your-space.hf.space:7861 - Auto-refreshes every 10 seconds
Configuration
Environment Variables
Add to your HF Space secrets:
| Variable | Value | Purpose |
|---|---|---|
OMNIROUTE_URL |
http://localhost:20128/v1 |
OmniRoute endpoint |
GRAPH_VIEWER_PORT |
7861 |
Graph viewer port |
Troubleshooting
"All models failed to generate plans"
Problem: OmniRoute not running or misconfigured
Fix:
# Check OmniRoute status
curl http://localhost:20128/v1/chat/completions
# Restart if needed
pm2 restart omniroute
"Graph viewer port already in use"
Problem: Port 7861 already bound
Fix:
# Check what's using the port
lsof -i :7861
# Kill the process or change port
export GRAPH_VIEWER_PORT=7862
"Memory limit exceeded"
Problem: Using too much RAM
Fix:
# Check memory usage
docker stats
# Reduce concurrent operations
export MAX_CONCURRENT_REVIEWS=2
Next Steps
- β Test locally first
- β Run all tests
- β Deploy to HF Space
- β Test in production
- β Add Custom Frame to Obsidian
Version: 2.0 Date: 2026-03-13 Author: Flow Engineering Team