neural-network-diagnosticsDiagnoses and tunes LLM providers (Groq, OpenRouter, Ollama), resolves rate limits/timeouts, and selects stable primary/fallback models. Use when the bot is...
Install via ClawdBot CLI:
clawdbot install utromaya-code/neural-network-diagnosticsGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → http://127.0.0.1:11434/api/chatPotentially destructive shell commands in tool definitions
rm -rf /Calls external URL not in known-safe list
http://127.0.0.1:11434/api/chatAI Analysis
The skill's external API calls (Ollama local endpoint) and shell commands are consistent with its stated purpose of system diagnostics and recovery for a specific, controlled deployment. While the commands are powerful, they appear to be intended for an administrator managing their own infrastructure, not for arbitrary user interaction. No evidence of credential harvesting, data exfiltration to unauthorized servers, or hidden malicious instructions was found.
Generated Oct 6, 2026
An operations engineer notices the company's AI Telegram bot has gone silent, with users reporting no responses for the past 10 minutes. The skill quickly runs systemctl and journalctl checks to identify sendMessage failures or provider errors, then restarts the gateway or clears orphaned sessions to restore service.
A SaaS platform experiences Groq rate limits during peak hours, causing slow or dropped responses. The skill is used to verify the fallback chain, ensure at least one non-free OpenRouter backup, and adjust routing so traffic automatically fails over to stable models without manual intervention.
A startup running on a 30GB RAM CPU server needs a reliable last-resort local model when cloud providers are unavailable. The skill guides them to avoid oversized models, pre-warm qwen2.5:7b after restart, and tune contextWindow and maxTokens to keep Telegram reply latency acceptable.
A DevOps team is configuring a new OpenClaw deployment and needs a stable primary/fallback model hierarchy. Using the skill's default priority list and stable model constraints, they set Groq as primary, OpenRouter as backup, and Ollama as a local safety net, documenting the chain for incident response.
After a gateway crash, a support engineer sees repeated 'Removed orphaned user message' log entries and degraded response quality. The skill provides the exact stop, session purge, and restart commands to safely reset session state and bring the bot back to healthy operation.
Offer a monthly subscription for a hosted AI chatbot that uses the skill's routing and fallback logic to maintain high uptime and low latency. The skill ensures provider failover, reducing churn and support tickets.
Provide a managed service where clients pay for expert monitoring and tuning of their LLM provider stack, including rate-limit handling, model selection, and recovery playbooks. The skill serves as the operational backbone for the service.
License a ready-to-deploy OpenClaw stack to businesses that want their own branded Telegram bot with resilient AI backends. The skill's routing and recovery procedures are bundled as part of the deployment and maintenance package.
💬 Integration Tip
Start by implementing the fast triage commands and default routing policy in a staging environment, then use the recovery playbook to simulate provider failures before going live. Adjust the fallback chain and local model constraints to match your server's RAM and latency requirements.
Scored Oct 6, 2026
Audited Apr 16, 2026 · audit v1.0
Control remote Windows machines via SSH. Use when executing commands on Windows, checking GPU status (nvidia-smi), running scripts, or managing remote Windows systems. Triggers on "run on Windows", "execute on remote", "check GPU", "nvidia-smi", "远程执行", "Windows 命令".
Perform reverse lookup of gTLD domains hosted on a specified nameserver with optional filters by TLD and domain prefix length.
Connect to remote desktops via RDP, VNC, and SSH X11 with secure tunneling and troubleshooting.
Essential curl commands for HTTP requests, API testing, and file transfers.
Configure OpenClaw installations with optimized settings, channel setup, security hardening, and production recommendations.
Monitor web pages for content changes and get alerts. Track URLs, detect updates, view diffs. Use when asked to watch a website, track changes on a page, mon...