ganglionUse for every task involving this project. Covers running Ganglion, its CLI commands, HTTP bridge API, pipeline execution, knowledge queries, configuration,...
Install via ClawdBot CLI:
clawdbot install tensorlink-dev/ganglionGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Sends data to undocumented external endpoint (potential exfiltration)
POST → http://127.0.0.1:8900/messagesPotentially destructive shell commands in tool definitions
exec(Calls external URL not in known-safe list
https://github.com/TensorLink-AI/ganglionAI Analysis
The skill definition is for a legitimate open-source project orchestrator (Ganglion) and the external calls are to its own local API (127.0.0.1) and its public GitHub repository. There is no evidence of unauthorized data exfiltration, credential harvesting, or hidden malicious instructions. The primary risk is the potential for unsafe shell commands if user-provided tool definitions are not properly validated.
Generated Mar 21, 2026
Data science teams use Ganglion to automate the search for optimal neural network hyperparameters, such as learning rates and layer sizes, across multiple training runs. The knowledge store accumulates successful configurations, accelerating model optimization and reducing manual tuning effort.
Blockchain developers deploy Ganglion to orchestrate autonomous agents that optimize mining strategies for Bittensor subnets, dynamically adjusting parameters based on network conditions. Multi-bot workflows enable collaborative discovery of efficient mining patterns without explicit coordination.
Software engineering teams integrate Ganglion to run automated pipelines that test different feature configurations, with the knowledge store tracking performance metrics and user feedback. Mutations allow runtime adjustments to test parameters, streamlining iterative improvements.
Research institutions use Ganglion to manage complex computational experiments, where pipelines execute stages like data preprocessing, simulation, and analysis. The rollback feature ensures experimental integrity by allowing reversions of configuration changes.
E-commerce platforms employ Ganglion to optimize recommendation algorithms by running pipelines that test different personalization strategies based on user behavior data. Knowledge queries inform future adjustments, enhancing customer engagement and sales.
Offer Ganglion as a cloud-based service where users pay a subscription fee to access hosted instances with enhanced scalability and support. Revenue is generated through tiered pricing based on pipeline complexity and usage volume.
Provide expert consulting to help enterprises integrate Ganglion into their existing workflows, with revenue from project-based fees and ongoing maintenance contracts. Focus on industries like blockchain and AI where optimization is critical.
Distribute Ganglion as open-source software while offering enterprise licenses with advanced features, priority support, and compliance certifications. Revenue comes from license sales and dedicated technical assistance.
💬 Integration Tip
Start by scaffolding a project with the init command and run in local mode to test pipelines before deploying the HTTP bridge for remote operations.
Scored Jun 19, 2026
Audited Apr 17, 2026 · audit v1.0
Control desktop applications on Windows — launch, close, focus, resize, move windows, simulate keyboard/mouse input, manage processes, control VSCode, read clipboard, and capture screen info. Use when the user wants to interact with any running program, switch windows, type text, press shortcuts, open files in VSCode, manage running processes, or get system display information.
Conduct rigorous, adversarial code reviews with zero tolerance for mediocrity. Use when users ask to "critically review" my code or a PR, "critique my code", "find issues in my code", or "what's wrong with this code". Identifies security holes, lazy patterns, edge case failures, and bad practices across Python, R, JavaScript/TypeScript, SQL, and front-end code. Scrutinizes error handling, type safety, performance, accessibility, and code quality. Provides structured feedback with severity tiers (Blocking, Required, Suggestions) and specific, actionable recommendations.
Coding style memory that adapts to your preferences, conventions, and patterns for consistent coding.
Pragmatic coding standards for writing clean, maintainable code — naming, functions, structure, anti-patterns, and pre-edit safety checks. Use when writing new code, refactoring existing code, reviewing code quality, or establishing coding standards.
Claude Code integration for OpenClaw. This skill provides interfaces to: - Query Claude Code documentation from https://code.claude.com/docs - Manage subagents and coding tasks - Execute AI-assisted coding workflows - Access best practices and common workflows Use this skill when users want to: - Get help with coding tasks - Query Claude Code documentation - Manage AI-assisted development workflows - Execute complex programming tasks
Plan, draft, version, and refine written content with enforced versioning and quality audits.