runtime-debugging-skillDiagnose and fix bugs using runtime execution traces. Use when debugging errors, analyzing failures, or finding root causes in Python, Node.js, or Java appli...
Install via ClawdBot CLI:
clawdbot install dxsup/runtime-debugging-skillGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Potentially destructive shell commands in tool definitions
curl -sL https://raw.githubusercontent.com/Syncause/ts-agent-file/v1.6.0/installCalls external URL not in known-safe list
https://syn-cause:${syncause.repo.token.p1}${syncause.repo.token.p2}@maven.pkg.gUses known external API (expected, informational)
raw.githubusercontent.comAI Analysis
The skill requires installing an external SDK and MCP server from unverified sources, including a curl command to raw.githubusercontent.com and a Maven repository with embedded credentials in the URL. While the skill's purpose (debugging) is legitimate, the installation methods pose a supply-chain risk and could lead to unauthorized code execution.
Generated Mar 22, 2026
A fintech company's payment processing API intermittently crashes with a NullPointerException in production. The skill helps collect runtime traces from the failing endpoints, analyze the call tree to pinpoint the exact line where null is dereferenced, and create a fix plan. This reduces mean time to resolution (MTTR) from hours to minutes.
An e-commerce platform's checkout flow incorrectly calculates tax for international orders. Using the skill, developers reproduce the bug via the user-facing API, gather traces to compare expected vs actual tax computations, and identify the faulty logic in the pricing service. This ensures compliance and prevents revenue loss.
A SaaS customer relationship management (CRM) tool experiences slow dashboard load times due to N+1 database queries. The skill enables performance tracing to visualize query patterns, pinpoint inefficient data-fetching loops, and optimize database calls. This improves user experience and reduces server costs.
A legacy enterprise Java application throws cryptic errors during batch processing jobs. The skill assists in setting up the SDK without disrupting the existing build, capturing traces from the failing jobs, and analyzing the stack traces to uncover hidden dependencies or configuration issues. This accelerates modernization efforts.
A microservices architecture in Node.js has intermittent failures in service-to-service communication. The skill helps trace requests across service boundaries, identify timeout or authentication errors in the call chain, and validate fixes with sidecar reproduction scripts. This enhances system reliability and developer productivity.
Offer the skill as part of a paid SaaS platform where teams pay monthly per user or project for access to advanced runtime debugging tools, trace storage, and analytics. Revenue comes from tiered subscriptions with features like team collaboration and historical trace analysis.
Sell enterprise licenses to large organizations for on-premises or private cloud deployment, including custom integrations, dedicated support, and training. Revenue is generated through upfront licensing fees and annual maintenance contracts.
Provide a free tier with basic debugging capabilities for individual developers or small teams, while charging for premium features like advanced analytics, longer trace retention, and priority support. Revenue is driven by upgrades from the free tier.
💬 Integration Tip
Ensure the MCP server is installed and authenticated before starting; use the sidecar reproduction technique to leverage existing test infrastructure for faster debugging.
Scored Apr 19, 2026
Audited Apr 18, 2026 · audit v1.0
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