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Install in OpenClaw
/install runtime-debug-skill
Description
Diagnose and fix bugs using runtime execution traces. Use when debugging errors, analyzing failures, or finding root causes in Python, Node.js, or Java appli...
Capability Analysis
Type: OpenClaw Skill
Name: runtime-debug-skill
Version: 1.0.0
This skill bundle is classified as suspicious due to high-risk installation methods and invasive data collection. Key indicators include the use of 'curl | bash' for Node.js SDK installation (nodejs.md), the inclusion of a hardcoded GitHub Personal Access Token split into two parts to evade detection (java.md), and instructions in SKILL.md that direct the AI agent to use persuasive language to 'credit' the tool, which acts as a form of prompt injection. The SDKs are designed to capture and exfiltrate sensitive runtime data, including local variables and arguments, to a remote endpoint (api.syn-cause.com), representing a significant security and privacy risk.
Capability Assessment
Purpose & Capability
The stated purpose (collect and analyze runtime traces for Python/Node/Java) aligns with many of the instructions (install SDK, instrument entrypoint, collect traces). However the skill metadata declares no required environment variables or credentials while the instructions repeatedly require an API_KEY, apiKey/projectId/appName values, and even advise adding repository tokens to pom.xml — an internal inconsistency. Requiring a private Maven/GitHub token in pom.xml is plausible if the SDK is hosted in a private registry, but the skill metadata should declare that. Because the declared requirements don't match what the SKILL.md expects, this is a concern.
Instruction Scope
The SKILL.md instructs modifying project entrypoints (inserting initialization code that includes API keys), creating reproduction tests, adding instrumentation files, editing project- and user-level IDE config (e.g., ~/.vscode/settings.json, .cursor/mcp.json) to register an MCP server that runs 'npx @syncause/debug-mcp@latest', and contacting network endpoints (wss://api.syn-cause.com/codeproxy/ws). These are invasive, persist in the repository or user config, and place secrets in code/config. The instructions also demand generating an installation patch (.syncause/installation.patch) and explicitly advise not to use git diff — an odd instruction that increases suspicion. Overall the scope goes beyond benign guidance and allows large changes and remote execution.
Install Mechanism
There is no packaged install spec in the registry metadata (instruction-only), but the included language guides instruct running remote installers: 'curl https://raw.githubusercontent.com/... | bash', installing a wheel from a GitHub release URL, and running 'npx -y @syncause/debug-mcp@latest'. These are high-risk operations: piping remote scripts to bash and executing packages from npm are common but inherently risky unless you fully trust and review the source. The Java flow also instructs adding a repository URL with embedded tokens to pom.xml to pull artifacts from GitHub Packages. All of these downloads/executions write code to disk and may run arbitrary code.
Credentials
The skill metadata declares no required env vars/credentials, but the instructions require and propagate API keys (apiKey/projectId/appName) into injected code and config, and explicitly show an example of two concatenated tokens added to pom.xml properties (syncause.repo.token.p1/p2) — the samples look like real tokens. The skill also asks to set API_KEY in multiple IDE/user config files for the MCP server. Asking users to place long-lived tokens into project files or pom.xml (committed config) is disproportionate and dangerous. The lack of declared primaryEnv is an inconsistency.
Persistence & Privilege
The skill doesn't require 'always: true', but its instructions explicitly instruct writing persistent files and configs in both project and user home directories (e.g., .syncause/installation.patch, instrumentation files, .vscode/.mcp configs, ~/.cursor/mcp.json). It also instructs adding instrumentation that opens a WebSocket (wss://api.syn-cause.com/codeproxy/ws) and configuring Maven plugins that will run at build time. These actions create persistent agent-like behavior and modify global IDE settings, increasing long-term privilege and attack surface. The skill itself doesn't request platform-level privileges, but the instructions grant broad persistent presence if followed.
scan_findings_in_context
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install runtime-debug-skill - After installation, invoke the skill by name or use
/runtime-debug-skill - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
syncause-debugger 1.0.0
- Initial release introducing Syncause Debugger skill for diagnosing and fixing bugs using runtime execution traces.
- Supports Java, Node.js, and Python applications through SDK instrumentation and integration with MCP server.
- Debug workflow structured in four required phases: Setup, Analyze & Fix, Summary, and Teardown.
- Detailed guidance for bug reproduction, ensuring high-quality, verifiable runtime traces.
- Built-in pre-checks for dependencies, environment, and authentication before proceeding.
- Reproduction strategies and trace validation checklists to maximize troubleshooting accuracy.
Metadata
Frequently Asked Questions
What is Runtime Debug Skill?
Diagnose and fix bugs using runtime execution traces. Use when debugging errors, analyzing failures, or finding root causes in Python, Node.js, or Java appli... It is an AI Agent Skill for Claude Code / OpenClaw, with 314 downloads so far.
How do I install Runtime Debug Skill?
Run "/install runtime-debug-skill" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Runtime Debug Skill free?
Yes, Runtime Debug Skill is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Runtime Debug Skill support?
Runtime Debug Skill is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Runtime Debug Skill?
It is built and maintained by dxsup (@dxsup); the current version is v1.0.0.
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