Skip to content
TrustedSkillsbeta
Back to all skills

Parallel Debug Orchestrator

Checked
zpankz·vlatest·testing

Orchestrates parallel debugging sessions across multiple environments, accelerating test iteration and root cause analysis.

Repository

Install on your platform

Showing Claude Code. One command installs this skill into any of the agents below.

  1. 1

    Run this in your project

    terminal
    $ npx skills add zpankz/mcp-skillset --skill parallel-debug-orchestrator -a claude-code

  2. Uses the open-source skills CLI and needs Node.js. Add -g to install it for your user instead of this project.

What we know about this skill

Publisher

zpankz

Taken from the source listing. We haven't verified who controls this account.

Install target

Live repository

Not pinned. Installing fetches whatever the repository holds at the time you run the command.

No human has reviewed this code. The checks below are a static scan of the files at one commit — nobody has run this skill or judged whether it works. A skill runs with whatever access you give your agent, so read the source before you install it.

Automated safety checks

scanned

This skill passed all 6 checks. We read its files at one commit and looked for the things that make a skill dangerous to run — not for whether it works.

  • Declares what it does: passed

    SKILL.md parses and declares a name and a description.

    SKILL.md exists, its frontmatter parses, and it declares a name and a description.

  • No undeclared network calls: passed

    Makes no network calls.

    Every host the skill dials — from its scripts, its config endpoints or the commands it tells the agent to run — is either well-known package and API infrastructure or declared in its own frontmatter. Links in documentation are not counted.

  • No obfuscated payloads: passed

    No encoded or obfuscated payloads.

    No base64, hex or compressed blob is decoded and then executed, and no encoded shell commands.

  • No credential access: passed

    Reads no keys, tokens, keychains or credential files.

    Neither the code nor the SKILL.md instructions read SSH keys, cloud credentials, keychains, token stores, browser cookie databases or dotfiles that hold secrets.

  • No pipe-to-shell installers: passed

    No pipe-to-shell or download-and-run installers.

    No `curl … | sh` pattern, in the code or in the instructions, that runs code fetched at run time.

  • Pinned to a commit: passed

    Scanned zpankz/mcp-skillset at d9355d58c0.

    The exact upstream commit SHA that was scanned is recorded, so the result refers to specific bytes.

Commit
d9355d58c0
Manifest
parallel-debug-orchestrator/SKILL.md
Scanned
1 file, 211 lines
This is a static scan, not a review. It reads the skill's files; it does not run them, and it cannot tell you whether the skill is any good or whether the code does what its description says. A skill runs with whatever access you give your agent.
What each check looks for →

About this skill

What it does

The parallel-debug-orchestrator skill allows you to run multiple debugging sessions concurrently. It coordinates the execution of these sessions, aggregates their results, and presents them in a unified view for analysis. This significantly speeds up the debugging process by leveraging parallelism.

When to use it

  • Complex System Debugging: When troubleshooting issues across multiple microservices or components within a distributed system.
  • Performance Bottleneck Identification: To quickly test different code paths and configurations simultaneously to pinpoint performance bottlenecks.
  • Regression Testing: To run multiple regression tests in parallel, ensuring comprehensive coverage and faster feedback loops.
  • Reproducing Intermittent Issues: When dealing with issues that are difficult to reproduce, running multiple debug sessions can increase the likelihood of capturing the problem.

Key capabilities

  • Parallel execution of debugging tasks
  • Result aggregation from multiple debugging sessions
  • Unified view of debugging results
  • Coordination and management of concurrent debug processes

Example prompts

  • "Run parallel debug sessions for services A, B, and C focusing on error code 500."
  • "Debug these three scenarios concurrently: user login, product checkout, and payment processing."
  • “Orchestrate a debugging session across the database layer, API endpoint, and frontend application.”

Tips & gotchas

The skill requires access to multiple debug environments or instances. Ensure proper configuration of each environment before initiating parallel sessions for accurate results.