How does lobster-debugging differ from standard AI code-fixing tools?

Unlike standard code-patching tools, lobster-debugging follows a strict forensic protocol that prevents 'guess-and-check' fixes. It specifically targets the root cause and eliminates flaky code by enforcing event-based synchronization rather than shallow, temporary repairs.

Which AI agents or frameworks can I use with this skill?

This skill is compatible with most major AI agent frameworks and LLMs that support tool-calling and file-system access. It works best in environments where the agent has permission to run diagnostic instrumentation and execute test suites.

What exactly is included in the download?

Your purchase includes the proprietary 4-phase logic framework, integration documentation, and a set of configuration templates to help your agent implement the investigation and verification phases immediately.

Is there a complex installation process to get this skill running?

Setup is straightforward; you simply import the skill into your agent's library and provide it with access to your codebase and testing environment. No complex API keys or external infrastructure are required beyond your existing agent platform.

Will I receive updates as the debugging framework is refined?

Yes, customers receive lifetime access to any updates, which include refinements to the Phase 3 'Defense-in-Depth' strategies and optimizations for newer LLM models to ensure better root-cause isolation.

lobster-debugging

by PromptSpace

A systematic 4-phase debugging framework to find root causes, eliminate flaky tests, and prevent regressions.

Eliminate flaky test suites by replacing timeouts with event-driven logic
Perform deep root-cause analysis on complex, multi-component system failures
Implement defense-in-depth guards to prevent recurring bug categories

Security scannedInstant install

Free

One-time purchase

Included in download

Downloadable skill package
Works with OpenClaw, Cursor
Instant install

PromptSpace

Trust & Verification

Last updatedRecently
Tested onOpenClaw, Cursor, Claude Code
SecurityScanned — no malicious code detected
SupportCommunity support via contact page
LicenseFree to use, modify & redistribute

See it in action

[ROOT CAUSE FOUND]: Race condition in Auth Provider.
[PREVENTION]: Replaced 500ms sleep with Promise.all() synchronization.
[UNIT TEST]: test_auth_persistence_on_slow_network verified.
[REGRESSION]: Validated against 4 existing auth edge cases.
Result: Bug eliminated, not patched.

lobster-debugging

by PromptSpace

A systematic 4-phase debugging framework to find root causes, eliminate flaky tests, and prevent regressions.

80 views

Free

One-time purchase

⚡ Skill ready to install in Claude Code, Gemini CLI, or any MCP-compatible client. Read the install guides →

Included in download

Downloadable skill package
Works with OpenClaw, Cursor
Instant install

See it in action

[ROOT CAUSE FOUND]: Race condition in Auth Provider.
[PREVENTION]: Replaced 500ms sleep with Promise.all() synchronization.
[UNIT TEST]: test_auth_persistence_on_slow_network verified.
[REGRESSION]: Validated against 4 existing auth edge cases.
Result: Bug eliminated, not patched.

80 views

About This Skill

What it does

Lobster Debugging is a rigorous, 4-phase framework designed to eliminate the "guess-and-check" cycle that plagues modern software development. It transforms your AI agent from a simple code-patcher into a systematic forensic investigator. Instead of applying shallow fixes, it enforces a strict protocol: investigation, condition-based synchronization, defense-in-depth, and academic verification.

Why use this skill

Standard LLMs often rush to provide the first plausible-looking fix, which leads to regression and technical debt. This skill implements the 'Iron Law' of debugging: no fixes allowed without proven root cause isolation. It prevents common pitfalls like "magic" sleep timers, flaky test patches, and symptom-only repairs. By using this skill, you ensure that every bug fixed is a bug that never returns.

How it works

Phase 1: Investigation: Systematic binary search of the codebase and diagnostic instrumentation.
Phase 2: Synchronization: Replacing flaky timeouts with robust event-based waiting.
Phase 3: Defense-in-Depth: Implementing guards that prevent entire classes of similar vulnerabilities.
Phase 4: Verification: Proving the fix handles edge cases and handles regression testing.

Use Cases

Eliminate flaky test suites by replacing timeouts with event-driven logic
Perform deep root-cause analysis on complex, multi-component system failures
Implement defense-in-depth guards to prevent recurring bug categories
Automate regression test generation for every bug fix discovered

How to Install

mkdir -p ~/.claude/skills/lobster-debugging && curl -s -X POST 'https://api.promptspace.in/api/skills/lobster-debugging/install' | python3 -c "import sys,json; sys.stdout.write(json.load(sys.stdin).get('installInstructions') or '')" > ~/.claude/skills/lobster-debugging/SKILL.md

Free skills install directly. Paid skills require purchase - use the download button above after buying.

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PromptSpace

We build AI agent skill packages for content creators. Specializing in Chinese social media automation.

lobster-debugging

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About This Skill

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