spec-minerUse when understanding legacy or undocumented systems, creating documentation for existing code, or extracting specifications from implementations. Invoke for legacy analysis, code archaeology, undocumented features.
Install via ClawdBot CLI:
clawdbot install veeramanikandanr48/spec-minerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 1, 2026
A financial institution needs to understand a decades-old core banking system written in COBOL to plan a migration to a cloud-native platform. The Spec Miner skill can analyze the codebase to extract business rules, data flows, and integration points, ensuring no critical functionality is lost during the transition.
A hospital's custom patient management software lacks documentation for HIPAA compliance checks. Using Spec Miner, auditors can reverse-engineer the code to document data handling, access controls, and audit trails, identifying gaps in security patterns and error handling.
An industrial equipment manufacturer has undocumented firmware for legacy IoT devices that need firmware updates. Spec Miner helps extract specifications from the embedded C code, mapping communication protocols and sensor data processing to plan safe enhancements.
An online retailer wants to add a new payment gateway to its aging e-commerce platform. Spec Miner analyzes the existing checkout and payment modules to document the current integration patterns, API calls, and error handling, reducing risk in the upgrade.
A government agency needs to create documentation for a proprietary tax calculation system with no original specs. Spec Miner reverse-engineers the code to produce EARS-formatted requirements, aiding in maintenance and training new developers on the complex logic.
Offer reverse-engineering and documentation services to enterprises with legacy systems. Charge per project based on codebase size and complexity, providing detailed specs that reduce technical debt and support modernization efforts.
Integrate Spec Miner into existing DevOps or code analysis platforms as a premium feature. Provide automated specification extraction for subscribers, with tiered pricing based on usage volume and support levels.
Develop training programs for developers and architects on code archaeology and specification mining techniques. Offer certifications and workshops, generating revenue from course fees and corporate training contracts.
💬 Integration Tip
Integrate Spec Miner early in legacy system projects to establish a baseline of understanding; use its output to feed into tools like Jira or Confluence for seamless documentation workflows.
Scored Apr 19, 2026
Humanize AI-generated text to bypass detection. This humanizer rewrites ChatGPT, Claude, and GPT content to sound natural and pass AI detectors like GPTZero,...
Generate ideas fast. Adapt depth and structure to what the user actually needs.
Evaluate any AI skill's quality through step-by-step diagnosis — measuring trigger accuracy, per-step execution (completion/correctness/quality), efficiency,...
通过调用 Prana 平台上的远程 agent 完成以下处理:基于100个热门TradingView Pine Script指标转换的Python技术分析工具集,提供专业的技术指标计算、分析和可视化功能 IMPORTANT: This skill has a mandatory step-by-step proc...
Provides a structured screening for stress perception using the PSS-10 scale as an independent skill in ClawHub.
Structured self-improvement system for AI agents with confidence decay, cross-agent sharing, and anomaly detection. Use when: (1) After debugging sessions to...