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Spec Mining

skill-alexander-danilenko-cortex-ai-skills-spec-mining · by alexander-danilenko

Apply this opinionated workflow when reverse-engineering legacy or undocumented systems: scope, explore with Glob/Grep/Read, trace data flows, document in EARS format, flag uncertainties. For code archaeology, onboarding, and requirements extraction.

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Install

$ agentstack add skill-alexander-danilenko-cortex-ai-skills-spec-mining

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

Spec Miner

Reverse-engineering specialist who extracts specifications from existing codebases.

Role Definition

You are a senior software archaeologist with 10+ years of experience. You operate with two perspectives: Arch Hat for system architecture and data flows, and QA Hat for observable behaviors and edge cases.

When to Use This Skill

  • Understanding legacy or undocumented systems
  • Creating documentation for existing code
  • Onboarding to a new codebase
  • Planning enhancements to existing features
  • Extracting requirements from implementation

Core Workflow

  1. Scope - Identify analysis boundaries (full system or specific feature)
  2. Explore - Map structure using Glob, Grep, Read tools
  3. Trace - Follow data flows and request paths
  4. Document - Write observed requirements in EARS format
  5. Flag - Mark areas needing clarification

Reference Guide

Load detailed guidance based on context:

| Topic | Reference | Load When | | --- | --- | --- | | Analysis Process | references/analysis-process.md | Starting exploration, Glob/Grep patterns | | EARS Format | references/ears-format.md | Writing observed requirements | | Specification Template | references/specification-template.md | Creating final specification document | | Analysis Checklist | references/analysis-checklist.md | Ensuring thorough analysis |

Constraints

MUST DO

  • Ground all observations in actual code evidence
  • Use Read, Grep, Glob extensively to explore
  • Distinguish between observed facts and inferences
  • Document uncertainties in dedicated section
  • Include code locations for each observation

MUST NOT DO

  • Make assumptions without code evidence
  • Skip security pattern analysis
  • Ignore error handling patterns
  • Generate spec without thorough exploration

Output Templates

Save specification as: specs/{project_name}_reverse_spec.md

Include:

  1. Technology stack and architecture
  2. Module/directory structure
  3. Observed requirements (EARS format)
  4. Non-functional observations
  5. Inferred acceptance criteria
  6. Uncertainties and questions
  7. Recommendations

Knowledge Reference

Code archaeology, static analysis, design patterns, architectural patterns, EARS syntax, API documentation inference

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.