assessment-20260212-110112.json

{
  "schema_version": "1.0.0",
  "metadata": {
    "agentready_version": "2.27.0",
    "research_version": "1.0.1",
    "assessment_timestamp": "2026-02-12T11:01:12.951042",
    "assessment_timestamp_human": "February 12, 2026 at 11:01 AM",
    "executed_by": "ddahlem@ddahlem-mac",
    "command": "/Users/ddahlem/.local/bin/agentready assess .",
    "working_directory": "/Users/ddahlem/Documents/repos/trusty/trustyai-explainability/llama-stack-provider-ragas"
  },
  "repository": {
    "path": "/Users/ddahlem/Documents/repos/trusty/trustyai-explainability/llama-stack-provider-ragas",
    "name": "llama-stack-provider-ragas",
    "url": "https://github.com/trustyai-explainability/llama-stack-provider-ragas.git",
    "branch": "main",
    "commit_hash": "6b8ce2641ffa5bccf496d599582264a67ebdace1",
    "languages": {
      "YAML": 9,
      "JSON": 4,
      "Markdown": 3,
      "Python": 24
    },
    "total_files": 54,
    "total_lines": 20964
  },
  "timestamp": "2026-02-12T11:01:12.951042",
  "overall_score": 63.0,
  "certification_level": "Silver",
  "attributes_assessed": 23,
  "attributes_skipped": 2,
  "attributes_total": 25,
  "findings": [
    {
      "attribute": {
        "id": "claude_md_file",
        "name": "CLAUDE.md Configuration Files",
        "category": "Context Window Optimization",
        "tier": 1,
        "description": "Project-specific configuration for Claude Code",
        "criteria": "CLAUDE.md file exists in repository root",
        "default_weight": 0.1
      },
      "status": "fail",
      "score": 0.0,
      "measured_value": "missing",
      "threshold": "present",
      "evidence": [
        "CLAUDE.md not found in repository root",
        "AGENTS.md not found (alternative)"
      ],
      "remediation": {
        "summary": "Create CLAUDE.md or AGENTS.md with project-specific configuration for AI coding assistants",
        "steps": [
          "Choose one of three approaches:",
          "  Option 1: Create standalone CLAUDE.md (>50 bytes) with project context",
          "  Option 2: Create AGENTS.md and symlink CLAUDE.md to it (cross-tool compatibility)",
          "  Option 3: Create AGENTS.md and reference it with @AGENTS.md in minimal CLAUDE.md",
          "Add project overview and purpose",
          "Document key architectural patterns",
          "Specify coding standards and conventions",
          "Include build/test/deployment commands",
          "Add any project-specific context that helps AI assistants"
        ],
        "tools": [],
        "commands": [
          "# Option 1: Standalone CLAUDE.md",
          "touch CLAUDE.md",
          "# Add content describing your project",
          "",
          "# Option 2: Symlink CLAUDE.md to AGENTS.md",
          "touch AGENTS.md",
          "# Add content to AGENTS.md",
          "ln -s AGENTS.md CLAUDE.md",
          "",
          "# Option 3: @ reference in CLAUDE.md",
          "echo '@AGENTS.md' > CLAUDE.md",
          "touch AGENTS.md",
          "# Add content to AGENTS.md"
        ],
        "examples": [
          "# Standalone CLAUDE.md (Option 1)\n\n## Overview\nBrief description of what this project does.\n\n## Architecture\nKey patterns and structure.\n\n## Development\n```bash\n# Install dependencies\nnpm install\n\n# Run tests\nnpm test\n\n# Build\nnpm run build\n```\n\n## Coding Standards\n- Use TypeScript strict mode\n- Follow ESLint configuration\n- Write tests for new features\n",
          "# CLAUDE.md with @ reference (Option 3)\n@AGENTS.md\n",
          "# AGENTS.md (shared by multiple tools)\n\n## Project Overview\nThis project implements a REST API for user management.\n\n## Architecture\n- Layered architecture: controllers, services, repositories\n- PostgreSQL database with SQLAlchemy ORM\n- FastAPI web framework\n\n## Development Workflow\n```bash\n# Setup\npython -m venv .venv\nsource .venv/bin/activate\npip install -e .\n\n# Run tests\npytest\n\n# Start server\nuvicorn app.main:app --reload\n```\n\n## Code Conventions\n- Use type hints for all functions\n- Follow PEP 8 style guide\n- Write docstrings for public APIs\n- Maintain >80% test coverage\n"
        ],
        "citations": [
          {
            "source": "Anthropic",
            "title": "Claude Code Documentation",
            "url": "https://docs.anthropic.com/claude-code",
            "relevance": "Official guidance on CLAUDE.md configuration"
          },
          {
            "source": "agents.md",
            "title": "AGENTS.md Specification",
            "url": "https://agents.md/",
            "relevance": "Emerging standard for cross-tool AI assistant configuration"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "readme_structure",
        "name": "README Structure",
        "category": "Documentation Standards",
        "tier": 1,
        "description": "Well-structured README with key sections",
        "criteria": "README.md with installation, usage, and development sections",
        "default_weight": 0.1
      },
      "status": "fail",
      "score": 66.66666666666666,
      "measured_value": "2/3 sections",
      "threshold": "3/3 sections",
      "evidence": [
        "Found 2/3 essential sections",
        "Installation: \u2713",
        "Usage: \u2713",
        "Development: \u2717"
      ],
      "remediation": {
        "summary": "Create or enhance README.md with essential sections",
        "steps": [
          "Add project overview and description",
          "Include installation/setup instructions",
          "Document basic usage with examples",
          "Add development/contributing guidelines",
          "Include build and test commands"
        ],
        "tools": [],
        "commands": [],
        "examples": [
          "# Project Name\n\n## Overview\nWhat this project does and why it exists.\n\n## Installation\n```bash\npip install -e .\n```\n\n## Usage\n```bash\nmyproject --help\n```\n\n## Development\n```bash\n# Run tests\npytest\n\n# Format code\nblack .\n```\n"
        ],
        "citations": [
          {
            "source": "GitHub",
            "title": "About READMEs",
            "url": "https://docs.github.com/en/repositories/managing-your-repositorys-settings-and-features/customizing-your-repository/about-readmes",
            "relevance": "Best practices for README structure"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "type_annotations",
        "name": "Type Annotations",
        "category": "Code Quality",
        "tier": 1,
        "description": "Type hints in function signatures",
        "criteria": ">80% of functions have type annotations",
        "default_weight": 0.1
      },
      "status": "fail",
      "score": 58.44155844155844,
      "measured_value": "46.8%",
      "threshold": "\u226580%",
      "evidence": [
        "Typed functions: 36/77",
        "Coverage: 46.8%"
      ],
      "remediation": {
        "summary": "Add type annotations to function signatures",
        "steps": [
          "For Python: Add type hints to function parameters and return types",
          "For TypeScript: Enable strict mode in tsconfig.json",
          "Use mypy or pyright for Python type checking",
          "Use tsc --strict for TypeScript",
          "Add type annotations gradually to existing code"
        ],
        "tools": [
          "mypy",
          "pyright",
          "typescript"
        ],
        "commands": [
          "# Python",
          "pip install mypy",
          "mypy --strict src/",
          "",
          "# TypeScript",
          "npm install --save-dev typescript",
          "echo '{\"compilerOptions\": {\"strict\": true}}' > tsconfig.json"
        ],
        "examples": [
          "# Python - Before\ndef calculate(x, y):\n    return x + y\n\n# Python - After\ndef calculate(x: float, y: float) -> float:\n    return x + y\n",
          "// TypeScript - tsconfig.json\n{\n  \"compilerOptions\": {\n    \"strict\": true,\n    \"noImplicitAny\": true,\n    \"strictNullChecks\": true\n  }\n}\n"
        ],
        "citations": [
          {
            "source": "Python.org",
            "title": "Type Hints",
            "url": "https://docs.python.org/3/library/typing.html",
            "relevance": "Official Python type hints documentation"
          },
          {
            "source": "TypeScript",
            "title": "TypeScript Handbook",
            "url": "https://www.typescriptlang.org/docs/handbook/2/everyday-types.html",
            "relevance": "TypeScript type system guide"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "standard_layout",
        "name": "Standard Project Layouts",
        "category": "Repository Structure",
        "tier": 1,
        "description": "Follows standard project structure for language",
        "criteria": "Standard directories (src/, tests/, docs/) present",
        "default_weight": 0.1
      },
      "status": "pass",
      "score": 100.0,
      "measured_value": "2/2 directories",
      "threshold": "2/2 directories",
      "evidence": [
        "Found 2/2 standard directories",
        "src/: \u2713",
        "tests/: \u2713"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "lock_files",
        "name": "Dependency Pinning for Reproducibility",
        "category": "Dependency Management",
        "tier": 1,
        "description": "Dependencies pinned to exact versions in lock files",
        "criteria": "Lock file with pinned versions, updated within 6 months",
        "default_weight": 0.1
      },
      "status": "pass",
      "score": 100.0,
      "measured_value": "package-lock.json, uv.lock, requirements.txt",
      "threshold": "lock file with pinned versions, < 6 months old",
      "evidence": [
        "Found lock file(s): package-lock.json, uv.lock"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "dependency_security",
        "name": "Dependency Security & Vulnerability Scanning",
        "category": "Security",
        "tier": 1,
        "description": "Security scanning tools configured for dependencies and code",
        "criteria": "Dependabot, CodeQL, or SAST tools configured; secret detection enabled",
        "default_weight": 0.04
      },
      "status": "pass",
      "score": 35,
      "measured_value": "Security tools configured: Dependabot",
      "threshold": "\u226560 points (Dependabot + SAST or multiple scanners)",
      "evidence": [
        "\u2713 Dependabot configured for dependency alerts",
        "  2 package ecosystem(s) monitored"
      ],
      "remediation": {
        "summary": "Add more security scanning tools for comprehensive coverage",
        "steps": [
          "Enable Dependabot alerts in GitHub repository settings",
          "Add CodeQL scanning workflow for SAST",
          "Configure secret detection (detect-secrets, gitleaks)",
          "Set up language-specific scanners (pip-audit, npm audit, Snyk)"
        ],
        "tools": [
          "Dependabot",
          "CodeQL",
          "detect-secrets",
          "pip-audit",
          "npm audit"
        ],
        "commands": [
          "gh repo edit --enable-security",
          "pip install detect-secrets  # Python secret detection",
          "npm audit  # JavaScript dependency audit"
        ],
        "examples": [
          "# .github/dependabot.yml\nversion: 2\nupdates:\n  - package-ecosystem: pip\n    directory: /\n    schedule:\n      interval: weekly"
        ],
        "citations": [
          {
            "source": "OWASP",
            "title": "Dependency-Check Project",
            "url": "https://owasp.org/www-project-dependency-check/",
            "relevance": "Open-source tool for detecting known vulnerabilities in dependencies"
          },
          {
            "source": "GitHub",
            "title": "Dependabot Documentation",
            "url": "https://docs.github.com/en/code-security/dependabot",
            "relevance": "Official guide for configuring automated dependency updates and security alerts"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "test_coverage",
        "name": "Test Coverage Requirements",
        "category": "Testing & CI/CD",
        "tier": 2,
        "description": "Test coverage thresholds configured and enforced",
        "criteria": ">80% code coverage",
        "default_weight": 0.03
      },
      "status": "pass",
      "score": 100.0,
      "measured_value": "configured",
      "threshold": "configured with >80% threshold",
      "evidence": [
        "Coverage configuration found",
        "pytest-cov dependency present"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "precommit_hooks",
        "name": "Pre-commit Hooks & CI/CD Linting",
        "category": "Testing & CI/CD",
        "tier": 2,
        "description": "Pre-commit hooks configured for linting and formatting",
        "criteria": ".pre-commit-config.yaml exists",
        "default_weight": 0.03
      },
      "status": "pass",
      "score": 100.0,
      "measured_value": "configured",
      "threshold": "configured",
      "evidence": [
        ".pre-commit-config.yaml found"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "conventional_commits",
        "name": "Conventional Commit Messages",
        "category": "Git & Version Control",
        "tier": 2,
        "description": "Follows conventional commit format",
        "criteria": "\u226580% of recent commits follow convention",
        "default_weight": 0.03
      },
      "status": "fail",
      "score": 0.0,
      "measured_value": "not configured",
      "threshold": "configured",
      "evidence": [
        "No commitlint or husky configuration"
      ],
      "remediation": {
        "summary": "Configure conventional commits with commitlint",
        "steps": [
          "Install commitlint",
          "Configure husky for commit-msg hook"
        ],
        "tools": [
          "commitlint",
          "husky"
        ],
        "commands": [
          "npm install --save-dev @commitlint/cli @commitlint/config-conventional husky"
        ],
        "examples": [],
        "citations": []
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "gitignore_completeness",
        "name": ".gitignore Completeness",
        "category": "Git & Version Control",
        "tier": 2,
        "description": "Comprehensive .gitignore file with language-specific patterns",
        "criteria": ".gitignore exists and includes language-specific patterns from GitHub templates",
        "default_weight": 0.03
      },
      "status": "pass",
      "score": 100.0,
      "measured_value": "12/12 patterns",
      "threshold": "\u226570% of language-specific patterns",
      "evidence": [
        ".gitignore found (942 bytes)",
        "Pattern coverage: 12/12 (100%)"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "one_command_setup",
        "name": "One-Command Build/Setup",
        "category": "Build & Development",
        "tier": 2,
        "description": "Single command to set up development environment from fresh clone",
        "criteria": "Single command (make setup, npm install, etc.) documented prominently",
        "default_weight": 0.03
      },
      "status": "pass",
      "score": 100,
      "measured_value": "- Install",
      "threshold": "single command",
      "evidence": [
        "Setup command found in README: '- Install'",
        "Setup automation found: package.json, pyproject.toml",
        "Setup instructions in prominent location"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "file_size_limits",
        "name": "File Size Limits",
        "category": "Context Window Optimization",
        "tier": 2,
        "description": "Files are reasonably sized for AI context windows",
        "criteria": "<5% of files >500 lines, no files >1000 lines",
        "default_weight": 0.03
      },
      "status": "pass",
      "score": 100.0,
      "measured_value": "0 huge, 0 large out of 24",
      "threshold": "<5% files >500 lines, 0 files >1000 lines",
      "evidence": [
        "All 24 source files are <500 lines"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "separation_of_concerns",
        "name": "Separation of Concerns",
        "category": "Code Organization",
        "tier": 2,
        "description": "Code organized with single responsibility per module",
        "criteria": "Feature-based organization, cohesive modules, low coupling",
        "default_weight": 0.03
      },
      "status": "pass",
      "score": 94.0,
      "measured_value": "organization:100, cohesion:100, naming:80",
      "threshold": "\u226575 overall",
      "evidence": [
        "Good directory organization (feature-based or flat)",
        "File cohesion: 0/24 files >500 lines",
        "Anti-pattern files found: utils.py"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "concise_documentation",
        "name": "Concise Documentation",
        "category": "Documentation",
        "tier": 2,
        "description": "Documentation maximizes information density while minimizing token consumption",
        "criteria": "README <500 lines with clear structure, bullet points over prose",
        "default_weight": 0.03
      },
      "status": "pass",
      "score": 75.0,
      "measured_value": "102 lines, 10 headings, 17 bullets",
      "threshold": "<500 lines, structured format",
      "evidence": [
        "README length: 102 lines (excellent)",
        "Heading density: 9.8 per 100 lines (target: 3-5)",
        "1 paragraphs exceed 10 lines (walls of text)"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "inline_documentation",
        "name": "Inline Documentation",
        "category": "Documentation",
        "tier": 2,
        "description": "Function, class, and module-level documentation using language-specific conventions",
        "criteria": "\u226580% of public functions/classes have docstrings",
        "default_weight": 0.03
      },
      "status": "fail",
      "score": 47.97979797979798,
      "measured_value": "38.4%",
      "threshold": "\u226580%",
      "evidence": [
        "Documented items: 38/99",
        "Coverage: 38.4%",
        "Many public functions/classes lack docstrings"
      ],
      "remediation": {
        "summary": "Add docstrings to public functions and classes",
        "steps": [
          "Identify functions/classes without docstrings",
          "Add PEP 257 compliant docstrings for Python",
          "Add JSDoc comments for JavaScript/TypeScript",
          "Include: description, parameters, return values, exceptions",
          "Add examples for complex functions",
          "Run pydocstyle to validate docstring format"
        ],
        "tools": [
          "pydocstyle",
          "jsdoc"
        ],
        "commands": [
          "# Install pydocstyle",
          "pip install pydocstyle",
          "",
          "# Check docstring coverage",
          "pydocstyle src/",
          "",
          "# Generate documentation",
          "pip install sphinx",
          "sphinx-apidoc -o docs/ src/"
        ],
        "examples": [
          "# Python - Good docstring\ndef calculate_discount(price: float, discount_percent: float) -> float:\n    \"\"\"Calculate discounted price.\n\n    Args:\n        price: Original price in USD\n        discount_percent: Discount percentage (0-100)\n\n    Returns:\n        Discounted price\n\n    Raises:\n        ValueError: If discount_percent not in 0-100 range\n\n    Example:\n        >>> calculate_discount(100.0, 20.0)\n        80.0\n    \"\"\"\n    if not 0 <= discount_percent <= 100:\n        raise ValueError(\"Discount must be 0-100\")\n    return price * (1 - discount_percent / 100)\n",
          "// JavaScript - Good JSDoc\n/**\n * Calculate discounted price\n *\n * @param {number} price - Original price in USD\n * @param {number} discountPercent - Discount percentage (0-100)\n * @returns {number} Discounted price\n * @throws {Error} If discountPercent not in 0-100 range\n * @example\n * calculateDiscount(100.0, 20.0)\n * // Returns: 80.0\n */\nfunction calculateDiscount(price, discountPercent) {\n    if (discountPercent < 0 || discountPercent > 100) {\n        throw new Error(\"Discount must be 0-100\");\n    }\n    return price * (1 - discountPercent / 100);\n}\n"
        ],
        "citations": [
          {
            "source": "Python.org",
            "title": "PEP 257 - Docstring Conventions",
            "url": "https://peps.python.org/pep-0257/",
            "relevance": "Python docstring standards"
          },
          {
            "source": "TypeScript",
            "title": "TSDoc Reference",
            "url": "https://tsdoc.org/",
            "relevance": "TypeScript documentation standard"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "cyclomatic_complexity",
        "name": "Cyclomatic Complexity Thresholds",
        "category": "Code Quality",
        "tier": 3,
        "description": "Cyclomatic complexity thresholds enforced",
        "criteria": "Average complexity <10, no functions >15",
        "default_weight": 0.03
      },
      "status": "skipped",
      "score": null,
      "measured_value": null,
      "threshold": null,
      "evidence": [
        "Missing tool: radon"
      ],
      "remediation": {
        "summary": "Install with: pip install radon",
        "steps": [
          "Install with: pip install radon"
        ],
        "tools": [],
        "commands": [],
        "examples": [],
        "citations": []
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "architecture_decisions",
        "name": "Architecture Decision Records (ADRs)",
        "category": "Documentation Standards",
        "tier": 3,
        "description": "Lightweight documents capturing architectural decisions",
        "criteria": "ADR directory with documented decisions",
        "default_weight": 0.015
      },
      "status": "fail",
      "score": 0.0,
      "measured_value": "no ADR directory",
      "threshold": "ADR directory with decisions",
      "evidence": [
        "No ADR directory found (checked docs/adr/, .adr/, adr/, docs/decisions/)"
      ],
      "remediation": {
        "summary": "Create Architecture Decision Records (ADRs) directory and document key decisions",
        "steps": [
          "Create docs/adr/ directory in repository root",
          "Use Michael Nygard ADR template or MADR format",
          "Document each significant architectural decision",
          "Number ADRs sequentially (0001-*.md, 0002-*.md)",
          "Include Status, Context, Decision, and Consequences sections",
          "Update ADR status when decisions are revised (Superseded, Deprecated)"
        ],
        "tools": [
          "adr-tools",
          "log4brains"
        ],
        "commands": [
          "# Create ADR directory",
          "mkdir -p docs/adr",
          "",
          "# Create first ADR using template",
          "cat > docs/adr/0001-use-architecture-decision-records.md << 'EOF'",
          "# 1. Use Architecture Decision Records",
          "",
          "Date: 2025-11-22",
          "",
          "## Status",
          "Accepted",
          "",
          "## Context",
          "We need to record architectural decisions made in this project.",
          "",
          "## Decision",
          "We will use Architecture Decision Records (ADRs) as described by Michael Nygard.",
          "",
          "## Consequences",
          "- Decisions are documented with context",
          "- Future contributors understand rationale",
          "- ADRs are lightweight and version-controlled",
          "EOF"
        ],
        "examples": [
          "# Example ADR Structure\n\n```markdown\n# 2. Use PostgreSQL for Database\n\nDate: 2025-11-22\n\n## Status\nAccepted\n\n## Context\nWe need a relational database for complex queries and ACID transactions.\nTeam has PostgreSQL experience. Need full-text search capabilities.\n\n## Decision\nUse PostgreSQL 15+ as primary database.\n\n## Consequences\n- Positive: Robust ACID, full-text search, team familiarity\n- Negative: Higher resource usage than SQLite\n- Neutral: Need to manage migrations, backups\n```\n"
        ],
        "citations": [
          {
            "source": "Michael Nygard",
            "title": "Documenting Architecture Decisions",
            "url": "https://cognitect.com/blog/2011/11/15/documenting-architecture-decisions",
            "relevance": "Original ADR format and rationale"
          },
          {
            "source": "GitHub adr/madr",
            "title": "Markdown ADR (MADR) Template",
            "url": "https://github.com/adr/madr",
            "relevance": "Modern ADR template with examples"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "issue_pr_templates",
        "name": "Issue & Pull Request Templates",
        "category": "Repository Structure",
        "tier": 3,
        "description": "Standardized templates for issues and PRs",
        "criteria": "PR template and issue templates in .github/",
        "default_weight": 0.015
      },
      "status": "pass",
      "score": 100,
      "measured_value": "PR:True, Issues:2",
      "threshold": "PR template + \u22652 issue templates",
      "evidence": [
        "PR template found",
        "Issue templates found: 2 templates"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "cicd_pipeline_visibility",
        "name": "CI/CD Pipeline Visibility",
        "category": "Testing & CI/CD",
        "tier": 3,
        "description": "Clear, well-documented CI/CD configuration files",
        "criteria": "CI config with descriptive names, caching, parallelization",
        "default_weight": 0.015
      },
      "status": "fail",
      "score": 70,
      "measured_value": "basic config",
      "threshold": "CI with best practices",
      "evidence": [
        "CI config found: .github/workflows/security.yml, .github/workflows/docs.yml, .github/workflows/tests.yml, .github/workflows/agentready-assessment.yml, .github/workflows/ci.yml, .github/workflows/release.yaml",
        "Descriptive job/step names found",
        "No caching detected",
        "Parallel job execution detected"
      ],
      "remediation": {
        "summary": "Add or improve CI/CD pipeline configuration",
        "steps": [
          "Create CI config for your platform (GitHub Actions, GitLab CI, etc.)",
          "Define jobs: lint, test, build",
          "Use descriptive job and step names",
          "Configure dependency caching",
          "Enable parallel job execution",
          "Upload artifacts: test results, coverage reports",
          "Add status badge to README"
        ],
        "tools": [
          "github-actions",
          "gitlab-ci",
          "circleci"
        ],
        "commands": [
          "# Create GitHub Actions workflow",
          "mkdir -p .github/workflows",
          "touch .github/workflows/ci.yml",
          "",
          "# Validate workflow",
          "gh workflow view ci.yml"
        ],
        "examples": [
          "# .github/workflows/ci.yml - Good example\n\nname: CI Pipeline\n\non:\n  push:\n    branches: [main]\n  pull_request:\n    branches: [main]\n\njobs:\n  lint:\n    name: Lint Code\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions/checkout@v4\n\n      - name: Set up Python\n        uses: actions/setup-python@v5\n        with:\n          python-version: '3.11'\n          cache: 'pip'  # Caching\n\n      - name: Install dependencies\n        run: pip install -r requirements.txt\n\n      - name: Run linters\n        run: |\n          black --check .\n          isort --check .\n          ruff check .\n\n  test:\n    name: Run Tests\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions/checkout@v4\n\n      - name: Set up Python\n        uses: actions/setup-python@v5\n        with:\n          python-version: '3.11'\n          cache: 'pip'\n\n      - name: Install dependencies\n        run: pip install -r requirements.txt\n\n      - name: Run tests with coverage\n        run: pytest --cov --cov-report=xml\n\n      - name: Upload coverage reports\n        uses: codecov/codecov-action@v3\n        with:\n          files: ./coverage.xml\n\n  build:\n    name: Build Package\n    runs-on: ubuntu-latest\n    needs: [lint, test]  # Runs after lint/test pass\n    steps:\n      - uses: actions/checkout@v4\n\n      - name: Build package\n        run: python -m build\n\n      - name: Upload build artifacts\n        uses: actions/upload-artifact@v3\n        with:\n          name: dist\n          path: dist/\n"
        ],
        "citations": [
          {
            "source": "GitHub",
            "title": "GitHub Actions Documentation",
            "url": "https://docs.github.com/en/actions",
            "relevance": "Official GitHub Actions guide"
          },
          {
            "source": "CircleCI",
            "title": "CI/CD Best Practices",
            "url": "https://circleci.com/blog/ci-cd-best-practices/",
            "relevance": "Industry best practices for CI/CD"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "semantic_naming",
        "name": "Semantic Naming",
        "category": "Code Quality",
        "tier": 3,
        "description": "Systematic naming patterns following language conventions",
        "criteria": "Language conventions followed, avoid generic names",
        "default_weight": 0.015
      },
      "status": "pass",
      "score": 100.0,
      "measured_value": "functions:100%, classes:100%",
      "threshold": "\u226575% compliance",
      "evidence": [
        "Functions: 56/56 follow snake_case (100.0%)",
        "Classes: 19/19 follow PascalCase (100.0%)",
        "No generic names (temp, data, obj) detected"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "structured_logging",
        "name": "Structured Logging",
        "category": "Code Quality",
        "tier": 3,
        "description": "Logging in structured format (JSON) with consistent fields",
        "criteria": "Structured logging library configured (structlog, winston, zap)",
        "default_weight": 0.015
      },
      "status": "fail",
      "score": 0.0,
      "measured_value": "not configured",
      "threshold": "structured logging library",
      "evidence": [
        "No structured logging library found",
        "Checked files: pyproject.toml, requirements.txt",
        "Using built-in logging module (unstructured)"
      ],
      "remediation": {
        "summary": "Add structured logging library for machine-parseable logs",
        "steps": [
          "Choose structured logging library (structlog for Python, winston for Node.js)",
          "Install library and configure JSON formatter",
          "Add standard fields: timestamp, level, message, context",
          "Include request context: request_id, user_id, session_id",
          "Use consistent field naming (snake_case for Python)",
          "Never log sensitive data (passwords, tokens, PII)",
          "Configure different formats for dev (pretty) and prod (JSON)"
        ],
        "tools": [
          "structlog",
          "winston",
          "zap"
        ],
        "commands": [
          "# Install structlog",
          "pip install structlog",
          "",
          "# Configure structlog",
          "# See examples for configuration"
        ],
        "examples": [
          "# Python with structlog\nimport structlog\n\n# Configure structlog\nstructlog.configure(\n    processors=[\n        structlog.stdlib.add_log_level,\n        structlog.processors.TimeStamper(fmt=\"iso\"),\n        structlog.processors.JSONRenderer()\n    ]\n)\n\nlogger = structlog.get_logger()\n\n# Good: Structured logging\nlogger.info(\n    \"user_login\",\n    user_id=\"123\",\n    email=\"user@example.com\",\n    ip_address=\"192.168.1.1\"\n)\n\n# Bad: Unstructured logging\nlogger.info(f\"User {user_id} logged in from {ip}\")\n"
        ],
        "citations": [
          {
            "source": "structlog",
            "title": "structlog Documentation",
            "url": "https://www.structlog.org/en/stable/",
            "relevance": "Python structured logging library"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "openapi_specs",
        "name": "OpenAPI/Swagger Specifications",
        "category": "API Documentation",
        "tier": 3,
        "description": "Machine-readable API documentation in OpenAPI format",
        "criteria": "OpenAPI 3.x spec with complete endpoint documentation",
        "default_weight": 0.015
      },
      "status": "fail",
      "score": 0.0,
      "measured_value": "no OpenAPI spec",
      "threshold": "OpenAPI 3.x spec present",
      "evidence": [
        "No OpenAPI specification found",
        "Searched recursively for: openapi.yaml, openapi.yml, openapi.json, swagger.yaml, swagger.yml, swagger.json"
      ],
      "remediation": {
        "summary": "Create OpenAPI specification for API endpoints",
        "steps": [
          "Create openapi.yaml in repository root",
          "Define OpenAPI version 3.x",
          "Document all API endpoints with full schemas",
          "Add request/response examples",
          "Define security schemes (API keys, OAuth, etc.)",
          "Validate spec with Swagger Editor or Spectral",
          "Generate API documentation with Swagger UI or ReDoc"
        ],
        "tools": [
          "swagger-editor",
          "spectral",
          "openapi-generator"
        ],
        "commands": [
          "# Install OpenAPI validator",
          "npm install -g @stoplight/spectral-cli",
          "",
          "# Validate spec",
          "spectral lint openapi.yaml",
          "",
          "# Generate client SDK",
          "npx @openapitools/openapi-generator-cli generate \\",
          "  -i openapi.yaml \\",
          "  -g python \\",
          "  -o client/"
        ],
        "examples": [
          "# openapi.yaml - Minimal example\nopenapi: 3.1.0\ninfo:\n  title: My API\n  version: 1.0.0\n  description: API for managing users\n\nservers:\n  - url: https://api.example.com/v1\n\npaths:\n  /users/{userId}:\n    get:\n      summary: Get user by ID\n      parameters:\n        - name: userId\n          in: path\n          required: true\n          schema:\n            type: string\n      responses:\n        '200':\n          description: User found\n          content:\n            application/json:\n              schema:\n                $ref: '#/components/schemas/User'\n        '404':\n          description: User not found\n\ncomponents:\n  schemas:\n    User:\n      type: object\n      required:\n        - id\n        - email\n      properties:\n        id:\n          type: string\n          example: \"user_123\"\n        email:\n          type: string\n          format: email\n          example: \"user@example.com\"\n        name:\n          type: string\n          example: \"John Doe\"\n"
        ],
        "citations": [
          {
            "source": "OpenAPI Initiative",
            "title": "OpenAPI Specification",
            "url": "https://spec.openapis.org/oas/v3.1.0",
            "relevance": "Official OpenAPI 3.1 specification"
          },
          {
            "source": "Swagger",
            "title": "API Documentation Best Practices",
            "url": "https://swagger.io/resources/articles/best-practices-in-api-documentation/",
            "relevance": "Guide to writing effective API docs"
          }
        ]
      },
      "error_message": null
    },
    {
      "attribute": {
        "id": "branch_protection",
        "name": "Branch Protection Rules",
        "category": "Git & Version Control",
        "tier": 4,
        "description": "Required status checks and review approvals before merging",
        "criteria": "Branch protection enabled with status checks and required reviews",
        "default_weight": 0.005
      },
      "status": "not_applicable",
      "score": null,
      "measured_value": null,
      "threshold": null,
      "evidence": [
        "Requires GitHub API integration for branch protection checks. Future implementation will verify: required status checks, required reviews, force push prevention, and branch update requirements."
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "code_smells",
        "name": "Code Smell Elimination",
        "category": "Code Quality",
        "tier": 4,
        "description": "Linter configuration for detecting code smells and anti-patterns",
        "criteria": "Language-specific linters configured (pylint, ESLint, RuboCop, etc.)",
        "default_weight": 0.01
      },
      "status": "pass",
      "score": 66.66666666666666,
      "measured_value": "pylint, ruff",
      "threshold": "\u226560% of applicable linters configured",
      "evidence": [
        "Linters configured: pylint, ruff",
        "Coverage: 40/60 points (67%)"
      ],
      "remediation": null,
      "error_message": null
    },
    {
      "attribute": {
        "id": "container_setup",
        "name": "Container/Virtualization Setup",
        "category": "Build & Development",
        "tier": 4,
        "description": "Container configuration for consistent development environments",
        "criteria": "Dockerfile/Containerfile, docker-compose.yml, .dockerignore, multi-stage builds",
        "default_weight": 0.01
      },
      "status": "pass",
      "score": 60,
      "measured_value": "60 points",
      "threshold": "\u226570 points (Dockerfile + compose + .dockerignore)",
      "evidence": [
        "\u2713 Containerfile present (Podman)",
        "\u2139\ufe0f Single-stage build (consider multi-stage for smaller images)",
        "\u2713 .dockerignore present (excludes unnecessary files)"
      ],
      "remediation": {
        "summary": "Improve container configuration",
        "steps": [
          "Add docker-compose.yml for multi-service development",
          "Create .dockerignore to exclude build artifacts and secrets",
          "Consider multi-stage builds to reduce image size"
        ],
        "tools": [
          "docker",
          "podman",
          "docker-compose"
        ],
        "commands": [
          "docker build -t myapp .",
          "docker-compose up -d"
        ],
        "examples": [
          "# .dockerignore example\n.git\n.venv\n__pycache__\n*.pyc\n.env\nnode_modules",
          "# Multi-stage Dockerfile example\nFROM node:18 AS builder\nWORKDIR /app\nCOPY . .\nRUN npm ci && npm run build\n\nFROM node:18-alpine\nWORKDIR /app\nCOPY --from=builder /app/dist ./dist\nCMD [\"node\", \"dist/index.js\"]"
        ],
        "citations": [
          {
            "source": "Docker",
            "title": "Dockerfile Best Practices",
            "url": "https://docs.docker.com/develop/develop-images/dockerfile_best-practices/",
            "relevance": "Official Docker guide for writing efficient and secure Dockerfiles"
          }
        ]
      },
      "error_message": null
    }
  ],
  "config": {
    "weights": {},
    "excluded_attributes": [],
    "language_overrides": {},
    "output_dir": null,
    "report_theme": "default",
    "custom_theme": null
  },
  "duration_seconds": 0.3,
  "discovered_skills": []
}