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Zenzic Documentation Quality Platform

ci-status zenzic-audit zenzic-score REUSE 3.x compliant PyPI Version Downloads Python Versions License

Zenzic: Deterministic Documentation Quality Platform (DQP) for Engineering-Grade Knowledge Systems.
Stop broken links, leaked secrets, accessibility defects, and topological graph errors before they reach production.


Documentation Quality Platform (DQP)

A Documentation Quality Platform (DQP) enforces semantic correctness, structural topology, and governance policies across Markdown and MDX graphs. It treats documentation as a continuously validated engineering asset.

Where standard linters operate on isolated source files, a Documentation Quality Platform compiles and evaluates the entire knowledge graph as a unified, deterministic system.

Category Differentiation

Capability Syntax Formatters & AST Linters Prose & Style Checkers Zenzic (DQP)
Scope of Analysis Single file AST / formatting Single file prose & dictionaries Global graph topology & cross-file VSM
Link & Anchor Resolution None None $O(N)$ cross-file & framework slug parity
Security Verification None None Secret leak & path traversal guards (Exit Codes 2 & 3)
Technical Debt Management Inline ignores only Config ignores Cryptographic baselines (.zenzic-baseline.json) & DQS scoring
Governance & Policy Syntax rules Style rules Policy-as-Code schema enforcement & suppression budgeting
Enterprise Telemetry Text stdout Text stdout Enriched SARIF v2.1.0 for security dashboards
  • vs Syntax Formatters & AST Linters: While syntax formatters enforce whitespace, indentation, and isolated AST structure within individual files, Zenzic validates global graph topology (Virtual Site Map), cross-file reference integrity, and structural reachability.
  • vs Prose & Style Checkers: While prose checkers validate dictionaries, readability scores, and stylistic tone, Zenzic enforces Policy-as-Code, tracks technical debt via cryptographic baselines, and provides deterministic security scanning against secret leaks and path traversal.
  • Complementary Architecture: Zenzic runs alongside syntax formatters and style checkers in modern CI/CD pipelines, acting as the overarching Documentation Quality Platform for structural, security, and governance integrity.

Core Pillars (v0.30)

  • Smart Link Graph: Fast $O(N)$ topological graph analysis with exact slugification parity for documentation frameworks, orphan detection, and circular link diagnostics (Z410, Z411).
  • Baseline & Regression Tracking: Line-shift invariant debt freezing (.zenzic-baseline.json), allowing existing repositories to adopt strict quality gates immediately without blocking development.
  • Policy-as-Code Governance: Centralized configuration rules for frontmatter schemas, domain allowlists, terminology restrictions, and suppression budgeting.
  • Ecosystem Uniformity: 100% deterministic parity across the Zenzic CLI (Core Engine), VS Code Extension (Language Server Protocol), and GitHub Action CI/CD workflow.

โšก Quick Start (< 60 Seconds)

1. Install Zenzic

Get started in 2 seconds with uv:

# Recommended: isolated tool install via uv
uv tool install zenzic

# Or run ephemerally without installing
uvx zenzic@0.30.0 check all

# Or via standard pip
pip install --upgrade zenzic

2. Initialize and Verify Your Repository

# Scaffold initial configuration
zenzic init

# Run full documentation graph analysis
zenzic check all

3. Automatically Fix Issues

# Preview automated fixes without touching files
zenzic fix --dry-run

# Atomically apply fixes across all Markdown documents
zenzic fix --apply

4. Git Pre-Commit Hook (Optional)

Catch broken links and leaked secrets before git commit:

# .pre-commit-config.yaml
repos:
  - repo: https://github.com/PythonWoods/zenzic
    rev: v0.30.0
    hooks:
      - id: zenzic-guard   # Fast staged-file credential scan
      - id: zenzic-verify  # Documentation integrity gate

๐ŸŽฏ What Zenzic Solves

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                             ZENZIC CORE ENGINE                              โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  ๐Ÿ”— Broken Links &   โ”‚  ๐Ÿ” Leaked Secrets   โ”‚  โ™ฟ Semantic Accessibility    โ”‚
โ”‚     Orphan Pages     โ”‚     & Credentials    โ”‚     & Editorial Governance    โ”‚
โ”‚  โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€  โ”‚  โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€  โ”‚  โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€  โ”‚
โ”‚  โ€ข Cross-file links  โ”‚  โ€ข API tokens / keys โ”‚  โ€ข Duplicate headings (Z513)  โ”‚
โ”‚  โ€ข Anchor validation โ”‚  โ€ข AWS / Stripe keys โ”‚  โ€ข Generic image alt (Z514)   โ”‚
โ”‚  โ€ข Missing assets    โ”‚  โ€ข Path traversal    โ”‚  โ€ข Malformed lists (Z520)     โ”‚
โ”‚  โ€ข Unused images     โ”‚  โ€ข Non-suppressible  โ”‚  โ€ข Policy-as-Code (Z610โ€“Z619) โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

๐Ÿ›ก๏ธ Core Capabilities

1. High-Speed Graph Topology (VSM)

Zenzic's in-memory Virtual Site Map (VSM) indexes thousands of Markdown pages, anchors, and media assets in seconds. Renaming a document or moving a heading immediately flags all broken cross-references across the repository.

2. Zero Subprocesses & Deterministic Safety

  • Zero Subprocesses (ADR-002): Analysis executes in-process without spawning external shell processes, guaranteeing maximum security and predictable sub-50ms execution.
  • Google RE2 Regular Expressions: All pattern matching is protected against catastrophic backtracking (ReDoS) and unbounded execution loops.

3. Atomic Mutator (zenzic fix)

Remediation must be lossless and idempotent:

  • Wraps bare URLs in standard <url> notation (Z515).
  • Strips trailing punctuation from headings (Z517).
  • Transforms fake paragraph lists into valid Markdown bullet lists (Z520).
  • Injects missing language tags on code blocks (Z505).
  • Cleans up dead inline suppressions (Z603).

4. Deterministic Quality Score (DQS)

Zenzic calculates a mathematical health score (0โ€“100) based on active findings, severities, and technical debt. Enforce strict team standards in CI (fail_under = 90) and track improvements over time with status badges.

$ zenzic score

โœจ Quality Score: 94/100

โ•ญโ”€ Quality Breakdown โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฎ
โ”‚   Category     Issues  Weight  Raw Pts  Applied Pts      โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚ โœ“ structural      0      30%      0           0          โ”‚
โ”‚ โœ“ navigation      0      25%      0           0          โ”‚
โ”‚ โœ— content         2      20%     -4          -4          โ”‚
โ”‚ โœ“ brand           0      25%      0           0          โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚   ฮฃ Subtotal                                96           โ”‚
โ•ฐโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ•ฏ
  ! Technical Debt (2 suppressions)          -2 pts
  = Final Quality Score                      94 / 100

5. Policy-as-Code Governance

Define organizational conventions directly in .zenzic.toml:

[policies]
required_frontmatter_keys = ["title", "description"]
allowed_external_domains = ["github.com", "zenzic.dev"]
enable_passive_voice_check = true
weasel_words = ["clearly", "simply", "obviously"]
forbidden_content_patterns = ["(?i)\\bconfidential\\b"]
max_document_complexity = 45

6. Custom Rule SDK v3

Extend Zenzic with organization-specific invariants. The Custom Rule SDK v3 (zenzic.sdk) lets you author typed, deterministic AST visitor plugins in Python with guaranteed $O(N)$ execution and full SARIF integration.


๐Ÿ—๏ธ Architecture & Engine Deep Dive

Zenzic is engineered from the ground up as a deterministic compiler rather than a loose collection of linters. It delivers $O(N)$ execution speed, scanning thousands of Markdown documents in milliseconds through pure-function compilation and zero-subprocess architecture.

โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”
โ”‚                          ZENZIC COMPILATION PIPELINE                        โ”‚
โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ฌโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค
โ”‚  1. AST Parser  โ”‚  2. VSM Builder โ”‚  3. Rule Engine   โ”‚  4. Atomic Mutator  โ”‚
โ”‚  โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ โ”‚  โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ โ”‚  โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ โ”‚  โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€ โ”‚
โ”‚  โ€ข Token stream โ”‚  โ€ข Global graph โ”‚  โ€ข Pure functions โ”‚  โ€ข AST patcher      โ”‚
โ”‚  โ€ข Heading tree โ”‚  โ€ข Route index  โ”‚  โ€ข RE2 regex ACL  โ”‚  โ€ข Idempotent fix   โ”‚
โ”‚  โ€ข Lossless map โ”‚  โ€ข Ghost routes โ”‚  โ€ข DQS evaluation โ”‚  โ€ข Zero formatting  โ”‚
โ”‚                 โ”‚                 โ”‚  โ€ข SARIF reporter โ”‚    corruption       โ”‚
โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ดโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜

1. Lossless AST & Atomic Mutator (zenzic.core.mutator)

Unlike regex-based search-and-replace tools that corrupt code fences, frontmatter, and inline math, Zenzic parses Markdown into a structured Abstract Syntax Tree (AST).

Mutations are executed directly on AST nodes and serialized back through a lossless emitter, guaranteeing:

  • Zero Syntax Corruption: Comments, indentation, code fences, and blank lines remain byte-for-byte identical outside the target node.
  • Strict Idempotence: Running zenzic fix --apply multiple times produces the exact same AST state without duplicate edits: $$\text{mutate}(\text{mutate}(\text{AST})) = \text{mutate}(\text{AST})$$

2. Virtual Site Map (VSM) & Topological Graph (zenzic.core.vsm)

Zenzic builds an in-memory topological routing graph (the Virtual Site Map) across all documents and static assets in your workspace.

The VSM maintains:

  • Exact Slug Parity: Heading anchors are slugified according to the active build adapter (MkDocs Material, Zensical, or Standalone) without running the generator itself.
  • Cross-File Resolution: Validates relative paths, root-relative links, anchor fragments (#section-id), and media assets.
  • Ghost Route Registry: Recognizes virtual and dynamically generated routes to eliminate false positives in complex documentation graphs.

3. Deterministic Quality Score (DQS) Mathematical Model

Zenzic computes an objective, reproducible 0โ€“100 documentation quality score using a weighted deduction model:

$$\text{DQS} = \max\left(0, 100 - \sum \text{Penalties} - \text{Suppression Debt}\right)$$

Category Severity Range Description
Security (Z2xx) 10.0 pts (Fatal) Leaked credentials, secret tokens, path traversal
Structure (Z1xx, Z516) 3.0โ€“5.0 pts Broken links, missing files, multiple H1 headers
References (Z3xx) 2.0โ€“3.0 pts Dead definitions, duplicate reference labels
Assets (Z4xx) 1.0โ€“2.0 pts Missing images, orphan assets, missing indexes
Content & A11y (Z5xx) 1.0โ€“2.0 pts Duplicate headings, generic alt text, malformed lists
Governance (Z6xx) 1.0โ€“4.0 pts Policy violations, forbidden terms, complexity caps

Under Zenzic's Flat-Cost Model, every inline suppression comment (<!-- zenzic:ignore ZXXX -->) costs exactly 1.0 DQS point, ensuring technical debt is visible, quantified, and capped (suppression_cap = 30).

4. RE2 Discipline & Sovereign Runtime (ADR-002, ADR-075)

  • $O(N)$ Execution Performance: Scans thousands of Markdown files in milliseconds with linear time complexity and minimal memory overhead.
  • Zero Subprocesses (ADR-002): Zenzic executes 100% in-process with zero subprocess.Popen invocations, ensuring safe, lightweight execution across sandbox environments.
  • Google RE2 Non-Backtracking Engine: All regex operations are backed by Google RE2 via an Access Control Layer (zenzic.core.regex), guaranteeing $O(N)$ execution time and mathematical immunity to Regular Expression Denial of Service (ReDoS).
  • Pure-Function Determinism: Analysis has zero global state and zero network dependencies, guaranteeing bit-for-bit identical results on every machine and operating system.

๐Ÿ› ๏ธ CLI Commands & Tooling Capabilities

The zenzic CLI provides a complete suite of developer commands for local workflows, batch remediation, and CI/CD automation:

Command Primary Use Case Key Options
zenzic check Run graph integrity, security, and quality analysis all, --strict, --fail-under <N>, --format sarif
zenzic fix Automatically apply idempotent AST mutations --dry-run, --apply
zenzic score Calculate DQS metrics and update status badges --stamp, --check-stamp, --badge-json
zenzic audit Generate formal compliance and technical debt reports --format markdown, --output <file>
zenzic lab Interactive finding lab and scenario runner list, run <act-id>, inspect <act-id>
zenzic init Scaffold .zenzic.toml configuration or plugin template --pyproject, --local, --engine <name>, --plugin
zenzic config explain Introspect active policies, discovery paths, and rules --all, --json

๐Ÿ“Š Headless Data Pipeline (SARIF v2.1.0)

Zenzic functions natively as a headless data compiler. For enterprise security and code scanning pipelines, Zenzic exports industry-standard SARIF v2.1.0 (Static Analysis Results Interchange Format):

# Output enriched SARIF for CI/CD ingestion
zenzic check all --format sarif --output results.sarif
{
  "$schema": "https://raw.githubusercontent.com/oasis-tcs/sarif-spec/master/Schemata/sarif-schema-2.1.0.json",
  "version": "2.1.0",
  "runs": [
    {
      "tool": {
        "driver": {
          "name": "zenzic",
          "version": "0.30.0",
          "rules": [
            {
              "id": "Z101",
              "shortDescription": { "text": "BROKEN_LOCAL_LINK" }
            }
          ]
        }
      }
    }
  ]
}

Every SARIF diagnostic includes:

  • Precise 1-indexed line and column ranges.
  • Deductive DQS score penalty and taxonomy category.
  • Direct documentation remediation URLs (helpUri).
  • Full rule descriptions and severity ratings (error, warning, note).

Seamlessly feeds directly into GitHub Code Scanning, SonarQube, GitLab Security Dashboards, and DefectDojo.


๐Ÿ”Œ Multi-Engine Support & VSM Adapters

Documentation frameworks use varying link slugification, asset pathing, and directory index conventions. Zenzic bridges these differences through its Virtual Site Map (VSM) Adapter Architecture:

  • MkDocs & Material for MkDocs: Parses mkdocs.yml, navigation hierarchies, and Material anchor slugification natively without invoking Python subprocesses.
  • Zensical: Validates multi-language document hierarchies and configuration trees.
  • Standalone / Standard Markdown: Performs universal link and asset resolution across any arbitrary directory structure.

๐Ÿšฆ CI/CD Enforcement & Exit Code Contract

Under ADR-075 (Radical Unawareness), Zenzic guarantees a strict exit code contract that CI/CD systems can rely on deterministically:

Exit Code Meaning CI Behavior
0 Success All checks passed, or warnings managed within suppression budget.
1 Quality Gate Failure Broken links, structural defects, or DQS score below fail_under.
2 Fatal Credential Leak Leaked secrets or API keys. Non-suppressible security block.
3 Fatal Path Traversal Directory traversal sequence detected. Non-suppressible security block.

๐ŸŒ The Unified Zenzic Ecosystem

Zenzic provides consistent, identical analysis across every development touchpoint:

Platform Primary Use Case Delivery
Zenzic CLI (Core) Local development, batch auto-fixes, and scriptable audits uv tool install zenzic
VS Code Extension Real-time wavy-line diagnostics, LSP Quick Fixes (Ctrl+.), and status telemetry VS Code Marketplace
GitHub Action CI/CD pull request gate, SARIF Code Scanning alerts, and merge blocking GitHub Marketplace

๐Ÿ“– Documentation & Guides

For deep architectural explanations, configuration strategies, and the full finding taxonomy, visit zenzic.dev.


๐Ÿ—บ๏ธ Roadmap

Zenzic evolves strictly within its deterministic, AST-driven architecture. Upcoming milestones include:

  • Adapter Ecosystem: Native Virtual Site Map (VSM) adapters for Docusaurus, Sphinx (MyST), and Hugo to support cross-engine slugification and taxonomy out of the box.
  • Multi-Repository Documentation Graph: Cross-repository link resolution and contract validation across polyrepo documentation architectures without network calls.
  • Auto-Fix Expansion: Extended lossless AST mutations for additional structural codes (Z1xx), reference normalization (Z3xx), and frontmatter standardization (Z6xx).

๐Ÿ“„ License

Licensed under the Apache License, Version 2.0. Copyright (c) 2026 PythonWoods <dev@pythonwoods.dev>.

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