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The intelligent nervous system for AI coding agents — audit, align, amplify

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    Readme

    Nerviq

    Your agent docs lie. Nerviq finds the lies in 30 seconds.

    CLAUDE.md says npm test — but the script doesn't exist. AGENTS.md says Next 15 — package.json says 16. Your Cursor rules and your Copilot instructions give the agent contradictory orders. Nerviq is a zero-dependency CLI that catches stale references and cross-platform drift in AI-agent configs — deterministically, with findings you can verify by hand.

    npm version License: MIT Checks: 2441

    npx @nerviq/cli drift    # 30 seconds. Finds the lies. Exit 1 if your docs lie.

    The two things it does best

    1. Stale-reference detection (the lies)

    nerviq drift (and every nerviq audit) runs a deterministic scan:

    • Scripts that don't exist. Your AGENTS.md says "run npm test" but scripts.test isn't defined in package.json. Flagged.
    • Framework versions that drifted. Your CLAUDE.md says "Next.js 15 app" but package.json declares next@^16.x. Flagged.
    • Near-zero false positives. Every finding verifiable in 30 seconds: cat package.json against the agent doc.

    It found a real one in this very repo's AGENTS.md. It will probably find one in yours.

    2. Cross-platform drift (Harmony)

    Most teams run 2+ agents — Claude Code and Cursor, Copilot and Codex. Their config files drift silently until the agents behave differently on the same repo. When 2+ platforms are configured, nerviq audit leads with the Harmony report: what contradicts what, where, and the one-line fix.

    $ nerviq audit
    Harmony: 3 drift issues across Claude Code + Cursor
      ✗ test command: CLAUDE.md says `npm test` · .cursor/rules says `pnpm vitest`
      ✗ framework: AGENTS.md says Next 15 · package.json says next@16.1.2
      ...

    Single-platform repos still get a normal per-platform audit — the Harmony report only appears when 2+ platforms are detected. Use --no-harmony-first to suppress it even on multi-platform repos.

    And when you want the big picture

    Nerviq also ships a full config-governance layer: a 0–100 score across 8 platforms (Claude Code, Codex, Gemini CLI, Copilot, Cursor, Windsurf, Aider, OpenCode — 2,441 checks), safe autofix with dry-run patches, snapshots/trend, CI gate (GitHub Action), SDK, and an MCP server. Every check carries a source URL and a freshness date. The per-platform breakdown and the full command surface are below the fold — start with drift, grow into the rest when you need it.

    Scope — the 4 layers

    Every Nerviq check is tagged with one of four explicit layers so you know exactly what the tool claims (and does not claim) to cover:

    • governance — agent configuration posture: presence, content, and quality of agent-instruction files and platform settings.
    • drift — cross-platform consistency: do your configured platforms agree, and does declared state match repo reality?
    • hygiene — repo-level cleanliness adjacent to agents (gitignore, CHANGELOG, SECURITY.md, LICENSE, Node version pinning, etc.).
    • shallow-risk — obvious agent-config ↔ codebase boundary issues emitted through the experimental --shallow-risk lane.

    There is deliberately no "deep-review" or general-security-scanning layer — Nerviq is an agent-configuration audit tool, not a code-review tool. The experimental nerviq audit --shallow-risk pass now adds an opt-in, non-scoring boundary scan on top of the four-layer model. The full taxonomy and disambiguation rules live in docs/integration-contracts.md §8, and the layer field is surfaced in every output format (JSON, CSV, JUnit, Markdown, text).

    Quick Start

    npx @nerviq/cli drift              # Do your agent docs lie? Stale refs + cross-platform drift (exit 1 on findings)
    npx @nerviq/cli --beginner         # Show only the 5 starter commands
    npx @nerviq/cli audit              # Quick scan: score + top 3 actions
    npx @nerviq/cli audit --fix        # Dry-run deterministic autofix plan + audit-fix.patch
    npx @nerviq/cli audit --full       # Full audit with all checks + badge
    npx @nerviq/cli audit --snapshot --tag "pre-refactor"  # Save a named snapshot for history/compare/trend
    npx @nerviq/cli audit --diff-only  # PR/working-tree audit: changed files + linked governance/config surfaces only
    npx @nerviq/cli compare            # Detailed per-check diff between latest 2 audit snapshots
    npx @nerviq/cli audit --webhook https://hooks.slack.com/services/...  # Push audit results to Slack/Discord/generic HTTP
    npx @nerviq/cli audit --workspace packages/*  # Monorepo: root governance + stack-specific workspace profiles
    npx @nerviq/cli setup              # Generate starter-safe baseline
    npx @nerviq/cli augment            # Improvement plan, no writes
    npx @nerviq/cli governance         # Permission profiles + policy packs
    npx @nerviq/cli benchmark          # Baseline vs projected score in isolated copy

    No install required. Zero dependencies.

    Text-mode CLI output explains terms like MCP, hooks, deny rules, and governance inline when they appear, so a first audit is easier to read.

    If you want the shortest possible command list inside the terminal, start with:

    npx @nerviq/cli --beginner

    Safe Autofix with --fix

    nerviq audit --fix now defaults to a safe dry-run. Nerviq only plans deterministic file-level fixes on an allowlist of governance and hygiene files such as CLAUDE.md, AGENTS.md, .claude/settings.json, .gitignore, .editorconfig, CHANGELOG.md, CONTRIBUTING.md, and LICENSE.

    npx @nerviq/cli audit --fix                # Preview changes and write audit-fix.patch
    npx @nerviq/cli audit --fix --apply --auto # Apply deterministic fixes
    npx @nerviq/cli audit --fix --pr           # Create a local branch and stage the autofix files

    Checks that need judgment stay advisory-only and are listed as manual follow-ups. See docs/audit-fix.md for the full contract.

    Get Started by Role

    You are a... Start here Then
    Solo developer nerviq auditnerviq augment nerviq benchmark
    Team lead / DevEx nerviq governancenerviq audit --json CI threshold + nerviq watch
    Enterprise / Platform nerviq harmony-auditnerviq harmony-drift Policy packs + nerviq certify

    2,441 Checks Across 96 Categories (8 Platforms × ~300 Governance Rules)

    8 Platforms Supported

    Nerviq audits, sets up, and governs AI coding agent configurations for 8 platforms, in two support tiers:

    Platform Checks Tier
    Claude Code 403 Verified
    Codex (OpenAI) 272 Verified
    GitHub Copilot 299 Verified
    Cursor 301 Verified
    Gemini CLI (Google) 300 Community
    Windsurf 297 Community
    Aider 283 Community
    OpenCode 286 Community

    Verified tier — primary documentation sources are actively re-verified on the freshness cycle (last full pass: 2026-07-06).

    Community tier — all checks still ship and run exactly as before (nothing was deleted or disabled), but we are honest about maintenance: check freshness for these platforms is not guaranteed current. Sources are re-verified opportunistically or via community contribution — PRs updating them are very welcome. The tier split is reversible per platform (src/platform-tiers.js).

    10 Stack-Specific Languages

    Language Checks Key Areas
    Python 26 pyproject, typing, pytest, linting, async, security
    Go 21 go.mod, vet, fmt, error wrapping, interfaces
    Rust 21 Cargo, clippy, unsafe docs, editions, cross-compile
    Java/Spring 21 Maven/Gradle, JUnit, Spring Boot, migrations
    Ruby 16 Gemfile, RSpec, Rubocop, Rails
    PHP 16 Composer, PHPUnit, Laravel, PSR
    .NET 16 csproj, NuGet, xUnit, EF Core
    Flutter 15 pubspec, analysis, state management, l10n
    Swift 10 SPM, SwiftLint, async/await, doc comments
    Kotlin 10 Gradle, ktlint, coroutines, Compose, KMP

    Category Groups

    Category Group Checks Examples
    Stack-Specific (10 languages) 172 Python, Go, Rust, Java, Ruby, PHP, .NET, Flutter, Swift, Kotlin
    Platform Config & Instructions ~150 CLAUDE.md, AGENTS.md, rules, managed blocks
    Security & Trust ~80 permissions, deny rules, secrets, trust posture
    Quality & Testing ~70 verification loops, lint/test/build, coverage
    Automation & Hooks ~60 PreToolUse, PostToolUse, notification hooks
    Workflow & Commands ~50 skills, commands, agents, snapshots
    Git & Hygiene ~40 .gitignore, env protection, changelog
    Tools & MCP ~40 .mcp.json, multi-server, Context7
    Governance & Compliance ~30 permission profiles, audit trails
    DevOps & Infrastructure ~30 Docker, CI, Terraform, monitoring
    Cross-Platform Intelligence ~25 harmony (GA), synergy (Experimental), drift detection
    Enterprise & Freshness ~20 freshness tracking, deprecation, SBOM
    Memory & Context ~15 context management, compaction, @path
    Prompting & Design ~10 XML tags, constraints, frontend patterns

    Harmony — Cross-Platform Alignment GA

    Harmony detects drift between your AI coding platforms and keeps them in sync.

    npx @nerviq/cli harmony-audit      # Cross-platform DX audit (0-100 harmony score)
    npx @nerviq/cli harmony-sync       # Sync shared config across platforms
    npx @nerviq/cli harmony-drift      # Detect drift between platform configs
    npx @nerviq/cli harmony-advise     # Cross-platform improvement advice
    npx @nerviq/cli harmony-watch      # Live monitoring for config drift
    npx @nerviq/cli harmony-governance # Unified governance across platforms
    npx @nerviq/cli harmony-add <platform>  # Add a new platform to your project

    Synergy — Multi-Agent Amplification EXPERIMENTAL

    Synergy analyzes how your platforms work together and finds amplification opportunities. Currently uses static routing rules — learned routing is planned for v2.0.

    npx @nerviq/cli synergy-report     # Multi-agent synergy analysis

    Synergy evaluates compound audit results, discovers compensation patterns (where one platform covers another's gaps), and ranks recommendations by cross-platform impact.

    SDK — @nerviq/cli/sdk BETA

    Programmatic access to all Nerviq capabilities. The SDK ships inside the @nerviq/cli package (no separate install) per MEMO-03 (B = BUNDLE, signed 2026-04-28).

    Recommended (single install):

    // Both forms work — same code path, both exported from @nerviq/cli.
    const { audit, harmonyAudit, detectPlatforms } = require('@nerviq/cli');
    // OR for explicit SDK-shape (input validation, typed):
    const sdk = require('@nerviq/cli/sdk');
    
    async function main() {
      try {
        const result = await audit('.', 'claude');
        console.log(`Score: ${result.score}/100`);
    
        const platforms = detectPlatforms('.');
        console.log(`Active platforms: ${platforms.join(', ') || 'none detected'}`);
    
        const harmony = await harmonyAudit('.');
        console.log(`Harmony score: ${harmony.harmonyScore}/100`);
      } catch (error) {
        console.error(error instanceof Error ? error.message : 'Unknown SDK error');
        process.exitCode = 1;
      }
    }
    
    main();

    Migration note (2026-04-29): Earlier docs referenced require('@nerviq/sdk') as a separate npm package. That package was never published. The SDK now ships bundled inside @nerviq/cli (zero additional install). Existing require('@nerviq/sdk') calls will fail with module-not-found; switch to require('@nerviq/cli') or require('@nerviq/cli/sdk'). See research/memo-03-sdk-decision-2026-04-28.md for the rationale.

    Stable SDK surfaces: audit, harmonyAudit, detectPlatforms, getCatalog
    Experimental SDK surfaces: synergyReport, routeTask

    See sdk/README.md for full JavaScript examples, error handling guidance, and TypeScript usage.

    Integration Contract Pack

    Nerviq publishes a compact integration pack so external systems do not need to scrape CLI text:

    See docs/integration-contracts.md for the full pack.

    Category Definition Kit

    Nerviq is positioned as the control plane for AI-enabled development:

    • a repo-native governance layer for AI coding agents
    • a cross-platform drift detector and operating model
    • not a full SAST scanner, prompt library, or single-vendor IDE plugin

    See docs/category-definition-kit.md for the category language, comparison matrix, operating model, and adoption playbook.

    HTTP API — nerviq serve

    Nerviq ships with a built-in local HTTP API for dashboards, wrappers, scripts, and language-neutral integrations:

    npx @nerviq/cli serve --port 3000

    Endpoints:

    • GET /api/openapi.json — Live OpenAPI 3.1 contract for this serve instance
    • GET /api/health — Server health check
    • GET /api/catalog — Full check catalog
    • GET /api/audit — Run audit on a directory and platform via query params
    • GET /api/harmony — Cross-platform harmony data

    All successful operational responses are wrapped in a JSON envelope:

    {
      "data": {},
      "meta": {
        "version": "1.31.0",
        "timestamp": "2026-04-29T12:00:00.000Z"
      }
    }

    Pull the contract directly into Swagger UI, Postman, or internal tooling:

    curl http://127.0.0.1:3000/api/openapi.json > nerviq-openapi.json

    This HTTP surface is separate from the MCP transport. If your host expects Model Context Protocol over stdio, register the nerviq-mcp binary instead of pointing it at nerviq serve:

    {
      "mcpServers": {
        "nerviq": {
          "command": "npx",
          "args": ["-y", "-p", "@nerviq/cli", "nerviq-mcp"]
        }
      }
    }

    Plugin System — nerviq.config.js

    Extend Nerviq with custom checks via a config file in your project root:

    // nerviq.config.js
    module.exports = {
      plugins: [
        {
          name: 'my-company-checks',
          checks: {
            internalDocs: {
              id: 'internalDocs',
              name: 'Internal docs present',
              check: (dir) => require('fs').existsSync(`${dir}/docs/internal.md`),
              impact: 'medium',
              category: 'Quality',
              fix: 'Add docs/internal.md with team-specific guidelines',
            },
          },
        },
      ],
    };

    See docs/plugins.md for full plugin API reference.

    GitHub Action

    Add Nerviq to your CI pipeline:

    # .github/workflows/nerviq.yml
    name: Nerviq Audit
    on: [push, pull_request]
    
    jobs:
      audit:
        runs-on: ubuntu-latest
        steps:
          - uses: actions/checkout@v4
          - uses: nerviq/nerviq@v1
            with:
              threshold: 60

    The action outputs score, passed, and total for use in downstream steps. Fails the workflow if the score is below the configured threshold.

    Certification

    Earn a Nerviq certification badge for your project:

    npx @nerviq/cli certify            # Run certification and display badge

    Levels:

    • Gold — Harmony score >= 80, all platforms >= 70
    • Silver — Harmony score >= 60, all platforms >= 50
    • Bronze — Any platform >= 40

    All Commands

    Command What it does
    nerviq drift Do your agent docs lie? Stale references + cross-platform drift ONLY — no score, lint exit semantics (exit 1 on findings), --json for CI
    nerviq audit Score 0-100 — quick scan with top 3 actions and milestone coaching (default)
    nerviq audit --full Full audit with all checks, weakest areas, confidence labels, and milestone coaching
    nerviq audit --diff-only Analyze only changed files plus linked governance/config surfaces from git diff / working tree
    nerviq fix <key> Auto-fix a specific check (shows score impact)
    nerviq fix --all-critical Fix all critical issues at once
    nerviq rollback Undo the most recent apply (delete created files)
    nerviq rollback --list Show available rollback points
    nerviq setup Generate starter-safe CLAUDE.md + hooks + commands
    nerviq augment Repo-aware improvement plan with archetype profiling, operating profile, and adopt/defer/ignore guidance (no writes)
    nerviq suggest-only Structured report for sharing, including repo archetype, operating profile, and adopt/defer/ignore guidance
    nerviq plan Export proposal bundles with previews
    nerviq apply Apply proposals with rollback
    nerviq governance Permission profiles, hooks, policy packs
    nerviq benchmark Baseline vs projected score in isolated temp copy
    nerviq check-health Detect regressions between audit snapshots
    nerviq deep-review AI-powered config review (opt-in)
    nerviq deep-review --behavioral Local behavioral drift review with outcome-layer heuristics
    nerviq interactive Step-by-step guided wizard
    nerviq watch Live monitoring with score delta
    nerviq history Audit snapshot history from saved snapshots
    nerviq compare Compare latest vs previous audit snapshot
    nerviq trend Export audit snapshot trend report
    nerviq feedback Record recommendation outcomes
    nerviq anti-patterns Detect anti-patterns in current project
    nerviq freshness Show verification freshness for all checks
    nerviq rules-export Export recommendation rules (human summary or --json)
    nerviq badge shields.io badge for README
    nerviq certify Certification level + badge
    nerviq scan dir1 dir2 Compare multiple repos
    nerviq org scan dir1 dir2 Aggregate multiple repos into one score table
    nerviq org policy Inspect resolved org/team/repo policy layers
    nerviq harmony-audit Cross-platform DX audit
    nerviq harmony-score Standalone Harmony Score (0-100) with badge + CI gate
    nerviq harmony-demo Zero-setup demo — see Harmony in action instantly
    nerviq harmony-sync Sync config across platforms
    nerviq harmony-drift Detect platform drift
    nerviq harmony-advise Cross-platform advice
    nerviq harmony-watch Live drift monitoring
    nerviq harmony-governance Unified platform governance
    nerviq harmony-add <platform> Add a new platform to your project
    nerviq synergy-report Multi-agent synergy analysis (Experimental)
    nerviq catalog Show check catalog for all 8 platforms
    nerviq doctor Self-diagnostics for install health, freshness, platform detection, declared MCP servers, and hook runtime
    nerviq convert Convert config between platforms
    nerviq migrate Migrate platform config versions
    nerviq serve Start local HTTP API + OpenAPI contract

    Options

    Flag Effect
    --full Full audit output (all checks, weakest areas, confidence labels, milestone coaching)
    --verbose Full audit + medium-priority recommendations
    --threshold N Exit 1 if score < N (for CI)
    --json Machine-readable JSON output
    --out FILE Write output to file
    --webhook URL POST audit results to Slack, Discord, or a generic JSON endpoint
    --webhook-header NAME:VALUE Add a custom webhook header; repeat the flag for multiple headers
    --webhook-retries N Retry transient webhook failures (429, 5xx, timeouts) up to N extra times
    --snapshot Save audit snapshot for trending
    --tag LABEL Label a saved snapshot (repeat the flag for multiple tags)
    --behavioral Run the opt-in local behavioral drift review via deep-review
    --history With deep-review --behavioral, show behavioral snapshot history
    --compare With deep-review --behavioral, compare the latest two behavioral snapshots
    --diff-only Run a changed-file audit instead of a full repo audit
    --diff-base SHA Base SHA for --diff-only PR comparisons (defaults to CI env vars when present)
    --diff-head SHA Head SHA for --diff-only PR comparisons (defaults to GITHUB_SHA or HEAD)
    --dry-run Preview changes without writing files
    --config-only Only write config files, never source code
    --auto Apply without prompts
    --only A,B Limit apply to selected proposal IDs
    --format sarif SARIF output for code scanning
    --format markdown GitHub-flavoured PR-comment report
    --format junit JUnit XML for CI test reporters (GitHub Actions, Jenkins, GitLab)
    --format csv RFC 4180 CSV, one row per check
    --platform NAME Target platform (claude, codex, gemini, copilot, cursor, windsurf, aider, opencode)
    --workspace GLOB Audit workspaces separately as package-level live audits with summary-only JSON rows (e.g. packages/*)
    --external PATH Benchmark an external repo

    CI output formats

    Pipe audit output straight into the standard CI surfaces:

    # PR comment (GitHub-flavoured markdown)
    npx @nerviq/cli audit --format=markdown --out audit.md
    
    # CI test report (JUnit XML — Jenkins, GitLab, GitHub Actions reporter)
    npx @nerviq/cli audit --format=junit --out junit.xml
    
    # Spreadsheet / dashboard ingestion (RFC 4180 CSV)
    npx @nerviq/cli audit --format=csv --out audit.csv

    Webhook delivery automatically retries transient failures twice by default. For authenticated internal endpoints, you can add custom headers such as:

    npx @nerviq/cli audit \
      --webhook https://ops.example.com/nerviq/audit \
      --webhook-header "Authorization: Bearer $NERVIQ_WEBHOOK_TOKEN" \
      --webhook-header "X-Nerviq-Environment: production" \
      --webhook-retries 4

    Generic webhook endpoints now receive a stable nerviq.audit.completed event envelope with:

    • backward-compatible top-level platform, score, passed, failed, and results
    • nested data and meta blocks for new consumers
    • schema versioning through schemaVersion

    For PR-focused audits, you can scope Nerviq to the working tree or an explicit base/head range:

    npx @nerviq/cli audit --diff-only
    npx @nerviq/cli audit --diff-only --diff-base origin/main --diff-head HEAD

    --diff-only is intentionally a scoped review surface. It reports a diff-only changed-file audit score, lists the changed files it considered, and reminds you to run a full nerviq audit for the complete repo posture. Because diff-only scores are not directly comparable to full audit history, Nerviq blocks --diff-only --snapshot.

    For multi-repo governance, Nerviq also supports inherited policy layers:

    • .nerviq/org-policy.json in an ancestor directory for org defaults
    • .nerviq/team-policy.json in the repo for team overrides
    • .nerviq/repo-policy.json in the repo for repo-specific overrides

    Inspect the resolved contract with:

    npx @nerviq/cli org policy
    npx @nerviq/cli org scan ./app ./api ./infra --json

    For opt-in outcome-layer inspection, Nerviq can also run a local behavioral drift review:

    npx @nerviq/cli deep-review --behavioral
    npx @nerviq/cli deep-review --behavioral --snapshot --milestone baseline --tag "behavioral-baseline"
    npx @nerviq/cli deep-review --behavioral --history
    npx @nerviq/cli deep-review --behavioral --compare

    Behavioral drift mode is intentionally guarded:

    • It analyzes repository structure and instruction-vs-outcome mismatch heuristics
    • It does not claim agent attribution without explicit evidence
    • It is not marketed as SAST, semantic code review, or runtime analysis

    nerviq setup now seeds a trust-boundary section in CLAUDE.md and an injection-defense starter hook for WebFetch, WebSearch, Read, Grep, Glob, and MCP-backed external-content flows. nerviq doctor validates that the declared starter hook still runs and logs suspicious prompt-injection patterns correctly.

    Backed by Research

    Nerviq is built on the NERVIQ knowledge engine — the largest verified catalog of AI coding agent techniques:

    • 540+ research documents covering all 8 platforms
    • 400+ experiments with tested, rated results
    • 2,441 checks across 8 platforms (~300 unique governance rules × 8 platform adaptations), each with sourceUrl and confidence level (0.0-1.0)
    • Every check is traceable to primary documentation or verified experiment
    • Freshness: actively maintained on the verified tier (Claude Code, Codex, Copilot, Cursor — last full P0 source pass 2026-07-06); community-tier platforms (Gemini CLI, Windsurf, Aider, OpenCode) are re-verified opportunistically and their freshness is not guaranteed current. Items older than 90 days are confidence-weighted

    Safety Modes

    Nerviq provides explicit safety controls so you decide what it can touch:

    Mode Flag What it does
    Read-only nerviq audit Reads files, writes nothing. Default command.
    Suggest-only nerviq suggest-only Generates markdown report, no file writes.
    Dry-run --dry-run Previews setup/fix/apply changes without writing.
    Config-only --config-only Only writes config files (.claude/, rules, hooks). Never touches source code.
    Safe-write --profile safe-write Default write profile. Creates new files, never overwrites existing ones.
    Power-user --profile power-user Overwrites existing files (use with --snapshot for rollback).

    Every write command supports --snapshot for automatic backup before changes.

    Privacy

    • Zero dependencies — nothing to audit
    • Runs locally — audit, setup, plan, apply, governance, benchmark all run on your machine
    • Deep review is opt-indeep-review sends selected config for AI analysis, while deep-review --behavioral stays local and uses heuristic outcome-layer analysis only
    • MIT Licensed — open source, no strings attached

    If Nerviq helped you, consider giving it a ⭐ on GitHub — it helps others discover the project.

    What Nerviq Is — and Isn't

    Best for: Teams going from zero governance to a strong baseline — fast. If you're starting with AI coding agents or have a few platforms running without consistent configuration, Nerviq gets you to a governed setup quickly.

    Not designed for: Deeply customized setups with 20+ skills, agent teams, and bespoke MCP integrations. If you've already built advanced agent workflows, you may not need this.

    Strongest at: AI agent governance, configuration intelligence, workflow policy hygiene, cross-platform alignment, and setup standardization.

    Not a replacement for: Deep architectural review of business logic, runtime performance profiling, full SAST coverage, secret scanning, or security penetration testing. Nerviq focuses on how your AI coding agents are configured and governed — not on what your application code does.

    Confidence levels: Every check includes a confidence score (0.0–1.0) and a sourceUrl linking to primary documentation. Checks marked heuristic are pattern-based and may produce false positives on non-standard project structures.

    Feature maturity:

    Label Meaning
    GA Stable, tested on real repos, safe for production use
    BETA Works but has limited real-world testing. API may change
    EXPERIMENTAL Early stage, static rules, results may vary