Repository Analysis

bmad-code-org/BMAD-METHOD

Breakthrough Method for Agile Ai Driven Development

11.8 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of bmad-code-org/BMAD-METHOD, a JavaScript project with 50,553 GitHub stars. SynthScan v2.0 examined 100,784 lines of code across 540 source files, recording 628 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 11.8 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

11.8
Adjusted Score
11.8
Raw Score
100%
Time Factor
2026-07-14
Last Push
50.6K
Stars
JavaScript
Language
100.8K
Lines of Code
540
Files
628
Pattern Hits
2026-07-14
Scan Date
0.04
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 19MEDIUM 108LOW 501

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 628 distinct pattern matches across 12 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Structural Annotation Overuse250 hits · 490 pts
SeverityFileLineSnippetContext
LOWtools/docs/fix-refs.md16## Step 1: Establish Target AudienceCOMMENT
LOWdocs/how-to/project-context.md23## Step 1: Choose Your ApproachCOMMENT
LOWdocs/how-to/project-context.md31## Step 2: Create the FileCOMMENT
LOWdocs/how-to/project-context.md99## Step 3: Verify ContentCOMMENT
LOWdocs/how-to/established-projects.md19## Step 1: Clean Up Completed Planning ArtifactsCOMMENT
LOWdocs/how-to/established-projects.md27## Step 2: Create Project ContextCOMMENT
LOWdocs/how-to/established-projects.md51## Step 3: Maintain Quality Project DocumentationCOMMENT
LOWdocs/how-to/established-projects.md62## Step 3: Get HelpCOMMENT
LOWdocs/tutorials/getting-started.md127## Step 1: Create Your PlanCOMMENT
LOWdocs/tutorials/getting-started.md193## Step 2: Build Your ProjectCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md21### Step 1: Resolve the Agent BlockCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md33### Step 2: Execute Prepend StepsCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md37### Step 3: Adopt PersonaCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md43### Step 4: Load Persistent FactsCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md47### Step 5: Load ConfigCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md56### Step 6: Greet the UserCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md62### Step 7: Execute Append StepsCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-agent-pm/SKILL.md68### Step 8: Dispatch or Present the MenuCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md21### Step 1: Resolve the Agent BlockCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md33### Step 2: Execute Prepend StepsCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md37### Step 3: Adopt PersonaCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md43### Step 4: Load Persistent FactsCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md47### Step 5: Load ConfigCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md56### Step 6: Greet the UserCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md62### Step 7: Execute Append StepsCOMMENT
LOW…kills/2-plan-workflows/bmad-agent-ux-designer/SKILL.md68### Step 8: Dispatch or Present the MenuCOMMENT
LOW…lutioning/bmad-check-implementation-readiness/SKILL.md50### Step 1: Resolve the Workflow BlockCOMMENT
LOW…lutioning/bmad-check-implementation-readiness/SKILL.md62### Step 2: Execute Prepend StepsCOMMENT
LOW…lutioning/bmad-check-implementation-readiness/SKILL.md66### Step 3: Load Persistent FactsCOMMENT
LOW…lutioning/bmad-check-implementation-readiness/SKILL.md70### Step 4: Load ConfigCOMMENT
LOW…lutioning/bmad-check-implementation-readiness/SKILL.md79### Step 5: Greet the UserCOMMENT
LOW…lutioning/bmad-check-implementation-readiness/SKILL.md83### Step 6: Execute Append StepsCOMMENT
LOW…ementation-readiness/steps/step-06-final-assessment.md5# Step 6: Final AssessmentCOMMENT
LOW…entation-readiness/steps/step-01-document-discovery.md5# Step 1: Document DiscoveryCOMMENT
LOW…on-readiness/steps/step-03-epic-coverage-validation.md5# Step 3: Epic Coverage ValidationCOMMENT
LOW…implementation-readiness/steps/step-02-prd-analysis.md6# Step 2: PRD AnalysisCOMMENT
LOW…ntation-readiness/steps/step-05-epic-quality-review.md5# Step 5: Epic Quality ReviewCOMMENT
LOW…implementation-readiness/steps/step-04-ux-alignment.md5# Step 4: UX AlignmentCOMMENT
LOW…s/3-solutioning/bmad-create-epics-and-stories/SKILL.md52### Step 1: Resolve the Workflow BlockCOMMENT
LOW…s/3-solutioning/bmad-create-epics-and-stories/SKILL.md64### Step 2: Execute Prepend StepsCOMMENT
LOW…s/3-solutioning/bmad-create-epics-and-stories/SKILL.md68### Step 3: Load Persistent FactsCOMMENT
LOW…s/3-solutioning/bmad-create-epics-and-stories/SKILL.md72### Step 4: Load ConfigCOMMENT
LOW…s/3-solutioning/bmad-create-epics-and-stories/SKILL.md81### Step 5: Greet the UserCOMMENT
LOW…s/3-solutioning/bmad-create-epics-and-stories/SKILL.md85### Step 6: Execute Append StepsCOMMENT
LOW…create-epics-and-stories/steps/step-02-design-epics.md1# Step 2: Design Epic ListCOMMENT
LOW…eate-epics-and-stories/steps/step-03-create-stories.md1# Step 3: Generate Epics and StoriesCOMMENT
LOW…cs-and-stories/steps/step-01-validate-prerequisites.md1# Step 1: Validate Prerequisites and Extract RequirementsCOMMENT
LOW…te-epics-and-stories/steps/step-04-final-validation.md1# Step 4: Final ValidationCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md21### Step 1: Resolve the Agent BlockCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md33### Step 2: Execute Prepend StepsCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md37### Step 3: Adopt PersonaCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md43### Step 4: Load Persistent FactsCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md47### Step 5: Load ConfigCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md56### Step 6: Greet the UserCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md62### Step 7: Execute Append StepsCOMMENT
LOW…bmm-skills/3-solutioning/bmad-agent-architect/SKILL.md68### Step 8: Dispatch or Present the MenuCOMMENT
LOW…s/3-solutioning/bmad-generate-project-context/SKILL.md31### Step 1: Resolve the Workflow BlockCOMMENT
LOW…s/3-solutioning/bmad-generate-project-context/SKILL.md43### Step 2: Execute Prepend StepsCOMMENT
LOW…s/3-solutioning/bmad-generate-project-context/SKILL.md47### Step 3: Load Persistent FactsCOMMENT
LOW…s/3-solutioning/bmad-generate-project-context/SKILL.md51### Step 4: Load ConfigCOMMENT
190 more matches not shown…
Decorative Section Separators74 hits · 222 pts
SeverityFileLineSnippetContext
MEDIUMtools/validate-sidebar-order.js27// ── Main ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/validate-sidebar-order.js101// ── Directory classification ─────────────────────────────────────────────COMMENT
MEDIUMtools/validate-sidebar-order.js121// ── Per-directory validation ─────────────────────────────────────────────COMMENT
MEDIUMtools/validate-sidebar-order.js200// ── Cross-language drift ─────────────────────────────────────────────────COMMENT
MEDIUMtools/validate-sidebar-order.js257// ── Output ───────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/validate-sidebar-order.js315// ── Leaf helpers ─────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/ui.js535 // ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/ui.js537 // ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/ui.js604 // ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/ui.js606 // ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/ui.js661 // ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/ui.js663 // ─────────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/core/manifest-generator.js498 '# ─────────────────────────────────────────────────────────────────',CODE
MEDIUMtools/installer/core/manifest-generator.js508 '# ─────────────────────────────────────────────────────────────────',CODE
MEDIUMtools/installer/core/manifest-generator.js513 '# ─────────────────────────────────────────────────────────────────',CODE
MEDIUMtools/installer/core/manifest-generator.js522 '# ─────────────────────────────────────────────────────────────────',CODE
MEDIUMtools/installer/modules/custom-module-manager.js39 // ─── Source Parsing ───────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/custom-module-manager.js285 // ─── Marketplace JSON ─────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/custom-module-manager.js302 // ─── Discovery ────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/custom-module-manager.js320 // ─── Source Resolution ────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/custom-module-manager.js356 // ─── Clone ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/custom-module-manager.js572 // ─── Plugin Resolution ────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/custom-module-manager.js623 // ─── Source Finding ───────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/custom-module-manager.js889 // ─── Normalization ────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/plugin-resolver.js67 // ─── Strategy 1: Root Module Files ──────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/plugin-resolver.js101 // ─── Strategy 2: Setup Skill ────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/plugin-resolver.js141 // ─── Strategy 3: Single Standalone Skill ────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/plugin-resolver.js177 // ─── Strategy 4: Multiple Standalone Skills ─────────────────────────────────COMMENT
MEDIUMtools/installer/modules/plugin-resolver.js223 // ─── Strategy 5: Fallback (Synthesized) ─────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/plugin-resolver.js271 // ─── Helpers ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/external-manager.js250 // ─── Resolve channel plan ─────────────────────────────────────────────COMMENT
MEDIUMtools/installer/modules/external-manager.js354 // ─── Clone or update cache by resolved channel ────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js40// ─── Deep path shapes (4+ segments) ─────────────────────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js86// ─── Azure DevOps URLs (Issue #2268) ────────────────────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js86// ─── Azure DevOps URLs (Issue #2268) ────────────────────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js170// ─── Subdomain hosts ────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js191// ─── Simple owner/repo URLs (regression) ────────────────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js215// ─── Windows local paths ────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js249// ─── Generic URL handling (any host, any path depth) ────────────────────────COMMENT
MEDIUMtest/test-parse-source-urls.js325// ─── Summary ────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js60 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js62 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js82 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js84 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js163 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js165 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js209 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js211 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js249 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js251 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js279 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js281 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js294 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js296 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js309 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js311 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js323 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUMtest/test-installer-channels.js325 // ─────────────────────────────────────────────────────────────────────────COMMENT
MEDIUM.augment/code_review_guidelines.yaml51 # ============================================COMMENT
MEDIUM.augment/code_review_guidelines.yaml53 # ============================================COMMENT
14 more matches not shown…
Hyper-Verbose Identifiers128 hits · 133 pts
SeverityFileLineSnippetContext
LOWtools/validate-skills.js107function parseFrontmatterMultiline(content) {CODE
LOWtools/installer/prompts.js242function defaultAutocompleteFilter(search, option) {CODE
LOWtools/installer/project-root.js79function getExternalModuleCachePath(moduleName, ...segments) {CODE
LOWtools/installer/project-root.js102async function resolveInstalledModuleYaml(moduleName) {CODE
LOWtools/installer/list-options.js34async function discoverOfficialModuleYamls() {CODE
LOWtools/installer/core/wsl-node-check.js74function formatWindowsNodeFromWslMessage(detection) {CODE
LOWtools/installer/core/legacy-warnings.js111async function warnPreNativeSkillsLegacy({ projectRoot, existingVersion } = {}) {CODE
LOWtools/installer/modules/version-resolver.js222async function normalizeExistingDirectory(candidate) {CODE
LOWtools/installer/modules/version-resolver.js259function extractMarketplaceVersion(data, moduleName, marketplacePluginNames = []) {CODE
LOWtools/installer/modules/version-resolver.js302function compareVersionsDescending(left, right) {CODE
LOWtest/test-installation-components.js88async function createSkillCollisionFixture() {CODE
LOW…/3-solutioning/bmad-architecture/scripts/lint_spine.py91def find_frontmatter_placeholders(frontmatter: str) -> list[dict]:CODE
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py69def test_mermaid_braces_not_flagged():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py75def test_placeholder_markers_caught():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py87def test_unfilled_template_token_caught():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py93def test_duplicate_ad_id_caught():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py99def test_non_monotonic_ad_id_caught():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py107def test_missing_field_caught():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py131def test_stack_skeleton_row_not_version_pinned():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py138def test_stack_html_comment_not_parsed_as_row():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py144def test_template_token_is_low_severity():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py153def test_no_frontmatter_body_still_scanned():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py159def test_frontmatter_value_with_dashes_not_truncated():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py167def test_ad_heading_in_fence_not_counted():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py177def test_stack_table_flags_only_the_unpinned_row():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py185def test_stack_table_all_pinned_ok():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py192def test_fenced_stack_rows_not_parsed():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py201def test_fenced_stack_heading_not_live():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py208def test_renamed_stack_heading_still_scanned():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py217def test_reordered_columns_pair_name_to_version():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py226def test_placeholder_line_number_is_absolute():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py240def test_missing_spine_file_reports_error(tmp_path, capsys):STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py246def test_frontmatter_unfilled_token_caught():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py254def test_frontmatter_tbd_caught():STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py261def test_unreadable_spine_returns_error_not_crash(tmp_path, capsys):STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py119def test_placeholder_version_caught():STRING
LOW…c/bmm-skills/4-implementation/bmad-quick-dev/render.py97def _detect_keyed_merge_field(items):CODE
LOW…lls/bmad-customize/scripts/list_customizable_skills.py53def read_frontmatter_description(skill_md: Path) -> str:CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py63 def test_agent_only_skill_detected(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py80 def test_workflow_only_skill_detected(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py93 def test_dual_surface_skill_emits_two_entries(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py106 def test_skill_without_customize_toml_ignored(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py113 def test_existing_team_override_flagged(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py126 def test_missing_surface_block_reports_error(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py133 def test_malformed_toml_reports_error_without_aborting(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py149 def test_description_with_double_quotes_stripped(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py159 def test_multiple_skills_roots_are_merged(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py179 def test_duplicate_skill_name_across_roots_first_wins(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py199 def test_missing_skills_root_reports_error(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py206 def test_cli_emits_valid_json_and_exits_zero(self):CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py230 def test_cli_exits_two_on_missing_project_root(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py21 def test_strips_known_prefixes(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py25 def test_passes_through_unprefixed(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py30 def test_installed_become_default_room_indexed_every_way(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py38 def test_pure_custom_member_stays_out_of_default_room(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py45 def test_custom_override_lands_on_installed_slot_not_a_new_face(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py53 def test_member_without_code_skipped(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py58 def test_custom_rename_does_not_hijack_another_agents_name(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py64 def test_brief_carries_model_and_capabilities(self):CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py71 def test_non_list_party_members_is_safe(self):CODE
68 more matches not shown…
Cross-Language Confusion16 hits · 105 pts
SeverityFileLineSnippetContext
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py221 if (!t) { t = (window.matchMedia && window.matchMedia('(prefers-color-scheme: dark)').matches) ? 'dark' : 'light'; }CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py394 var sec = null;CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py409 if (!b.checked || seen[b.dataset.name]) { return; }CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py411 out.push(b);CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py437 var show = !act.length || act.some(function(g){ return good.indexOf(g) >= 0; });CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py452 while (out.length < n && a.length){ out.push(a.splice(Math.floor(Math.random() * a.length), 1)[0]); }CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py452 while (out.length < n && a.length){ out.push(a.splice(Math.floor(Math.random() * a.length), 1)[0]); }CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py462 L.push("", 'Techniques to use:');CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py464 L.push((i + 1) + '.' + (t.r ? ' (random pick)' : '') + ' ' + t.n + ' · ' + t.c);CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py465 L.push(' ' + t.d);CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py469 if (state.inv > 0){ extra.push('invent ' + state.inv + ' brand-new technique' + (state.inv > 1 ? 's' : '') + ' on thCODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py470 checkedInvent().forEach(function(b){ extra.push('invent 1 new technique in the spirit of ' + b.dataset.invent); });CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py471 if (state.ai > 0){ extra.push('you choose ' + state.ai + ' more technique' + (state.ai > 1 ? 's' : '') + ' that fit CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py472 if (extra.length){ L.push("", 'Then: ' + extra.join('; and ') + '.'); }CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py474 L.push("", state.mode === 'Ideate for me'CODE
HIGHsrc/core-skills/bmad-brainstorming/scripts/brain.py505 if (navigator.clipboard && navigator.clipboard.writeText){CODE
Over-Commented Block101 hits · 101 pts
SeverityFileLineSnippetContext
LOWremovals.txt61# DESIGN.md and EXPERIENCE.md outputs).COMMENT
LOWbmad-modules.yaml1# Official module registry — the single source of truth for which modulesCOMMENT
LOWbmad-modules.yaml21# folders. module-definition should still point at the real module.yaml soCOMMENT
LOWtools/installer/set-overrides.js1// `--set <module>.<key>=<value>` is a post-install patch. The installer runsCOMMENT
LOWtools/installer/ide/platform-codes.yaml1# BMAD Platform Codes ConfigurationCOMMENT
LOWtools/installer/ide/_config-driven.js61// Used by platforms that surface only persona agents (e.g. Copilot's CustomCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml21COMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml41# Default PRD structure. Treated as a starting point — the LLM adapts itCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml61validation_report_template = "assets/validation-report-template.html"COMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml81# 3. Prose mechanics (grammar, clarity, typos)COMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml101# matching need.COMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml121#COMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml141# plain text use the text directly as the subagent's review promptCOMMENT
LOWsrc/bmm-skills/2-plan-workflows/bmad-ux/customize.toml41COMMENT
LOW…m-skills/2-plan-workflows/bmad-agent-pm/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…m-skills/2-plan-workflows/bmad-agent-pm/customize.toml21activation_steps_prepend = []COMMENT
LOW…m-skills/2-plan-workflows/bmad-edit-prd/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…m-skills/2-plan-workflows/bmad-edit-prd/customize.toml21activation_steps_append = []COMMENT
LOW…2-plan-workflows/bmad-agent-ux-designer/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…2-plan-workflows/bmad-agent-ux-designer/customize.toml21activation_steps_prepend = []COMMENT
LOW…skills/2-plan-workflows/bmad-create-prd/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…skills/2-plan-workflows/bmad-create-prd/customize.toml21activation_steps_append = []COMMENT
LOW…ills/2-plan-workflows/bmad-validate-prd/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…ills/2-plan-workflows/bmad-validate-prd/customize.toml21activation_steps_append = []COMMENT
LOW…/3-solutioning/bmad-create-architecture/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…/3-solutioning/bmad-create-architecture/customize.toml21activation_steps_append = []COMMENT
LOW…ing/bmad-check-implementation-readiness/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…ing/bmad-check-implementation-readiness/customize.toml21activation_steps_append = []COMMENT
LOW…-skills/3-solutioning/bmad-architecture/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…-skills/3-solutioning/bmad-architecture/customize.toml21COMMENT
LOW…-skills/3-solutioning/bmad-architecture/customize.toml41# adapts it to the project, altitude, and domain, and drops sections a project genuinely doesn'tCOMMENT
LOW…-skills/3-solutioning/bmad-architecture/customize.toml61# the polished draft. Suggested order: structural passes first, prose mechanics last. Append-only.COMMENT
LOW…-skills/3-solutioning/bmad-architecture/customize.toml81# local files always exist. Empty by default.COMMENT
LOW…lutioning/bmad-create-epics-and-stories/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…lutioning/bmad-create-epics-and-stories/customize.toml21activation_steps_append = []COMMENT
LOW…ills/3-solutioning/bmad-agent-architect/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…ills/3-solutioning/bmad-agent-architect/customize.toml21activation_steps_prepend = []COMMENT
LOW…lutioning/bmad-generate-project-context/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…lutioning/bmad-generate-project-context/customize.toml21activation_steps_append = []COMMENT
LOW…alysis/research/bmad-technical-research/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…alysis/research/bmad-technical-research/customize.toml21activation_steps_append = []COMMENT
LOW…-analysis/research/bmad-domain-research/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…-analysis/research/bmad-domain-research/customize.toml21activation_steps_append = []COMMENT
LOW…-analysis/research/bmad-market-research/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…-analysis/research/bmad-market-research/customize.toml21activation_steps_append = []COMMENT
LOW…mm-skills/1-analysis/bmad-product-brief/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…mm-skills/1-analysis/bmad-product-brief/customize.toml21COMMENT
LOW…mm-skills/1-analysis/bmad-product-brief/customize.toml41# Default brief structure. Treated as a starting point — the LLM adapts itCOMMENT
LOW…mm-skills/1-analysis/bmad-product-brief/customize.toml61# 1. Structural (cuts, reorganization, section sizing)COMMENT
LOW…mm-skills/1-analysis/bmad-product-brief/customize.toml81# "When researching internal product context, consult corp:kb_search (database='product-docs') before web search."COMMENT
LOW…kills/1-analysis/bmad-agent-tech-writer/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…kills/1-analysis/bmad-agent-tech-writer/customize.toml21COMMENT
LOW…skills/1-analysis/bmad-document-project/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…skills/1-analysis/bmad-document-project/customize.toml21activation_steps_append = []COMMENT
LOWsrc/bmm-skills/1-analysis/bmad-prfaq/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOWsrc/bmm-skills/1-analysis/bmad-prfaq/customize.toml21activation_steps_append = []COMMENT
LOW…mm-skills/1-analysis/bmad-agent-analyst/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
LOW…mm-skills/1-analysis/bmad-agent-analyst/customize.toml21activation_steps_prepend = []COMMENT
LOW…m-skills/4-implementation/bmad-dev-auto/customize.toml1# DO NOT EDIT -- overwritten on every update.COMMENT
41 more matches not shown…
Modern AI Meta-Vocabulary28 hits · 82 pts
SeverityFileLineSnippetContext
MEDIUMCHANGELOG.md79* **Pass diff inline to the blind-hunter reviewer** (#2463). Diff output is passed inline in the subagent prompt rather COMMENT
MEDIUMdocs/reference/core-tools.md20| [`bmad-party-mode`](#bmad-party-mode) | Workflow | Orchestrate multi-agent group discussions |CODE
MEDIUMsrc/bmm-skills/2-plan-workflows/bmad-prd/customize.toml23# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…m-skills/2-plan-workflows/bmad-edit-prd/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…skills/2-plan-workflows/bmad-create-prd/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…ills/2-plan-workflows/bmad-validate-prd/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…/3-solutioning/bmad-create-architecture/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…ing/bmad-check-implementation-readiness/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…-skills/3-solutioning/bmad-architecture/customize.toml23# (approved stacks, banned dependencies, platform constraints, compliance guardrails).COMMENT
MEDIUM…lutioning/bmad-create-epics-and-stories/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…lutioning/bmad-generate-project-context/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…alysis/research/bmad-technical-research/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…-analysis/research/bmad-domain-research/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…-analysis/research/bmad-market-research/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…mm-skills/1-analysis/bmad-product-brief/customize.toml23# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…skills/1-analysis/bmad-document-project/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUMsrc/bmm-skills/1-analysis/bmad-prfaq/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…skills/4-implementation/bmad-dev-auto/spec-template.md9warnings: [] # optional: machine-readable warnings for orchestration, e.g. oversized, multiple-goalsCODE
MEDIUM…lls/4-implementation/bmad-retrospective/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…ills/4-implementation/bmad-create-story/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…plementation/bmad-qa-generate-e2e-tests/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…s/4-implementation/bmad-sprint-planning/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…lls/4-implementation/bmad-sprint-status/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…ls/4-implementation/bmad-correct-course/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…-implementation/bmad-checkpoint-preview/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…-skills/4-implementation/bmad-dev-story/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUM…kills/4-implementation/bmad-code-review/customize.toml24# (standards, compliance constraints, stylistic guardrails).COMMENT
MEDIUMsrc/core-skills/bmad-brainstorming/customize.toml23# (domain constraints, house rules, stylistic guardrails). Each entry is aCOMMENT
AI Slop Vocabulary6 hits · 16 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/quality.yaml3# Runs comprehensive quality checks on all PRs and pushes to main:COMMENT
MEDIUM…ing/bmad-architecture/scripts/tests/test_lint_spine.py247 # an unfilled {scope}/{paradigm}/{date} in frontmatter is part of the contract and must lintSTRING
MEDIUM…e-skills/bmad-brainstorming/assets/brain-selector.html134<section data-cat="Proven &amp; Professional" style="--c:#3d4f73"><h2>Proven &amp; Professional<span class="cnt">29</spaCODE
MEDIUM…e-skills/bmad-brainstorming/assets/brain-selector.html134<section data-cat="Proven &amp; Professional" style="--c:#3d4f73"><h2>Proven &amp; Professional<span class="cnt">29</spaCODE
MEDIUM…e-skills/bmad-brainstorming/assets/brain-selector.html137<section data-cat="Deep" style="--c:#4658c9"><h2>Deep<span class="cnt">13</span></h2><div class="grid"><label class="tecCODE
MEDIUM…e-skills/bmad-brainstorming/assets/brain-selector.html137<section data-cat="Deep" style="--c:#4658c9"><h2>Deep<span class="cnt">13</span></h2><div class="grid"><label class="tecCODE
Cross-File Repetition3 hits · 15 pts
SeverityFileLineSnippetContext
HIGH…m-skills/4-implementation/bmad-dev-auto/customize.toml0launch a subagent with no prior conversation context, with this prompt: > invoke the `bmad-review-verification-gap` skilSTRING
HIGH…-skills/4-implementation/bmad-quick-dev/customize.toml0launch a subagent with no prior conversation context, with this prompt: > invoke the `bmad-review-verification-gap` skilSTRING
HIGH…kills/4-implementation/bmad-code-review/customize.toml0launch a subagent with no prior conversation context, with this prompt: > invoke the `bmad-review-verification-gap` skilSTRING
Fake / Example Data12 hits · 11 pts
SeverityFileLineSnippetContext
LOWtest/adversarial-review-tests/sample-content.md16 "email": "user@example.com",CODE
LOWtest/adversarial-review-tests/sample-content.md27 "email": "user@example.com"CODE
LOWdocs/vi-vn/bmad-developer-guide.md540await page.getByLabel('Email').fill('user@example.com')CODE
LOW…/3-solutioning/bmad-architecture/scripts/lint_spine.py83 "category": "placeholder",CODE
LOW…/3-solutioning/bmad-architecture/scripts/lint_spine.py101 "category": "placeholder",CODE
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py72 assert "placeholder" not in cats(result)STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py78 assert "placeholder" in cats(result)STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py90 assert any(f["category"] == "placeholder" for f in result["findings"])STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py149 toks = [f for f in result["findings"] if f["category"] == "placeholder" and "template token" in f["detail"]]STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py156 assert "placeholder" in cats(result) # TBD caught even with no frontmatterSTRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py250 fm = [f for f in result["findings"] if f["category"] == "placeholder" and "frontmatter" in f["detail"]]STRING
LOW…ing/bmad-architecture/scripts/tests/test_lint_spine.py257 assert any(f["category"] == "placeholder" and "frontmatter" in f["detail"] and "TBD" in f["detail"]STRING
Unused Imports5 hits · 5 pts
SeverityFileLineSnippetContext
LOW…/3-solutioning/bmad-architecture/scripts/lint_spine.py24CODE
LOW…lls/bmad-customize/scripts/list_customizable_skills.py29CODE
LOW…stomize/scripts/tests/test_list_customizable_skills.py19CODE
LOW…bmad-forge-idea/scripts/tests/test_resolve_personas.py122CODE
LOWsrc/scripts/memlog.py69CODE
Deep Nesting4 hits · 4 pts
SeverityFileLineSnippetContext
LOW…/3-solutioning/bmad-architecture/scripts/lint_spine.py153CODE
LOW…c/bmm-skills/4-implementation/bmad-quick-dev/render.py189CODE
LOW…lls/bmad-customize/scripts/list_customizable_skills.py91CODE
LOWsrc/core-skills/bmad-brainstorming/scripts/brain.py669CODE
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtools/validate-svg-changes.sh19# Check if file existsCOMMENT