🦸 AI 编程超能力 · 中文增强版 — superpowers(116k+ ⭐)完整汉化 + 6 个中国原创 skills,让 Claude Code / Copilot CLI / Hermes Agent / Cursor / Windsurf / Kiro / Gemini CLI 等 16 款 AI 编程工具真正会干活
This report presents the forensic synthetic code analysis of jnMetaCode/superpowers-zh, a JavaScript project with 6,875 GitHub stars. SynthScan v2.0 examined 25,069 lines of code across 169 source files, recording 69 pattern matches distributed across 11 syntactic categories. The overall adjusted score of 5.2 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).
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.
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.
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.
The scanner identified 69 distinct pattern matches across 11 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tests/claude-code/test-document-review-system.sh | 31 | # Create a spec document WITH INTENTIONAL ERRORS for the reviewer to catch | COMMENT |
| MEDIUM | tests/claude-code/test-helpers.sh | 125 | # Create a temporary test project directory | COMMENT |
| MEDIUM | tests/claude-code/test-helpers.sh | 141 | # Create a simple plan file for testing | COMMENT |
| MEDIUM | …e-code/test-subagent-driven-development-integration.sh | 47 | # Create a simple implementation plan | COMMENT |
| MEDIUM | tests/explicit-skill-requests/run-test.sh | 44 | # Create a minimal project directory for the test | COMMENT |
| MEDIUM | tests/explicit-skill-requests/run-test.sh | 48 | # Create a dummy plan file for mid-conversation tests | COMMENT |
| MEDIUM | tests/explicit-skill-requests/run-haiku-test.sh | 33 | # Create a dummy plan file | COMMENT |
| MEDIUM | tests/explicit-skill-requests/run-multiturn-test.sh | 29 | # Create a dummy plan file | COMMENT |
| MEDIUM | …ts/explicit-skill-requests/run-claude-describes-sdd.sh | 23 | # Create a plan | COMMENT |
| MEDIUM | tests/opencode/setup.sh | 46 | # Create a project directory for project-level skill tests | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | scripts/audit.sh | 52 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 54 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 93 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 96 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 134 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 136 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 187 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 189 | #============================================================================== | COMMENT |
| MEDIUM | scripts/audit.sh | 228 | #============================================================================== | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/claude-code/test-helpers.sh | 31 | # Check if output contains a pattern | COMMENT |
| LOW | tests/claude-code/test-helpers.sh | 50 | # Check if output does NOT contain a pattern | COMMENT |
| LOW | tests/claude-code/test-helpers.sh | 69 | # Check if output matches a count | COMMENT |
| LOW | tests/claude-code/test-helpers.sh | 92 | # Check if pattern A appears before pattern B | COMMENT |
| LOW | tests/claude-code/run-skill-tests.sh | 18 | # Check if Claude Code is available | COMMENT |
| LOW | tests/explicit-skill-requests/run-test.sh | 81 | # Check if skill was triggered (look for Skill tool invocation) | COMMENT |
| LOW | tests/explicit-skill-requests/run-test.sh | 97 | # Check if Claude took action BEFORE invoking the skill (the failure mode) | COMMENT |
| LOW | tests/explicit-skill-requests/run-test.sh | 105 | # Check if any non-Skill, non-system tools were invoked before the first Skill invocation | COMMENT |
| LOW | tests/explicit-skill-requests/run-multiturn-test.sh | 89 | # Check if skill was triggered in Turn 3 | COMMENT |
| LOW | tests/skill-triggering/run-test.sh | 58 | # Check if skill was triggered (look for Skill tool invocation) | COMMENT |
| LOW | tests/opencode/test-priority.sh | 89 | # Check if opencode is available for integration tests | COMMENT |
| LOW | tests/opencode/test-tools.sh | 17 | # Check if opencode is available | COMMENT |
| LOW | tests/opencode/test-tools.sh | 48 | # Check if personal test skill was found | COMMENT |
| LOW | scripts/bump-version.sh | 78 | # Check if all versions match | COMMENT |
| LOW | scripts/bump-version.sh | 139 | # Check if this file is in the declared list | COMMENT |
| LOW | skills/systematic-debugging/find-polluter.sh | 44 | # Check if pollution appeared | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | skills/brainstorming/scripts/start-server.sh | 153 | # Resolve the harness PID (grandparent of this script). | COMMENT |
| MEDIUM⚡ | skills/brainstorming/scripts/start-server.sh | 154 | # $PPID is the ephemeral shell the harness spawned to run us — it dies | COMMENT |
| MEDIUM⚡ | skills/brainstorming/scripts/start-server.sh | 155 | # when this script exits. The harness itself is $PPID's parent. | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | bin/superpowers-zh.js | 123 | function generateTraeBootstrapRule(projectDir) { | CODE |
| LOW | bin/superpowers-zh.js | 210 | function generateAntigravityBootstrap(baseDir, isGlobal) { | CODE |
| LOW | bin/superpowers-zh.js | 388 | function generateClaudeCodeBootstrap(baseDir, isGlobal) { | CODE |
| LOW | bin/superpowers-zh.js | 436 | function generateCodeBuddyBootstrap(baseDir) { | CODE |
| LOW | tests/brainstorm-server/branding.test.js | 77 | function createPackagedServerFixture(version) { | CODE |
| LOW | tests/brainstorm-server/branding.test.js | 157 | function assertBrandedFallbackText(html, version = PACKAGE_VERSION) { | CODE |
| LOW | tests/brainstorm-server/branding.test.js | 173 | function assertLogoKeepsTransparentBackground(html) { | CODE |
| LOW | tests/brainstorm-server/branding.test.js | 208 | function assertFramedLogoSupportsDarkTheme(html) { | CODE |
| LOW | tests/brainstorm-server/branding.test.js | 215 | function assertFramedScreenUsesBrandHeader(html) { | CODE |
| LOW | tests/brainstorm-server/branding.test.js | 227 | function assertHeaderAvoidsNarrowOverlap(html) { | CODE |
| LOW | tests/brainstorm-server/server.test.js | 93 | function assertStartedOnExpectedPort(out) { | CODE |
| LOW | tests/brainstorm-server/auth.test.js | 116 | function assertStartedOnExpectedPort(out) { | CODE |
| LOW | .pi/extensions/superpowers.ts | 115 | function firstNonCompactionSummaryIndex(messages: unknown[]): number { | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | bin/superpowers-zh.js | 41 | const SKILLS_SRC = resolve(__dirname, '..', 'skills'); | COMMENT |
| LOW | tests/claude-code/test-worktree-native-preference.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | tests/brainstorm-server/windows-lifecycle.test.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | scripts/audit.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | …ystematic-debugging/condition-based-waiting-example.ts | 141 | // --------------- | COMMENT |
| LOW | skills/chinese-code-review/SKILL.md | 101 | COMMENT | |
| LOW | skills/brainstorming/scripts/start-server.sh | 1 | #!/usr/bin/env bash | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tests/subagent-driven-dev/go-fractals/scaffold.sh | 3 | # Usage: ./scaffold.sh /path/to/target/directory | COMMENT |
| MEDIUM | tests/subagent-driven-dev/svelte-todo/scaffold.sh | 3 | # Usage: ./scaffold.sh /path/to/target/directory | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/claude-code/test-document-review-system.sh | 63 | git config user.email "test@test.com" | CODE |
| LOW | tests/claude-code/test-requesting-code-review.sh | 50 | git config user.email "test@test.com" | CODE |
| LOW | …e-code/test-subagent-driven-development-integration.sh | 109 | git config user.email "test@test.com" | CODE |
| LOW | skills/brainstorming/visual-companion.md | 234 | <div class="placeholder">占位区域</div> | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/claude-code/analyze-token-usage.py | 67 | except Exception: | CODE |
| MEDIUM | tests/claude-code/analyze-token-usage.py | 91 | print(f"Error: Session file not found: {main_session_file}") | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/brainstorm-server/windows-lifecycle.test.sh | 15 | # Usage: | COMMENT |
| LOW | scripts/bump-version.sh | 6 | # Usage: | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/claude-code/analyze-token-usage.py | 12 | CODE |