Repository Analysis

mvanhorn/cli-printing-press

Every API has a secret identity. This finds it, absorbs every feature from every competing tool, then builds the GOAT CLI — designed for AI agents first, with SQLite sync, offline search, and compound insight commands.

3.4 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of mvanhorn/cli-printing-press, a Go project with 3,969 GitHub stars. SynthScan v2.0 examined 423,512 lines of code across 1404 source files, recording 990 pattern matches distributed across 15 syntactic categories. The overall adjusted score of 3.4 places this repository in the Likely human-written 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).

3.4
Adjusted Score
3.4
Raw Score
100%
Time Factor
2026-07-14
Last Push
4.0K
Stars
Go
Language
423.5K
Lines of Code
1.4K
Files
990
Pattern Hits
2026-07-14
Scan Date
0.02
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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 22MEDIUM 97LOW 871

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 990 distinct pattern matches across 15 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.

Over-Commented Block516 hits · 508 pts
SeverityFileLineSnippetContext
LOW.mergify.yml1queue_rules:COMMENT
LOW.mergify.yml61 # Evaluated against the speculative draft PR. Intentionally omitted:COMMENT
LOW.mergify.yml81 # 2026-04-21 (removal 2026-07-01); the published migration path isCOMMENT
LOWsupported-versions.txt1# Currency floor for the printing-press generation skills.COMMENT
LOWcmd/manifest-gen/main.go1// manifest-gen downloads an OpenAPI/internal spec and generates a tools-manifest.json.COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go21)COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go41// engine rather than read from search_learnings.COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go81// surfaces Notes).COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go101 Results []Hit `json:"results"`COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go121// NoLearn short-circuits to an empty envelope.COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go141 // fallback fires. Defaults to 0.3 (defaultCrossAliasJaccardMin) whenCOMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go201 }COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go361 // Two fallback paths when literal non-entity Jaccard misses:COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go381 // promotion to Exact happens downstream.COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go581 for _, e := range unresolvedEntities {COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/recall.go621 // Parse errors are logged-by-omission: keep Notes,COMMENT
LOW…-loop-api/learn-loop-example/internal/learn/journal.go61)COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/derive.go21// sequence into an open flag_alias candidate. Derivation is read-onlyCOMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/derive.go61 Example string `json:"example,omitempty"`COMMENT
LOW…n-loop-api/learn-loop-example/internal/learn/derive.go81// - when no suggestion was recorded, the correction is the one newCOMMENT
LOW…op-api/learn-loop-example/internal/learn/synthesize.go21// playbook_candidate row in learn_candidates. Nothing here writesCOMMENT
LOW…op-api/learn-loop-example/internal/learn/synthesize.go101 notes []stringCOMMENT
LOW…op-api/learn-loop-example/internal/learn/synthesize.go221COMMENT
LOW…api/learn-loop-example/internal/learn/lookups/seeds.go21 Canonical stringCOMMENT
LOW…pi/learn-loop-example/internal/learn/patterns/apply.go41 Source stringCOMMENT
LOW…pi/learn-loop-example/internal/learn/patterns/apply.go61 JaccardMin float64COMMENT
LOW…/learn-loop-example/internal/learn/entities/extract.go1// Copyright 2026 printing-press-golden and contributors. Licensed under Apache-2.0. See LICENSE.COMMENT
LOW…/learn-loop-example/internal/learn/entities/extract.go21// downstream code can distinguish "user typed the literal id" fromCOMMENT
LOW…loop-api/learn-loop-example/internal/cli/learn_init.go1// Copyright 2026 printing-press-golden and contributors. Licensed under Apache-2.0. See LICENSE.COMMENT
LOW…earn-loop-api/learn-loop-example/internal/cli/teach.go1// Copyright 2026 printing-press-golden and contributors. Licensed under Apache-2.0. See LICENSE.COMMENT
LOW…earn-loop-api/learn-loop-example/internal/cli/teach.go301 writeTeachErrLog(fmt.Sprintf("teach: playbook upsert: %v", pbErr))COMMENT
LOW…earn-loop-api/learn-loop-example/internal/cli/teach.go361}COMMENT
LOW…earn-loop-example/internal/cli/learnings_candidates.go1// Copyright 2026 printing-press-golden and contributors. Licensed under Apache-2.0. See LICENSE.COMMENT
LOW…learn-loop-api/learn-loop-example/internal/cli/root.go81 }COMMENT
LOW…learn-loop-api/learn-loop-example/internal/cli/root.go121 return errCOMMENT
LOW…learn-loop-api/learn-loop-example/internal/cli/root.go321// short-circuit for commandPath.COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go41// the parent's typed domain table exists at the moment of the lookup.COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go81}COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go101// those keys silently, so the busy_timeout below is what keeps a readCOMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go241COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go301// backfillColumns adds columns that newer binaries declare but thatCOMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go381 resourcesFTSCreateSQL,COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go421 canonical TEXT NOT NULL,COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go461 // keyed on the structural query family (all entities stripped;COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go481 confidence INTEGER NOT NULL DEFAULT 2,COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go541 // Run every migration — including the column backfill and theCOMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go1261}COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go1281// field and upsert on names — see #1394.COMMENT
LOW…rn-loop-api/learn-loop-example/internal/store/store.go1501// and the F4b stored_count_zero_after_extraction probe.COMMENT
LOW…n-loop-api/learn-loop-example/internal/store/events.go61// learnSurfaceEnvVar is the environment variable the MCP server setsCOMMENT
LOW…n-loop-api/learn-loop-example/internal/store/events.go221 // RecallHitRate = hits / (hits + misses).COMMENT
LOW…oop-api/learn-loop-example/internal/store/learnings.go361 // Nil slice means "caller has nothing to say"; the column staysCOMMENT
LOW…oop-api/learn-loop-example/internal/store/learnings.go681}COMMENT
LOW…oop-api/learn-loop-example/internal/store/learnings.go701type Applier interface {COMMENT
LOW…op-api/learn-loop-example/internal/store/candidates.go21//COMMENT
LOW…op-api/learn-loop-example/internal/store/candidates.go81}COMMENT
LOW…nids/fastapi-operationids-golden/internal/mcp/tools.go521 return outCOMMENT
LOW…api-operationids-golden/internal/cli/promoted_items.go41 prov := attachFreshness(DataProvenance{Source: "live"}, flags)COMMENT
LOW…onids/fastapi-operationids-golden/internal/cli/root.go121 // missing required, etc.) never flow through usageErr() becauseCOMMENT
LOW…onids/fastapi-operationids-golden/internal/cli/root.go141// Patterns covered (Cobra v1.x + pflag v1.x as of 2026-05):COMMENT
456 more matches not shown…
Structural Annotation Overuse122 hits · 205 pts
SeverityFileLineSnippetContext
LOW…ed/generate-learn-loop-api/learn-loop-example/SKILL.md187### Step 2: decision treeCOMMENT
LOW…ed/generate-learn-loop-api/learn-loop-example/SKILL.md238### Step 3: always read `warnings`COMMENT
LOW…ed/generate-learn-loop-api/learn-loop-example/SKILL.md262### Step 5: playbooks - optional flags, automatic synthesisCOMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go139 // Step 0: Try press-auth, the dedicated cookie capture companion.COMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go177 // Step 1: Detect cookie extraction toolCOMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go200 // Step 2: Resolve which Chrome profile to use when the backend can honor itCOMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go223 // Step 3: Extract cookies from the resolved profileCOMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go256 // Step 5: Save to configCOMMENT
LOW…routing-api/tier-routing-golden/internal/cli/doctor.go259 // Step 1: Basic reachability via the configured transport.COMMENT
LOW…routing-api/tier-routing-golden/internal/cli/doctor.go290 // Step 2: Validate credentials with an authenticated probe.COMMENT
LOW…ted/generate-golden-api/printing-press-golden/SKILL.md197### Step 2: decision treeCOMMENT
LOW…ted/generate-golden-api/printing-press-golden/SKILL.md248### Step 3: always read `warnings`COMMENT
LOW…ted/generate-golden-api/printing-press-golden/SKILL.md272### Step 5: playbooks - optional flags, automatic synthesisCOMMENT
LOW…olden-api/printing-press-golden/internal/cli/doctor.go237 // Step 1: Basic reachability via the configured transport.COMMENT
LOW…olden-api/printing-press-golden/internal/cli/doctor.go268 // Step 2: Validate credentials with an authenticated probe.COMMENT
LOW…golden-api-rich-auth/printing-press-rich-auth/SKILL.md171### Step 2: decision treeCOMMENT
LOW…golden-api-rich-auth/printing-press-rich-auth/SKILL.md222### Step 3: always read `warnings`COMMENT
LOW…golden-api-rich-auth/printing-press-rich-auth/SKILL.md246### Step 5: playbooks - optional flags, automatic synthesisCOMMENT
LOW…h-auth/printing-press-rich-auth/internal/cli/doctor.go289 // Step 1: Basic reachability via the configured transport.COMMENT
LOW…h-auth/printing-press-rich-auth/internal/cli/doctor.go320 // Step 2: Validate credentials with an authenticated probe.COMMENT
LOW…device-code/printing-press-oauth2-device-code/SKILL.md173### Step 2: decision treeCOMMENT
LOW…device-code/printing-press-oauth2-device-code/SKILL.md224### Step 3: always read `warnings`COMMENT
LOW…device-code/printing-press-oauth2-device-code/SKILL.md248### Step 5: playbooks - optional flags, automatic synthesisCOMMENT
LOW…nerate-public-param-names/public-param-golden/SKILL.md163### Step 2: decision treeCOMMENT
LOW…nerate-public-param-names/public-param-golden/SKILL.md214### Step 3: always read `warnings`COMMENT
LOW…nerate-public-param-names/public-param-golden/SKILL.md238### Step 5: playbooks - optional flags, automatic synthesisCOMMENT
LOWinternal/pipeline/research.go266 // Step 3: Deduplicate by URLCOMMENT
LOWinternal/pipeline/research.go269 // Step 4: Score novelty and produce recommendationCOMMENT
LOWinternal/pipeline/research.go273 // Step 5: Analyze gaps and patternsCOMMENT
LOWinternal/pipeline/research.go324 // Step 6: Write research.jsonCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go57 // Step 0: stores find_storesCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go66 // Step 1: menu get_menuCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go73 // Step 2: cart newCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go80 // Step 3: cart add ${item_code}COMMENT
LOWinternal/pipeline/workflow_manifest_test.go85 // Step 4: orders price_orderCOMMENT
LOWinternal/pipeline/fullrun.go26 // Step 1: ResearchCOMMENT
LOWinternal/pipeline/fullrun.go30 // Step 2: GenerateCOMMENT
LOWinternal/pipeline/fullrun.go38 // Step 3: CoverageCOMMENT
LOWinternal/pipeline/fullrun.go45 // Step 4: DogfoodCOMMENT
LOWinternal/pipeline/fullrun.go58 // Step 5: ScorecardCOMMENT
LOWinternal/pipeline/fullrun.go62 // Step 6: LearningsCOMMENT
LOWinternal/pipeline/fullrun.go138 // Step 1: ResearchCOMMENT
LOWinternal/pipeline/fullrun.go146 // Step 2: GenerateCOMMENT
LOWinternal/pipeline/fullrun.go192 // Step 3: Count commands and resourcesCOMMENT
LOWinternal/pipeline/fullrun.go197 // Step 4: API Coverage estimateCOMMENT
LOWinternal/pipeline/fullrun.go204 // Step 5: DogfoodCOMMENT
LOWinternal/pipeline/fullrun.go257 // Step 6: ScorecardCOMMENT
LOWinternal/pipeline/fullrun.go265 // Step 7: Fix PlansCOMMENT
LOWinternal/pipeline/contracts_test.go904 step7 := strings.Index(skill, "## Step 7: Collision Detection & Resolution")CODE
LOWinternal/pipeline/contracts_test.go1052 validateStart := strings.Index(skill, "## Step 4: Validate")CODE
LOWinternal/pipeline/contracts_test.go1054 cloneStart := strings.Index(skill, "## Step 5: Managed Clone")CODE
LOWinternal/pipeline/mcpsync/sync_test.go370 // Step 1: generate the CLI with an initial spec (no key_url, not optional).COMMENT
LOWinternal/pipeline/mcpsync/sync_test.go398 // Step 2: simulate a generate-time provenance write. WriteManifestForGenerateCOMMENT
LOWinternal/pipeline/mcpsync/sync_test.go406 // Step 3: edit spec.yaml with the new auth.key_url + auth.optional thatCOMMENT
LOWinternal/pipeline/mcpsync/sync_test.go415 // Step 4: run mcp-sync. It should pick up the new spec values andCOMMENT
LOWinternal/pipeline/mcpsync/sync_test.go421 // Step 5: verify .printing-press.json now reflects the new spec.COMMENT
LOWinternal/pipeline/mcpsync/sync_test.go429 // Step 6: verify the MCPB manifest also reflects the new spec — thisCOMMENT
LOWinternal/crowdsniff/aggregate.go183// Step 1: Convert :id, {user_id}, <id>, $id → {id}COMMENT
LOWinternal/crowdsniff/aggregate.go184// Step 2: Replace UUIDs, numeric IDs, long hashes → {id}/{uuid}/{hash}COMMENT
LOWinternal/crowdsniff/aggregate.go198 // Step 1: Unify parameter syntax → {id}COMMENT
62 more matches not shown…
Decorative Section Separators44 hits · 153 pts
SeverityFileLineSnippetContext
MEDIUMinternal/cli/verify_skill_bundled.py682# ---------------------------------------------------------------------------COMMENT
MEDIUMinternal/cli/verify_skill_bundled.py684# ---------------------------------------------------------------------------COMMENT
MEDIUMinternal/cli/verify_skill_bundled.py129# ---------------------------------------------------------------------------COMMENT
MEDIUMinternal/cli/verify_skill_bundled.py131# ---------------------------------------------------------------------------COMMENT
MEDIUMinternal/cli/verify_skill_bundled.py1036# ---------------------------------------------------------------------------COMMENT
MEDIUMinternal/cli/verify_skill_bundled.py1038# ---------------------------------------------------------------------------COMMENT
MEDIUMinternal/cli/verify_skill_bundled.py1309# ---------------------------------------------------------------------------COMMENT
MEDIUMinternal/cli/verify_skill_bundled.py1311# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py682# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py684# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py129# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py131# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py1036# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py1038# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py1309# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/verify-skill/verify_skill.py1311# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py344# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py346# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py440# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py442# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py37# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py39# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py63# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py65# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py83# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py85# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py286# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py288# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py390# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py392# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py487# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/signals.py489# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py33# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py35# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py112# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py114# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py124# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py126# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py144# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan.py146# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan_test.py41# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan_test.py43# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan_test.py302# ---------------------------------------------------------------------------COMMENT
MEDIUM.github/scripts/verify-supply-chain/scan_test.py304# ---------------------------------------------------------------------------COMMENT
Modern AI Meta-Vocabulary47 hits · 146 pts
SeverityFileLineSnippetContext
MEDIUMtestdata/golden/cases/generate-mcp-api/artifacts.txt3# (transport: [stdio, http], orchestration: code, endpoint_tools: hidden).COMMENT
MEDIUMtestdata/golden/cases/generate-mcp-api/artifacts.txt13# Code-orchestration mode: tools.go must call RegisterCodeOrchestrationToolsCOMMENT
MEDIUMtestdata/golden/cases/generate-mcp-api/artifacts.txt18# Code-orchestration tool bodies: tools.go calls RegisterCodeOrchestrationTools,COMMENT
MEDIUMinternal/pipeline/dogfood_test.go3773 // agentic review, not a hard gate.COMMENT
MEDIUMinternal/pipeline/dogfood.go110// warning surfaced to Phase 4.85 (Wave B) for agentic review — trivialCOMMENT
MEDIUMinternal/pipeline/dogfood.go2848 // surfaced to Wave B's Phase 4.85 agentic reviewer for deeper judgment.COMMENT
MEDIUMinternal/pipeline/dogfood.go2850 // tests; the agentic review is better at judging coverage quality.COMMENT
MEDIUMinternal/pipeline/naming_rules.go23// schema-layer guardrails documented in their 2026-04-13 Wrangler CLI post:COMMENT
MEDIUMinternal/pipeline/live_check.go95// downstream consumers (Phase 4.85's agentic output review in particular)COMMENT
MEDIUMinternal/pipeline/live_check.go128// readable and agentic reviewers don't blow through their context window onCOMMENT
MEDIUMinternal/pipeline/live_check_test.go1232 // Phase 4.85's agentic reviewer needs the captured stdout to judgeCOMMENT
MEDIUMinternal/pipeline/live_check_test.go1277 // scorecard JSON or overwhelm an agentic reviewer's context window.COMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go719// Novel command scaffold tests. Keep the wiring smoke test and add behavior cases as needed.COMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go734// cli-printing-press: novel-scaffold-testCOMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go735// Novel command scaffold tests. Keep the wiring smoke test and add behavior cases as needed.COMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go745 // scaffold with operator-authored tests, while the fresh file is the newCOMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go746 // marker-based editable scaffold. Once both sides are markerless novel files,COMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go767// Novel command scaffold. Implement the RunE body; generate --force preserves this file.COMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go791// Novel command scaffold. Implement the RunE body; generate --force preserves this file.COMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go837// Novel command scaffold. Implement the RunE body; generate --force preserves this file.COMMENT
MEDIUMinternal/pipeline/regenmerge/merge_into_fresh_test.go859// Novel command scaffold. Implement the RunE body; generate --force preserves this file.COMMENT
MEDIUMinternal/spec/spec.go1565// validateAuthCompanion enforces the small set of guardrails on theCOMMENT
MEDIUMinternal/spec/spec.go328 Streaming StreamingConfig `yaml:"streaming,omitempty" json:"streaming"` // streaming-priCODE
MEDIUMinternal/generator/plan_generate.go84// will emit for user-declared plan commands after scaffold-owned names areCOMMENT
MEDIUMinternal/generator/plan_generate.go96// GenerateFromPlan creates a CLI scaffold from a parsed plan spec.COMMENT
MEDIUMinternal/generator/plan_generate.go105 // owner stays the slug for module path / Homebrew tap. The plan scaffold hasCOMMENT
MEDIUMinternal/generator/plan_generate.go656// plan-scaffold func maps.COMMENT
MEDIUMinternal/generator/learn_emission_test.go74 // U9: internal/cli/playbooks/ ships the embed.FS scaffold forCOMMENT
MEDIUMinternal/generator/learn_emission_test.go122 // U9: cli/playbooks/ embed.FS scaffold is gated off too.COMMENT
MEDIUMinternal/generator/generator.go2709 // internal/cli/playbooks/ ships the embed.FS scaffold for hand-COMMENT
MEDIUMinternal/generator/generator.go2711 // scaffold only — the auto-install path that walks this FS livesCOMMENT
MEDIUMdocs/PIPELINE.md93### 3. scaffoldCOMMENT
MEDIUM…ors/auth-none-dead-code-in-config-client-2026-05-08.md26# No-auth specs emitted dead token scaffolding in config.go and client.goCOMMENT
MEDIUM…ors/auth-none-dead-code-in-config-client-2026-05-08.md50The predicate's doc comment names the central auth-emission gate. Before PR #704, `auth.go`, `root.go`, and `scoreAuth` CODE
MEDIUM…delity-flag-decl-regex-and-mark-required-2026-05-22.md67- Related to #1561 — same pattern of scorer substring greps drifting from the SKILL's sanctioned scaffolding (different CODE
MEDIUMdocs/retros/2026-04-08-linear-retro.md47### 3. GraphQL sync command must be hand-written (Missing scaffolding)COMMENT
MEDIUMdocs/retros/2026-04-11-movie-goat-retro.md103### F8. No multi-API enrichment scaffolding (missing scaffolding)COMMENT
MEDIUMdocs/retros/2026-04-05-cal-com-retro.md79### 6. Verify Cannot Test Data-Layer-Dependent Commands (Missing scaffolding)COMMENT
MEDIUMdocs/retros/2026-03-30-postman-explore-retro.md66### 5. Entity-Specific Store Methods Not Generated (missing scaffolding)COMMENT
MEDIUMdocs/retros/2026-04-03-postman-explore-run2-retro.md115### 8. Store migration doesn't create entity-specific tables for sniffed specs (Missing scaffolding)COMMENT
MEDIUMdocs/retros/2026-04-23-producthunt-retro.md55**Root cause #3:** Phase 4.8's agentic SKILL review has a prompt contract that covers **trigger phrases, novel-feature dCODE
MEDIUMdocs/retros/2026-03-30-steam-retro.md29### 2. Crowd-sniff doesn't detect auth patterns from SDK code (missing scaffolding)COMMENT
MEDIUMdocs/retros/2026-03-30-steam-retro.md72### 5. Crowd-sniff misses params for endpoints not in popular SDKs (missing scaffolding)COMMENT
MEDIUMskills/printing-press/SKILL.md228# (go mod tidy, go vet, etc.) after writing thousands of lines of scaffolding,COMMENT
MEDIUMskills/printing-press/SKILL.md4057### Why agentic vs template-onlyCOMMENT
MEDIUMskills/printing-press/SKILL.md4540**Pick the promote path by whether the library already holds hand-authored content.** `lock promote --dir` performs an *CODE
MEDIUMskills/printing-press-output-review/SKILL.md136## Why agentic vs template-onlyCOMMENT
Magic Placeholder Names21 hits · 105 pts
SeverityFileLineSnippetContext
HIGH…d/generate-learn-loop-api/learn-loop-example/README.md135learn-loop-example-pp-cli auth set-token YOUR_TOKEN_HERECODE
HIGH…ed/generate-learn-loop-api/learn-loop-example/SKILL.md75learn-loop-example-pp-cli auth set-token YOUR_TOKEN_HERECODE
HIGH…-cc/printing-press-oauth2-cc/internal/client/client.go857 if !strings.Contains(header, "<") && !strings.Contains(header, "YOUR_TOKEN_HERE") && !strings.Contains(header, "your-toCODE
HIGH…-cc/printing-press-oauth2-cc/internal/client/client.go880 case "<your-token>", "<your-key>", "<paste-your-key>", "YOUR_TOKEN_HERE", "your-token-here":CODE
HIGH…inting-press-oauth2-authcode/internal/client/client.go829 if !strings.Contains(header, "<") && !strings.Contains(header, "YOUR_TOKEN_HERE") && !strings.Contains(header, "your-toCODE
HIGH…inting-press-oauth2-authcode/internal/client/client.go852 case "<your-token>", "<your-key>", "<paste-your-key>", "YOUR_TOKEN_HERE", "your-token-here":CODE
HIGH…te-learn-disabled-api/learn-disabled-example/README.md132learn-disabled-example-pp-cli auth set-token YOUR_TOKEN_HERECODE
HIGH…ate-learn-disabled-api/learn-disabled-example/SKILL.md68learn-disabled-example-pp-cli auth set-token YOUR_TOKEN_HERECODE
HIGH…-auth/golden-api-cookie-auth/internal/client/client.go816 if !strings.Contains(header, "<") && !strings.Contains(header, "YOUR_TOKEN_HERE") && !strings.Contains(header, "your-toCODE
HIGH…-auth/golden-api-cookie-auth/internal/client/client.go839 case "<your-token>", "<your-key>", "<paste-your-key>", "YOUR_TOKEN_HERE", "your-token-here":CODE
HIGH…ting-api/tier-routing-golden/internal/client/client.go922 if !strings.Contains(header, "<") && !strings.Contains(header, "YOUR_TOKEN_HERE") && !strings.Contains(header, "your-toCODE
HIGH…ting-api/tier-routing-golden/internal/client/client.go945 case "<your-token>", "<your-key>", "<paste-your-key>", "YOUR_TOKEN_HERE", "your-token-here":CODE
HIGH…-golden-api/printing-press-golden/internal/cli/auth.go110 Example: " printing-press-golden-pp-cli auth set-token YOUR_TOKEN_HERE",CODE
HIGH…en-api/printing-press-golden/internal/client/client.go903 if !strings.Contains(header, "<") && !strings.Contains(header, "YOUR_TOKEN_HERE") && !strings.Contains(header, "your-toCODE
HIGH…en-api/printing-press-golden/internal/client/client.go926 case "<your-token>", "<your-key>", "<paste-your-key>", "YOUR_TOKEN_HERE", "your-token-here":CODE
HIGH…ich-auth/printing-press-rich-auth/internal/cli/auth.go120 Example: " printing-press-rich-pp-cli auth set-token YOUR_TOKEN_HERE",CODE
HIGH…ing-press-oauth2-device-code/internal/client/client.go829 if !strings.Contains(header, "<") && !strings.Contains(header, "YOUR_TOKEN_HERE") && !strings.Contains(header, "your-toCODE
HIGH…ing-press-oauth2-device-code/internal/client/client.go852 case "<your-token>", "<your-key>", "<paste-your-key>", "YOUR_TOKEN_HERE", "your-token-here":CODE
HIGHinternal/narrativecheck/narrativecheck_test.go540 "stub auth set-token YOUR_TOKEN_HERE",CODE
HIGHinternal/narrativecheck/narrativecheck_test.go542 Result{Section: SectionQuickstart, Command: "stub auth set-token YOUR_TOKEN_HERE", Words: "auth set-token YOUR_TOKEN_HCODE
HIGHinternal/generator/placeholder_auth_test.go44 for _, token := range []string{"<PAT>", "<your-token>", "YOUR_TOKEN_HERE"} {CODE
Verbosity Indicators55 hits · 105 pts
SeverityFileLineSnippetContext
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go139 // Step 0: Try press-auth, the dedicated cookie capture companion.COMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go177 // Step 1: Detect cookie extraction toolCOMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go200 // Step 2: Resolve which Chrome profile to use when the backend can honor itCOMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go223 // Step 3: Extract cookies from the resolved profileCOMMENT
LOW…ookie-auth/golden-api-cookie-auth/internal/cli/auth.go256 // Step 5: Save to configCOMMENT
LOW…routing-api/tier-routing-golden/internal/cli/doctor.go259 // Step 1: Basic reachability via the configured transport.COMMENT
LOW…routing-api/tier-routing-golden/internal/cli/doctor.go290 // Step 2: Validate credentials with an authenticated probe.COMMENT
LOW…olden-api/printing-press-golden/internal/cli/doctor.go237 // Step 1: Basic reachability via the configured transport.COMMENT
LOW…olden-api/printing-press-golden/internal/cli/doctor.go268 // Step 2: Validate credentials with an authenticated probe.COMMENT
LOW…h-auth/printing-press-rich-auth/internal/cli/doctor.go289 // Step 1: Basic reachability via the configured transport.COMMENT
LOW…h-auth/printing-press-rich-auth/internal/cli/doctor.go320 // Step 2: Validate credentials with an authenticated probe.COMMENT
LOWinternal/pipeline/research.go266 // Step 3: Deduplicate by URLCOMMENT
LOWinternal/pipeline/research.go269 // Step 4: Score novelty and produce recommendationCOMMENT
LOWinternal/pipeline/research.go273 // Step 5: Analyze gaps and patternsCOMMENT
LOWinternal/pipeline/research.go324 // Step 6: Write research.jsonCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go57 // Step 0: stores find_storesCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go66 // Step 1: menu get_menuCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go73 // Step 2: cart newCOMMENT
LOWinternal/pipeline/workflow_manifest_test.go80 // Step 3: cart add ${item_code}COMMENT
LOWinternal/pipeline/workflow_manifest_test.go85 // Step 4: orders price_orderCOMMENT
LOWinternal/pipeline/fullrun.go26 // Step 1: ResearchCOMMENT
LOWinternal/pipeline/fullrun.go30 // Step 2: GenerateCOMMENT
LOWinternal/pipeline/fullrun.go38 // Step 3: CoverageCOMMENT
LOWinternal/pipeline/fullrun.go45 // Step 4: DogfoodCOMMENT
LOWinternal/pipeline/fullrun.go58 // Step 5: ScorecardCOMMENT
LOWinternal/pipeline/fullrun.go62 // Step 6: LearningsCOMMENT
LOWinternal/pipeline/fullrun.go138 // Step 1: ResearchCOMMENT
LOWinternal/pipeline/fullrun.go146 // Step 2: GenerateCOMMENT
LOWinternal/pipeline/fullrun.go192 // Step 3: Count commands and resourcesCOMMENT
LOWinternal/pipeline/fullrun.go197 // Step 4: API Coverage estimateCOMMENT
LOWinternal/pipeline/fullrun.go204 // Step 5: DogfoodCOMMENT
LOWinternal/pipeline/fullrun.go257 // Step 6: ScorecardCOMMENT
LOWinternal/pipeline/fullrun.go265 // Step 7: Fix PlansCOMMENT
LOWinternal/pipeline/contracts_test.go904 step7 := strings.Index(skill, "## Step 7: Collision Detection & Resolution")CODE
LOWinternal/pipeline/contracts_test.go1052 validateStart := strings.Index(skill, "## Step 4: Validate")CODE
LOWinternal/pipeline/contracts_test.go1054 cloneStart := strings.Index(skill, "## Step 5: Managed Clone")CODE
LOWinternal/pipeline/mcpsync/sync_test.go370 // Step 1: generate the CLI with an initial spec (no key_url, not optional).COMMENT
LOWinternal/pipeline/mcpsync/sync_test.go398 // Step 2: simulate a generate-time provenance write. WriteManifestForGenerateCOMMENT
LOWinternal/pipeline/mcpsync/sync_test.go406 // Step 3: edit spec.yaml with the new auth.key_url + auth.optional thatCOMMENT
LOWinternal/pipeline/mcpsync/sync_test.go415 // Step 4: run mcp-sync. It should pick up the new spec values andCOMMENT
LOWinternal/pipeline/mcpsync/sync_test.go421 // Step 5: verify .printing-press.json now reflects the new spec.COMMENT
LOWinternal/pipeline/mcpsync/sync_test.go429 // Step 6: verify the MCPB manifest also reflects the new spec — thisCOMMENT
LOWinternal/crowdsniff/aggregate.go183// Step 1: Convert :id, {user_id}, <id>, $id → {id}COMMENT
LOWinternal/crowdsniff/aggregate.go184// Step 2: Replace UUIDs, numeric IDs, long hashes → {id}/{uuid}/{hash}COMMENT
LOWinternal/crowdsniff/aggregate.go198 // Step 1: Unify parameter syntax → {id}COMMENT
LOWinternal/crowdsniff/aggregate.go208 // Step 2: Replace concrete valuesCOMMENT
LOWinternal/crowdsniff/npm.go119 // Step 1: Search the registry.COMMENT
LOWinternal/crowdsniff/npm.go129 // Step 2: Filter by recency.COMMENT
LOWinternal/crowdsniff/npm.go141 // Step 3: Take top N packages.COMMENT
LOWinternal/crowdsniff/npm.go146 // Step 4: Fetch download counts (non-fatal).COMMENT
LOWinternal/crowdsniff/npm.go149 // Step 5: Process each package.COMMENT
LOWinternal/cli/emboss.go137 // Step 1: AUDIT - baselineCOMMENT
LOWinternal/llmpolish/polish.go46 // Step 1: Improve help textsCOMMENT
LOWinternal/llmpolish/polish.go66 // Step 2: Add examplesCOMMENT
LOWinternal/llmpolish/polish.go86 // Step 3: Rewrite READMECOMMENT
Hyper-Verbose Identifiers71 hits · 64 pts
SeverityFileLineSnippetContext
LOWinternal/cli/verify_skill_bundled.py687def _cli_invocation_from_tokens(CODE
LOWinternal/cli/verify_skill_bundled.py242def collect_command_constructors(cli_dir: Path) -> dict[str, CommandConstructor]:CODE
LOWinternal/cli/verify_skill_bundled.py402def _legacy_find_command_source(cli_dir: Path, cmd_path: list[str]):CODE
LOWinternal/cli/verify_skill_bundled.py768def _split_before_shell_operator(line: str) -> str:CODE
LOWinternal/cli/verify_skill_bundled.py816def _strip_trailing_shell_comment(line: str) -> str:CODE
LOWinternal/cli/verify_skill_bundled.py858def _shell_operator_cut_index(line: str, operator_index: int) -> int:CODE
LOWinternal/cli/verify_skill_bundled.py869def _extract_prose_invocations(CODE
LOWinternal/cli/verify_skill_bundled.py992def _bash_blocks_with_line_numbers(text: str) -> Iterable[tuple[int, str]]:CODE
LOWinternal/cli/verify_skill_bundled.py998def _unquoted_shell_variables(line: str) -> list[str]:CODE
LOWscripts/verify-skill/test_resolve_command_path.py49 def test_braces_inside_string(self):CODE
LOWscripts/verify-skill/test_resolve_command_path.py54 def test_braces_inside_raw_string(self):CODE
LOWscripts/verify-skill/test_resolve_command_path.py59 def test_braces_inside_line_comment(self):CODE
LOWscripts/verify-skill/test_resolve_command_path.py64 def test_braces_inside_block_comment(self):CODE
LOWscripts/verify-skill/test_resolve_command_path.py69 def test_unclosed_returns_none(self):CODE
LOWscripts/verify-skill/test_resolve_command_path.py76 def test_resolves_top_level_when_leaf_collides_with_subcommand(self):CODE
LOWscripts/verify-skill/test_resolve_command_path.py119 def test_constructor_collection(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py144 def test_root_children_discovery(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py167 def test_unresolvable_path_returns_none(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py187 def test_constructor_with_func_typed_param(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py209 def test_collect_command_constructors_is_cached(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py227 def test_legacy_fallback_when_no_root_addcommand(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py248 def test_alias_receiver_flags_are_recognized(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py285 def test_missing_limit_flag_is_reported(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py339 def test_optional_positionals_are_bound_before_sibling_resolution(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py385 def test_trailing_quote_is_stripped_from_flag_token(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py400 def test_space_separated_long_flag_value_is_not_positional(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py410 def test_boolean_long_flag_does_not_swallow_following_positional(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py500 def test_single_quoted_command_strips_trailing_quote(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py513 def test_double_quoted_command_strips_trailing_quote(self):STRING
LOWscripts/verify-skill/test_resolve_command_path.py530 def test_undeclared_flag_in_prose_still_extracted(self):STRING
LOWscripts/verify-skill/verify_skill.py687def _cli_invocation_from_tokens(CODE
LOWscripts/verify-skill/verify_skill.py242def collect_command_constructors(cli_dir: Path) -> dict[str, CommandConstructor]:CODE
LOWscripts/verify-skill/verify_skill.py402def _legacy_find_command_source(cli_dir: Path, cmd_path: list[str]):CODE
LOWscripts/verify-skill/verify_skill.py768def _split_before_shell_operator(line: str) -> str:CODE
LOWscripts/verify-skill/verify_skill.py816def _strip_trailing_shell_comment(line: str) -> str:CODE
LOWscripts/verify-skill/verify_skill.py858def _shell_operator_cut_index(line: str, operator_index: int) -> int:CODE
LOWscripts/verify-skill/verify_skill.py869def _extract_prose_invocations(CODE
LOWscripts/verify-skill/verify_skill.py992def _bash_blocks_with_line_numbers(text: str) -> Iterable[tuple[int, str]]:CODE
LOWscripts/verify-skill/verify_skill.py998def _unquoted_shell_variables(line: str) -> list[str]:CODE
LOW.github/scripts/verify-supply-chain/signals.py349def signal_id_token_outside_allowlist(change: FileChange) -> list[Finding]:CODE
LOW.github/scripts/verify-supply-chain/signals.py445def signal_setup_go_uses_go_version_file(change: FileChange) -> list[Finding]:CODE
LOW.github/scripts/verify-supply-chain/signals.py203def _permissions_grant_id_token(perm: Any) -> bool:CODE
LOW.github/scripts/verify-supply-chain/signals.py237def _walk_setup_go_version_literals(parsed: Any) -> list[str]:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py47 def test_pull_request_target_with_head_sha_ref_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py91 def test_plain_pull_request_with_head_ref_does_not_block(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py96 def test_flow_sequence_trigger_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py103 def test_preexisting_dangerous_ref_unchanged_does_not_fire(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py110 def test_block_scalar_folded_ref_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py168 def test_id_token_in_any_workflow_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py178 def test_no_id_token_does_not_block(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py185 def test_preexisting_id_token_unchanged_does_not_fire(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py193 def test_id_token_with_trailing_comment_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py219 def test_unrelated_env_does_not_fire(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py224 def test_preexisting_goproxy_unchanged_does_not_fire(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py233 def test_new_hardcoded_setup_go_version_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py66 def test_pull_request_target_with_refs_pull_merge_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py71 def test_safe_pull_request_target_no_checkout_does_not_block(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py126 def test_block_scalar_literal_ref_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py139 def test_github_head_ref_shorthand_blocks(self) -> None:CODE
LOW.github/scripts/verify-supply-chain/scan_test.py153 def test_merge_commit_sha_blocks(self) -> None:CODE
11 more matches not shown…
Fake / Example Data53 hits · 62 pts
SeverityFileLineSnippetContext
LOWinternal/pipeline/live_dogfood_test.go1387 require.NotContains(t, result.OutputSample, "Jane Doe")CODE
LOWinternal/pipeline/manifest_attribution_write_test.go33 Contributors: []spec.Person{{Handle: "jane-doe", Name: "Jane Doe"}},CODE
LOWinternal/pipeline/manifest_attribution_write_test.go63 first.Contributors = []spec.Person{{Handle: "jane-doe", Name: "Jane Doe"}}CODE
LOWinternal/pipeline/manifest_attribution_write_test.go118 first.Contributors = []spec.Person{{Handle: "jane-doe", Name: "Jane Doe"}}CODE
LOWinternal/pipeline/lock_test.go443 Contributors: []spec.Person{{Handle: "jane-doe", Name: "Jane Doe"}},CODE
LOWinternal/pipeline/append_contributor_test.go24 added, err := AppendContributor(dir, spec.Person{Handle: "jane-doe", Name: "Jane Doe"}, false)CODE
LOWinternal/pipeline/append_contributor_test.go45 writeManifestJSON(t, dir, `{"cli_name":"acme-pp-cli","creator":{"handle":"trevin-chow","name":"Trevin Chow"},"contribuCODE
LOWinternal/pipeline/append_contributor_test.go47 added, err := AppendContributor(dir, spec.Person{Handle: "JANE-DOE", Name: "Jane Doe"}, false)CODE
LOWinternal/pipeline/append_contributor_test.go55 writeManifestJSON(t, dir, `{"cli_name":"acme-pp-cli","creator":{"handle":"trevin-chow","name":"Trevin Chow"},"contribuCODE
LOWinternal/pipeline/append_contributor_test.go71 _, err := AppendContributor(dir, spec.Person{Handle: "jane-doe", Name: "Jane Doe"}, false)CODE
LOWinternal/pipeline/append_contributor_test.go90 added, err := AppendContributor(dir, spec.Person{Name: "Jane Doe"}, false)CODE
LOWinternal/pipeline/attribution_model_test.go20 {Handle: "jane-doe", Name: "Jane Doe"},CODE
LOWinternal/pipeline/attribution_model_test.go60 "contributors": [{"handle": "jane-doe", "name": "Jane Doe"}],CODE
LOWinternal/pipeline/live_check_test.go631 got := sampleOutput(`{"name":"Jane Doe","email":"jane@gmail.com","address":"123 Main Street","id":42,"status":"active"}CODE
LOWinternal/pipeline/live_check_test.go631 got := sampleOutput(`{"name":"Jane Doe","email":"jane@gmail.com","address":"123 Main Street","id":42,"status":"active"}CODE
LOWinternal/pipeline/live_check_test.go633 require.NotContains(t, got, "Jane Doe")CODE
LOWinternal/pipeline/live_check_test.go635 require.NotContains(t, got, "123 Main Street")CODE
LOWinternal/pipeline/live_check_test.go651 got := sampleOutput(fmt.Sprintf(`{"name":"Jane Doe","email":"jane@gmail.com","note":%q}`, longNote))CODE
LOWinternal/pipeline/live_check_test.go654 require.NotContains(t, got, "Jane Doe")CODE
LOWinternal/pipeline/live_check_test.go663 require.NotContains(t, got, "Jane Doe")CODE
LOWinternal/pipeline/live_check_test.go1250printf '{"name":"Jane Doe","email":"jane@gmail.com"}' >&2CODE
LOWinternal/pipeline/live_check_test.go1261 require.NotContains(t, result.Reason, "Jane Doe")CODE
LOWinternal/artifacts/pii_test.go20 got := RedactPIIText(`{"name":"Jane Doe","email":"jane@example.com","address":"123 Main Street","id":42,"status":"activCODE
LOWinternal/artifacts/pii_test.go20 got := RedactPIIText(`{"name":"Jane Doe","email":"jane@example.com","address":"123 Main Street","id":42,"status":"activCODE
LOWinternal/artifacts/pii_test.go22 require.NotContains(t, got, "Jane Doe")CODE
LOWinternal/artifacts/pii_test.go24 require.NotContains(t, got, "123 Main Street")CODE
LOWinternal/artifacts/pii_test.go69 got, changed := RedactPIIJSONKeys(`{"name":"Jane Doe","note":"contact jane@example.com","id":42}`)CODE
LOWinternal/artifacts/pii_test.go72 require.NotContains(t, got, "Jane Doe")CODE
LOWinternal/artifacts/pii_test.go131 require.NotContains(t, got, "Jane Doe")CODE
LOWinternal/artifacts/pii_test.go150 require.NotContains(t, got, "123 Main Street")CODE
LOWinternal/artifacts/pii_test.go157 require.Contains(t, got, "user@example.com", "reserved example.com email must not be redacted")CODE
LOWinternal/artifacts/pii_test.go282 {name: "reserved-example-org", line: `"email": "anything@example.org"`, expectKinds: nil},CODE
LOWinternal/artifacts/secrets.go388 for _, token := range []string{"<redacted", "redacted", "example", "placeholder", "your-", "your_", "insert-", "changemCODE
LOWinternal/spec/person_test.go39 contributors := []Person{{Handle: "jane-doe", Name: "Jane Doe"}}CODE
LOWinternal/spec/person_test.go44 {Handle: "jane-doe", Name: "Jane Doe"},CODE
LOWinternal/spec/person_test.go46 assert.Equal(t, []Person{{Handle: "jane-doe", Name: "Jane Doe"}}, contributors, "input slice is copied")CODE
LOWinternal/spec/person_test.go51 {Handle: "jane-doe", Name: "Jane Doe"},CODE
LOWinternal/spec/person_test.go81 {Handle: "jane-doe", Name: "Jane Doe"},CODE
LOWinternal/spec/spec_test.go6060 wantErr: "placeholder",CODE
LOWinternal/cli/publish_attribution_test.go44 Creator: &spec.Person{Handle: "jane-doe", Name: "Jane Doe"},CODE
LOWinternal/cli/generate_test.go204 Contributors: []spec.Person{{Handle: "jane-doe", Name: "Jane Doe"}},CODE
LOWinternal/cli/contributors.go40 cli-printing-press contributors add --handle jane-doe --name "Jane Doe" --dir .`,CODE
LOWinternal/generator/learn_incident_replay_test.go146 "MYAPI_TOKEN=dummy-token-for-harness",CODE
LOWinternal/generator/doctor_health_path_test.go90 Name: "placeholder",CODE
LOWinternal/generator/creator_resolve_test.go106 writeManifest(t, dir, `{"api_name":"old-api","contributors":[{"handle":"jane-doe","name":"Jane Doe"}]}`)CODE
LOWinternal/generator/creator_resolve_test.go115 writeManifest(t, dir, `{"contributors": [{"handle": "jane-doe", "name": "Jane Doe"}, {"handle": "mvanhorn", "name": "MCODE
LOWinternal/generator/generator.go7589 return "user@example.com"CODE
LOWinternal/generator/creator_render_test.go23 {Handle: "jane-doe", Name: "Jane Doe"},CODE
LOWinternal/generator/creator_render_test.go83 {Handle: "jane-doe", Name: "Jane Doe"},CODE
LOWinternal/browsersniff/redact_test.go126 body := `{"token_field":"eyJhbGc.eyJzdWI.sig","contact":"user@example.com","line":"+14155551212"}`CODE
LOWinternal/browsersniff/redact_test.go181 assert.NotContains(t, redacted, "user@example.com")CODE
LOWskills/printing-press-amend/references/pii-scrubbing.md42 # - "Acme Corp"COMMENT
LOWskills/printing-press-publish/SKILL.md1522are OK but org names (e.g., "Acme Corp") are not. See `references/secret-protection.md`CODE
Excessive Try-Catch Wrapping21 hits · 21 pts
SeverityFileLineSnippetContext
LOWinternal/cli/verify_skill_bundled.py674 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py265 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py307 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py419 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py512 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py522 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py634 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py657 except Exception:CODE
LOWinternal/cli/verify_skill_bundled.py1322 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py674 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py265 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py307 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py419 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py512 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py522 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py634 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py657 except Exception:CODE
LOWscripts/verify-skill/verify_skill.py1322 except Exception:CODE
LOW.github/workflows/main-ci.yml257 except Exception:CODE
LOW.github/workflows/lint.yml201 except Exception:CODE
LOW.github/workflows/lint.yml334 except Exception:CODE
AI Slop Vocabulary6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMinternal/pipeline/dogfood.go2509// line. Matching the open-brace through the literal "}" keeps the check robustCOMMENT
MEDIUMinternal/cli/browser_sniff_test.go424 // Normalize to make the NotContains assertion robust across cobra versions.COMMENT
MEDIUMinternal/cli/verify_skill_sync_test.go112// This is more robust than relying on PWD or runtime.Caller alone, becauseCOMMENT
MEDIUMinternal/generator/generator_test.go14940 // We assert a robust shape: no occurrence of "ticker" inside the fallbackCOMMENT
MEDIUMinternal/profiler/profiler_test.go3762 // lookup is robust to the sharded Name.COMMENT
MEDIUMscripts/golden.sh66 # one (the standalone `generate` path the golden harness exercises).COMMENT
Deep Nesting18 hits · 10 pts
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LOWinternal/cli/verify_skill_bundled.py134CODE
LOWinternal/cli/verify_skill_bundled.py543CODE
LOWinternal/cli/verify_skill_bundled.py626CODE
LOWinternal/cli/verify_skill_bundled.py687CODE
LOWinternal/cli/verify_skill_bundled.py1041CODE
LOWinternal/cli/verify_skill_bundled.py1064CODE
LOWinternal/cli/verify_skill_bundled.py1098CODE
LOWinternal/cli/verify_skill_bundled.py1140CODE
LOWscripts/verify-go-floor.py93CODE
LOWscripts/verify-skill/verify_skill.py134CODE
LOWscripts/verify-skill/verify_skill.py543CODE
LOWscripts/verify-skill/verify_skill.py626CODE
LOWscripts/verify-skill/verify_skill.py687CODE
LOWscripts/verify-skill/verify_skill.py1041CODE
LOWscripts/verify-skill/verify_skill.py1064CODE
LOWscripts/verify-skill/verify_skill.py1098CODE
LOWscripts/verify-skill/verify_skill.py1140CODE
LOW.github/scripts/verify-supply-chain/signals.py216CODE
Synthetic Comment Markers1 hit · 8 pts
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HIGHinternal/generator/textfilter.go17// aiSlopPatterns are regex patterns that detect common AI-generated text patterns.COMMENT
Example Usage Blocks5 hits · 8 pts
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LOWskills/printing-press-import/references/import-fetch.sh5# Usage:COMMENT
LOWskills/printing-press-import/references/import-place.sh16# Usage:COMMENT
LOW…ills/printing-press-import/references/import-backup.sh5# Usage:COMMENT
LOW…lls/printing-press-import/references/import-rewrite.sh20# Usage:COMMENT
LOWskills/printing-press/references/fetch-docs.sh4# Usage:COMMENT
Unused Imports9 hits · 7 pts
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LOWinternal/cli/verify_skill_bundled.py51CODE
LOWscripts/verify-go-floor.py4CODE
LOWscripts/golden_normalize_windows.py32CODE
LOWscripts/verify-skill/test_resolve_command_path.py9CODE
LOWscripts/verify-skill/verify_skill.py51CODE
LOW.github/scripts/verify-supply-chain/signals.py27CODE
LOW.github/scripts/verify-supply-chain/scan.py20CODE
LOW.github/scripts/verify-supply-chain/scan_test.py13CODE
LOW.github/scripts/pr-review-state/greptile_feedback.py8CODE
Redundant / Tautological Comments1 hit · 1 pts
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LOWinternal/llm/llm_test.go42path=${prompt#Read the file at }CODE