Repository Analysis

pinchtab/pinchtab

High-performance browser automation bridge and multi-instance orchestrator with advanced stealth injection and real-time dashboard.

11.7 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of pinchtab/pinchtab, a Go project with 9,423 GitHub stars. SynthScan v2.0 examined 261,438 lines of code across 1566 source files, recording 1046 pattern matches distributed across 10 syntactic categories. The overall adjusted score of 11.7 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).

11.7
Adjusted Score
11.7
Raw Score
100%
Time Factor
2026-07-12
Last Push
9.4K
Stars
Go
Language
261.4K
Lines of Code
1.6K
Files
1.0K
Pattern Hits
2026-07-14
Scan Date
0.00
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 0MEDIUM 856LOW 190

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 1046 distinct pattern matches across 10 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.

Decorative Section Separators851 hits · 2839 pts
SeverityFileLineSnippetContext
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh7# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh23# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh31# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh47# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh57# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh65# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh80# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh88# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh102# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh116# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh130# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh143# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh168# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh191# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/sessions-extended.sh199# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh163# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh175# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh187# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh199# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh211# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh223# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh247# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh256# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh268# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh284# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh309# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh334# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh349# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh368# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh405# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh549# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh557# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh565# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh573# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh594# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh602# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh610# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh9# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh22# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh34# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh45# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh67# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh81# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh95# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh114# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh131# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh139# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh150# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh162# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh180# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh181# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh271# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh281# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh299# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh308# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh323# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh349# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh367# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh396# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/system-extended.sh431# ─────────────────────────────────────────────────────────────────COMMENT
791 more matches not shown…
Over-Commented Block77 hits · 76 pts
SeverityFileLineSnippetContext
LOWcmd/pinchtab/cmd_cli_register.go381}COMMENT
LOWtests/tools/docker-compose.benchmark.yml1services:COMMENT
LOWtests/tools/runner/internal/e2e/provider.go361// writeGhostChromeConfig reads a chrome-flavoured pinchtab config and writes aCOMMENT
LOWtests/tools/scripts/record-run-usage.sh1#!/usr/bin/env bashCOMMENT
LOWtests/tools/scripts/baseline.sh1#!/usr/bin/env bashCOMMENT
LOWtests/stealth-score/up.sh1#!/usr/bin/env bashCOMMENT
LOWtests/optimization/up.sh1#!/usr/bin/env bashCOMMENT
LOWtests/soak/setup.sh1#!/usr/bin/env bashCOMMENT
LOWtests/e2e/scenarios/infra/browser-routing-extended.sh1#!/bin/bashCOMMENT
LOWtests/e2e/scenarios/infra/browser-routing-smoke.sh1#!/bin/bashCOMMENT
LOWtests/e2e/scenarios/infra/browser-routing-smoke.sh61COMMENT
LOWtests/e2e/scenarios/infra/browser-routing-smoke.sh121# * then the cloak block above becomes assert_ok + the same content/nodeCOMMENT
LOWtests/e2e/scenarios/infra/screencast-cloak-diag.sh1#!/bin/bashCOMMENT
LOWtests/e2e/scenarios/cli/actions-extended.sh501pt_ok snap # establish baselineCOMMENT
LOWtests/e2e/scenarios/api/actions-extended.sh801# Three bugs were fixed together:COMMENT
LOWtests/e2e/scenarios/api/network-route-smoke.sh1#!/bin/bashCOMMENT
LOWtests/e2e/scenarios/api/tabs-autoclose-smoke.sh1#!/bin/bashCOMMENT
LOWtests/e2e/scenarios/api/annotate-basic.sh1#!/bin/bashCOMMENT
LOWinternal/selector/selector.go1// Package selector provides a unified element targeting system.COMMENT
LOWinternal/selector/selector.go101//COMMENT
LOWinternal/autosolver/interfaces.go1// Package autosolver provides a modular, interface-driven system forCOMMENT
LOWinternal/security/allowlist.go1// Package security owns the cross-cutting host allowlist primitive sourcedCOMMENT
LOWinternal/bridge/route_rules.go21//COMMENT
LOWinternal/bridge/route_rules.go141// "tracker.io" matches "https://tracker.io/x" and "https://x?ref=tracker.io".COMMENT
LOWinternal/bridge/route_rules.go161 // Method, when non-empty, narrows matches to the given HTTP methodCOMMENT
LOWinternal/bridge/route_rules.go201// chrome-extension:, about:) are ALWAYS denied — fulfilling those eitherCOMMENT
LOWinternal/bridge/action_resolve.go281 .replace(/\s+/g, " ")COMMENT
LOWinternal/bridge/action_request.go21// "xpath://div" → XPath expressionCOMMENT
LOWinternal/bridge/action_request.go41COMMENT
LOWinternal/bridge/action_request.go81COMMENT
LOWinternal/bridge/profile_lock.go1// profile_lock.go handles stale browser profile lock recovery forCOMMENT
LOWinternal/bridge/screenshot.go161// scale/beyond-viewport effect. So keep it off only for the plain/native-scaleCOMMENT
LOWinternal/bridge/runtime/proxy_auth.go21}COMMENT
LOWinternal/bridge/runtime/init.go181 opts = append(opts, chromedp.Flag("hide-scrollbars", true))COMMENT
LOWinternal/bridge/cdpops/element_ops.go61// 4. Case-insensitive substring of visible text (last resort).COMMENT
LOWinternal/doctor/checks_system_test.go221 r := runCloakPresent(t)COMMENT
LOWinternal/solver/solver.go1// Package solver defines the interface for pluggable challenge solvers.COMMENT
LOW…ernal/browsers/ghostchrome/bridgekit/bridge_adapter.go1// Package bridgekit provides BridgeAdapter, a bridge.BridgeAPI wrapperCOMMENT
LOW…owsers/ghostchrome/bridgekit/bridge_adapter_content.go121COMMENT
LOWinternal/instance/types.go1// Package instance implements the decomposed InstanceManager (Facade Pattern).COMMENT
LOWinternal/idpi/domain.go1package idpiCOMMENT
LOWinternal/idpi/idpi.go1// Package idpi implements a configurable, layered defense against IndirectCOMMENT
LOWinternal/idpi/guard.go1package idpiCOMMENT
LOWinternal/assets/stealth.js421COMMENT
LOWinternal/handlers/network_route.go21 ResourceType string `json:"resourceType,omitempty"`COMMENT
LOWinternal/handlers/network_route.go41// HandleNetworkUnroute removes one or all rules.COMMENT
LOWinternal/handlers/upload.go41 _ = os.RemoveAll(dir)COMMENT
LOWinternal/handlers/navigation_browser_test.go221 if !strings.Contains(w.Body.String(), "unknown browser") {COMMENT
LOWinternal/handlers/solver.go21// tried in order via auto-detection. When "solver" is set (e.g. "cloudflare"),COMMENT
LOWinternal/handlers/actions.go521// runMultiStepActionTail runs the per-step work shared by the /actions batch andCOMMENT
LOWinternal/handlers/handlers.go261// routeBinding pairs one catalog Endpoint.Route() with the handlers that serveCOMMENT
LOWinternal/handlers/find.go41// snapshot for a tab. If no cached snapshot exists, it is fetchedCOMMENT
LOWinternal/handlers/network.go201// @Description Returns captured network requests/responses for the active or specified tabCOMMENT
LOWinternal/handlers/network.go381// @Description Streams network entries in real-time as they are capturedCOMMENT
LOWinternal/handlers/capture.go21// artefacts plus a frame/loader parity check (pairing.navigated) and anCOMMENT
LOWinternal/handlers/network_export_stream.go21// @Description Live capture: write entries to file as they are capturedCOMMENT
LOWinternal/handlers/count.go41// @Endpoint GET /tabs/{id}/countCOMMENT
LOWinternal/handlers/snapshot.go21// @Endpoint GET /snapshotCOMMENT
LOWinternal/handlers/snapshot.go41//COMMENT
LOWinternal/handlers/autosolver.go21COMMENT
17 more matches not shown…
Fake / Example Data47 hits · 46 pts
SeverityFileLineSnippetContext
LOWtests/soak/setup.sh53open('/fixtures/heavy.html','w').write('<html><body><table>'+''.join(f'<tr><td>{i}</td><td>lorem ipsum dolor sit amet {iCODE
LOWtests/soak/setup.sh53open('/fixtures/heavy.html','w').write('<html><body><table>'+''.join(f'<tr><td>{i}</td><td>lorem ipsum dolor sit amet {iCODE
LOWtests/e2e/scenarios/api/actions-extended.sh216 action_type_humanized "$NAME_REF" "John Doe"CODE
LOWtests/e2e/scenarios/api/actions-extended.sh219 assert_value "textbox" "Name" "John Doe"CODE
LOWplugin/openclaw.plugin.json103 "baseUrl": { "label": "Base URL", "placeholder": "http://localhost:9867" },CODE
LOWplugin/openclaw.plugin.json105 "timeoutMs": { "label": "Timeout (ms)", "placeholder": "30000" },CODE
LOWinternal/selector/selector.go42 KindPlaceholder Kind = "placeholder"CODE
LOWinternal/autosolver/autosolver_test.go300 User: "user@example.com",CODE
LOWinternal/autosolver/semantic/adapter.go395 name := extractAttr(snippet, "placeholder")CODE
LOWinternal/autosolver/semantic/adapter.go432 placeholder := extractAttr(snippet, "placeholder")CODE
LOWinternal/bridge/semantic_metadata.go14 Placeholder string `json:"placeholder"`CODE
LOWinternal/bridge/semantic_metadata.go169 placeholder: attr("placeholder"),CODE
LOWinternal/browsers/ghostchrome/staticfetch/semantics.go116 if ph, ok := el.GetAttribute("placeholder"); ok {CODE
LOWdocs/showcase.md127 -d '{"kind":"fill","ref":"e3","text":"user@example.com"}' | jq .CODE
LOWdocs/showcase.md129pinchtab fill e3 "user@example.com"CODE
LOWdocs/deep-dive/logs/lpe-sonnet46-1.txt170▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lpe-sonnet46-1.txt176▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe',...CODE
LOWdocs/deep-dive/logs/lpe-sonnet46-2.txt170▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lpe-sonnet46-2.txt176▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe',...CODE
LOWdocs/deep-dive/logs/lae2.txt158▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/lae3.txt158▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/lae1.txt158▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/lae1.txt268▶ ./scripts/ab fill @e6 "555-1234"CODE
LOWdocs/deep-dive/logs/lae2-sonnet46-2.txt164▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/la2.txt136▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/la2.txt146▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe'"...CODE
LOWdocs/deep-dive/logs/la3.txt136▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/la3.txt146▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe'"...CODE
LOWdocs/deep-dive/logs/la3.txt173▶ ./scripts/ab fill @e7 "555-1234"CODE
LOWdocs/deep-dive/logs/la1.txt136▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/la4.txt136▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/lae1-sonnet46-1.txt164▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/la5.txt136▶ ./scripts/ab fill @e4 "John Doe"CODE
LOWdocs/deep-dive/logs/lp1.txt159▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lp2.txt148▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lp3.txt148▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lpe1.txt170▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lpe3.txt170▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lpe3.txt176▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe',...CODE
LOWdocs/deep-dive/logs/lp4.txt148▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lp4.txt166▶ ./scripts/pt fill e5 "555-1234" --snap-diffCODE
LOWdocs/deep-dive/logs/lp5.txt159▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/deep-dive/logs/lpe2.txt170▶ ./scripts/pt fill e3 "John Doe" --snap-diffCODE
LOWdocs/reference/config.md341 "signup": { "name": "Jane Doe", "email": "you@example.com", "password": "..." },CODE
LOWdocs/reference/fill.md29pinchtab fill "#email" "user@example.com" # Fill by CSSCODE
LOWdocs/reference/fill.md30pinchtab fill "text:Email" "test@test.com" # Fill by text selectorCODE
LOWskills/pinchtab-mcp/SKILL.md140pinchtab_fill(selector="e3", value="user@example.com")CODE
Structural Annotation Overuse25 hits · 40 pts
SeverityFileLineSnippetContext
LOWinternal/config/cloak_roundtrip_test.go21 // Step 2: Convert to FileConfig (what buildChildFileConfig does)COMMENT
LOWinternal/config/cloak_roundtrip_test.go28 // Step 3: Marshal to JSON (what writeChildConfig does)COMMENT
LOWinternal/config/cloak_roundtrip_test.go52 // Step 4: Write to a temp file (what writeChildConfig does)COMMENT
LOWinternal/config/cloak_roundtrip_test.go59 // Step 5: Load via config.Load() with PINCHTAB_CONFIG pointing to child configCOMMENT
LOWdocs/get-started.md91### Step 1: start the serverCOMMENT
LOWdocs/get-started.md103### Step 2: start your first instanceCOMMENT
LOWdocs/get-started.md123### Step 3: navigateCOMMENT
LOWdocs/get-started.md139### Step 4: inspect the pageCOMMENT
LOWdocs/guides/attach-chrome.md79## Step 1: enable attach policyCOMMENT
LOWdocs/guides/attach-chrome.md112## Step 2: start Chrome with remote debuggingCOMMENT
LOWdocs/guides/attach-chrome.md126## Step 3: get the browser WebSocket URLCOMMENT
LOWdocs/guides/attach-chrome.md142## Step 4: attach it to PinchTabCOMMENT
LOWdocs/guides/attach-chrome.md174## Step 5: confirm it is registeredCOMMENT
LOWdocs/guides/mcp-agents.md23## Step 1: Start PinchTabCOMMENT
LOWdocs/guides/mcp-agents.md41## Step 2: Configure Your MCP ClientCOMMENT
LOWdocs/guides/remote-bridge-orchestrator.md113## Step 1: Start The Remote BridgeCOMMENT
LOWdocs/guides/remote-bridge-orchestrator.md139## Step 2: Verify The Bridge DirectlyCOMMENT
LOWdocs/guides/remote-bridge-orchestrator.md154## Step 3: Attach The Bridge To The OrchestratorCOMMENT
LOWdocs/guides/remote-bridge-orchestrator.md194## Step 4: Confirm It Is RegisteredCOMMENT
LOWdocs/guides/remote-bridge-orchestrator.md205## Step 5: Use Normal Orchestrator RoutesCOMMENT
LOWdocs/guides/tailscale-bridge-orchestrator.md133## Step 1: Start The Bridge On Machine BCOMMENT
LOWdocs/guides/tailscale-bridge-orchestrator.md158## Step 2: Prove Machine A Can Reach Machine BCOMMENT
LOWdocs/guides/tailscale-bridge-orchestrator.md179## Step 3: Configure The Orchestrator On Machine ACOMMENT
LOWdocs/guides/tailscale-bridge-orchestrator.md225## Step 4: Attach The BridgeCOMMENT
LOWdocs/guides/tailscale-bridge-orchestrator.md257## Step 5: Control The Remote Browser From Machine ACOMMENT
Hyper-Verbose Identifiers24 hits · 24 pts
SeverityFileLineSnippetContext
LOWplugin/policy.ts51export function checkNetworkInterceptPolicy(cfg: PluginConfig): { allowed: boolean; error?: string } {CODE
LOWplugin/client.ts102export function clearPinchtabSessionCache(): void {CODE
LOWinternal/assets/stealth.js20function deriveNavigatorPlatformFromUA(ua) {CODE
LOWinternal/assets/stealth.js84function recordNativeFunctionSource(fn, name) {CODE
LOWinternal/assets/stealth.js95function installFunctionToStringMask(targetProto) {CODE
LOWinternal/assets/stealth.js127function wrapConstructableAsNative(fn, constructHandler) {CODE
LOWinternal/assets/stealth.js174function wrapProxyHandlerWithSanitizedErrors(handler) {CODE
LOWdashboard/src/types/index.ts485export function normalizeBackendConfigState(CODE
LOWdashboard/src/types/index.ts497export function normalizeDashboardServerInfo(CODE
LOWdashboard/src/types/index.ts508export function normalizeMonitoringSnapshot(CODE
LOW…src/components/molecules/SidebarPanelFooterActions.tsx24export default function SidebarPanelFooterActions({CODE
LOWdashboard/src/activities/selectors.ts52export function normalizeDashboardActivityEvent(CODE
LOWdashboard/src/activities/selectors.ts123export function mergeDashboardActivityEvents(CODE
LOWdashboard/src/activities/selectors.ts228export function partitionAgentThreadEvents(CODE
LOW…rd/src/pages/settings/OrchestrationSettingsSection.tsx12export function OrchestrationSettingsSection({CODE
LOW…board/src/pages/settings/AutoSolverSettingsSection.tsx12export function AutoSolverSettingsSection({CODE
LOW…ard/src/pages/settings/SecurityIdpiSettingsSection.tsx19export function SecurityIdpiSettingsSection({CODE
LOW…rd/src/pages/settings/ObservabilitySettingsSection.tsx11export function ObservabilitySettingsSection({CODE
LOWdashboard/src/services/realtimeReducers.ts74export function resumeTabIdFromSystemEvent(event: SystemEvent): string | null {CODE
LOWdashboard/src/services/auth.ts19export function dispatchServerUnreachable(): void {CODE
LOWdashboard/src/services/auth.ts41export function isInsecureDashboardTransport(): boolean {CODE
LOWdashboard/src/services/api/client.ts13export function resetRealtimeAuthProbeStateForTests(): void {CODE
LOWdashboard/src/services/api/client.ts194export async function handleRealtimeAuthFailure(): Promise<void> {CODE
LOWnpm/src/download.ts27export function httpGetFollowingRedirects(CODE
Example Usage Blocks9 hits · 14 pts
SeverityFileLineSnippetContext
LOWtests/tools/scripts/record-run-usage.sh5# Usage:COMMENT
LOWscripts/pack-plugin.sh5# Usage:COMMENT
LOWscripts/docker-live-detection-smoke.sh24# Usage:COMMENT
LOWscripts/dev-e2e.sh4# Usage:COMMENT
LOWscripts/docker-browser-parity-smoke.sh18# Usage:COMMENT
LOWscripts/docker-cdp-attach-smoke.sh14# Usage:COMMENT
LOWscripts/docker-npm-install-smoke.sh28# Usage:COMMENT
LOWscripts/testing/simulate-ratelimit-leak.sh8# Usage:COMMENT
LOWscripts/testing/simulate-memory-load.sh7# Usage:COMMENT
Verbosity Indicators4 hits · 9 pts
SeverityFileLineSnippetContext
LOWinternal/config/cloak_roundtrip_test.go21 // Step 2: Convert to FileConfig (what buildChildFileConfig does)COMMENT
LOWinternal/config/cloak_roundtrip_test.go28 // Step 3: Marshal to JSON (what writeChildConfig does)COMMENT
LOWinternal/config/cloak_roundtrip_test.go52 // Step 4: Write to a temp file (what writeChildConfig does)COMMENT
LOWinternal/config/cloak_roundtrip_test.go59 // Step 5: Load via config.Load() with PINCHTAB_CONFIG pointing to child configCOMMENT
AI Slop Vocabulary3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUMinternal/bridge/observe/bounds.go113 // AABB across the 4 corners — robust against transformed elements.COMMENT
MEDIUMscripts/docker-browser-parity-smoke.sh2# docker-browser-parity-smoke.sh — Browser-provider parity smoke harness.COMMENT
MEDIUMscripts/docker-cdp-attach-smoke.sh11# The host process is only the harness. PinchTab and the browser under test runCOMMENT
Redundant / Tautological Comments4 hits · 7 pts
SeverityFileLineSnippetContext
LOWtests/e2e/scenarios/infra/state-basic.sh128# Check if encryption key is configuredCOMMENT
LOWscripts/check-docs-json.sh14# Check if docs.json existsCOMMENT
LOWscripts/check-gosec.sh8# Check if gosec is installedCOMMENT
LOWscripts/check-gosec.sh39# Check if results file existsCOMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMtests/e2e/scenarios/infra/orchestrator-extended.sh2# orchestrator-extended.sh — API full orchestration scenarios.COMMENT
MEDIUMskills/pinchtab/references/api.md463## Tab locking (multi-agent)COMMENT