Repository Analysis

pinchtab/pinchtab

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

9.8 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of pinchtab/pinchtab, a Go project with 10,167 GitHub stars. SynthScan v2.0 examined 347,389 lines of code across 1943 source files, recording 1236 pattern matches distributed across 11 syntactic categories. The overall adjusted score of 9.8 places this repository in the Low AI signal band.

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

9.8
Adjusted Score
9.8
Raw Score
100%
Time Factor
2026-08-26
Last Push
10.2K
Stars
Go
Language
347.4K
Lines of Code
1.9K
Files
1.2K
Pattern Hits
2026-08-29
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

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

Severity Breakdown

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

CRITICAL 0HIGH 1MEDIUM 926LOW 309

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 1236 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.

Decorative Section Separators918 hits · 3038 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.sh165# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh177# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh189# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh201# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh213# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh225# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh249# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh258# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh270# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh286# ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMtests/e2e/scenarios/infra/auth-extended.sh310# ─────────────────────────────────────────────────────────────────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
858 more matches not shown…
Over-Commented Block192 hits · 191 pts
SeverityFileLineSnippetContext
LOWcmd/pinchtab/negative_positionals.go1package mainCOMMENT
LOWcmd/pinchtab/cmd_cli_docs_test.go61// whose help no longer claims cookies as its job. The CLI is the token-cheap surface theCOMMENT
LOWcmd/pinchtab/cmd_cli_runtime.go141}COMMENT
LOWcmd/pinchtab/cmd_cli_register.go441 cmd.GroupID = groupIDCOMMENT
LOWcmd/pinchtab/unknown_subcommand.go61 if sub.IsAvailableCommand() {COMMENT
LOWcmd/pinchtab/cmd_session.go121 }COMMENT
LOWcmd/pinchtab/cmd_server_test.go341// standing in for it, and a reader would not know which path is authoritative.COMMENT
LOWcmd/pinchtab/cmd_config_secret_test.go1package mainCOMMENT
LOWcmd/pinchtab/cmd_server.go101}COMMENT
LOWcmd/pinchtab/cmd_bridge_test.go161// Parity with the server is a structural property, not a coincidence of two tables: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/docker-compose-multi.yml1# Log level for every `pinchtab server` service below: `--log-level debug`, namedCOMMENT
LOWtests/e2e/docker-compose-multi.yml21# `--verbose` contributes ONLY the banner *while* `--log-level` is set: applyLogLevelCOMMENT
LOWtests/e2e/docker-compose-multi.yml161 volumes:COMMENT
LOWtests/e2e/docker-compose.yml1# Log level for every `pinchtab server` service below: `--log-level debug`, namedCOMMENT
LOWtests/e2e/docker-compose.yml61 default:COMMENT
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.sh61# FAIL-LOUD.COMMENT
LOWtests/e2e/scenarios/infra/screencast-cloak-diag.sh1#!/bin/bashCOMMENT
LOWtests/e2e/scenarios/cli/actions-extended.sh501pt_ok snap # establish baselineCOMMENT
LOWtests/e2e/scenarios/cli/scrape-basic.sh1#!/bin/bashCOMMENT
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
LOWtests/e2e/scenarios/api/browser-activity-basic.sh1#!/bin/bashCOMMENT
LOWinternal/testbrowser/profile.go21// asynchronous: when the test body returns the process is often still flushingCOMMENT
LOWinternal/srccensus/srccensus_test.go481COMMENT
LOWinternal/srccensus/srccensus.go1// Package srccensus is the shared home for this repo's source-scanning census guards.COMMENT
LOWinternal/srccensus/srccensus.go21// 2. NON-VACUITY IS STRUCTURAL. Load fails when the package yields too few files, andCOMMENT
LOWinternal/srccensus/srccensus.go121// module-wide rather than package-scoped, and it exists so the EXCLUSIONS are inheritedCOMMENT
LOWinternal/srccensus/srccensus.go141}COMMENT
LOWinternal/selector/selector.go1// Package selector provides a unified element targeting system.COMMENT
LOWinternal/selector/selector.go101// Parse interprets a selector string and returns a typed Selector.COMMENT
LOWinternal/remedy/census_test.go41COMMENT
LOWinternal/remedy/remedy.go1// Package remedy owns details.remedy, the one field in an error response an agent may actCOMMENT
LOWinternal/autosolver/interfaces.go1// Package autosolver provides a modular, interface-driven system forCOMMENT
LOWinternal/scroll/direction.go1// Package scroll owns the scroll DIRECTION KEYWORD: which words name a direction,COMMENT
LOWinternal/proxy/proxy.go21 Client *http.ClientCOMMENT
LOWinternal/config/config_types.go81 FallbackOrder []stringCOMMENT
LOWinternal/config/config_apply_census_test.go61}COMMENT
LOWinternal/config/browser_proxy.go41COMMENT
LOWinternal/config/config_methods.go81// ProxyServerRequiredAdvisory reports a proxy block that carries credentials, a bypassCOMMENT
LOWinternal/config/fileio.go61}COMMENT
LOWinternal/security/allowlist.go1// Package security owns the cross-cutting host allowlist primitive sourcedCOMMENT
LOWinternal/bridge/crash.go41 latestGeneration uint64COMMENT
LOWinternal/bridge/fingerprint_hints_test.go61 // The favicons carry the override in effect when they are SENT — they were seen with theCOMMENT
LOWinternal/bridge/isolated_world_test.go161// srccensus.Tree. Set well under the real count so ordinary growth or deletion does notCOMMENT
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.go41// fall back to the default top-level context without branching.COMMENT
LOWinternal/bridge/action_resolve.go701}COMMENT
132 more matches not shown…
Fake / Example Data51 hits · 50 pts
SeverityFileLineSnippetContext
LOWplugins/openclaw/openclaw.plugin.json103 "baseUrl": { "label": "Base URL", "placeholder": "http://localhost:9867" },CODE
LOWplugins/openclaw/openclaw.plugin.json105 "timeoutMs": { "label": "Timeout (ms)", "placeholder": "30000" },CODE
LOWplugins/grok/skills/pinchtab-mcp/SKILL.md155pinchtab_fill(selector="e3", value="user@example.com")CODE
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.sh239 action_type_humanized "$NAME_REF" "John Doe"CODE
LOWtests/e2e/scenarios/api/actions-extended.sh242 assert_value "textbox" "Name" "John Doe"CODE
LOWinternal/selector/selector.go45 KindPlaceholder Kind = "placeholder"CODE
LOWinternal/autosolver/autosolver_test.go308 User: "user@example.com",CODE
LOWinternal/autosolver/semantic/adapter.go342 name := extractAttr(snippet, "placeholder")CODE
LOWinternal/autosolver/semantic/adapter.go379 placeholder := extractAttr(snippet, "placeholder")CODE
LOWinternal/bridge/semantic_metadata.go15 Placeholder string `json:"placeholder"`CODE
LOWinternal/bridge/semantic_metadata.go191 placeholder: attr("placeholder"),CODE
LOWinternal/bridge/observe/snapshot_budget_test.go36 values := []string{"", "user@example.com", "", "", "United Kingdom", "", "", ""}CODE
LOWinternal/bridge/observe/snapshot_budget_test.go199 {name: "valued", node: A11yNode{Ref: "e1", Role: "textbox", Value: "user@example.com"}},CODE
LOWinternal/browsers/ghostchrome/staticfetch/semantics.go133 if ph, ok := el.GetAttribute("placeholder"); ok {CODE
LOWinternal/handlers/snapshot_enrichment_test.go125 for _, field := range []string{`"tag"`, `"testid"`, `"placeholder"`} {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.md356 "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.md155pinchtab_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
LOWplugins/openclaw/policy.ts51export function checkNetworkInterceptPolicy(cfg: PluginConfig): { allowed: boolean; error?: string } {CODE
LOWplugins/openclaw/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.ts59export function httpGetFollowingRedirects(CODE
AI Slop Vocabulary5 hits · 15 pts
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MEDIUMtests/e2e/docker-compose-multi.yml2# here rather than inherited. A harness whose logs exist to explain a failingCOMMENT
MEDIUMtests/e2e/docker-compose.yml2# here rather than inherited. A harness whose logs exist to explain a failingCOMMENT
MEDIUMinternal/bridge/observe/bounds.go132 // 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
Example Usage Blocks9 hits · 14 pts
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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
Modern AI Meta-Vocabulary3 hits · 9 pts
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MEDIUMplugins/grok/skills/pinchtab/references/api.md465## Tab locking (multi-agent)COMMENT
MEDIUMtests/e2e/scenarios/infra/orchestrator-extended.sh2# orchestrator-extended.sh — API full orchestration scenarios.COMMENT
MEDIUMskills/pinchtab/references/api.md465## Tab locking (multi-agent)COMMENT
Verbosity Indicators4 hits · 9 pts
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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
Synthetic Comment Markers1 hit · 8 pts
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HIGHinternal/audit/enrich.go46 // URL is the audited page URL as requested.COMMENT
Redundant / Tautological Comments4 hits · 7 pts
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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