High-performance browser automation bridge and multi-instance orchestrator with advanced stealth injection and real-time dashboard.
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).
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.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 7 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 23 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 31 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/sessions-extended.sh | 47 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/sessions-extended.sh | 57 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/sessions-extended.sh | 65 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 80 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 88 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 102 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 116 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 130 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 143 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 168 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 191 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/sessions-extended.sh | 199 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 163 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 175 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 187 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 199 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 211 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 223 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 247 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 256 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 268 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 284 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 309 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 334 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 349 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 368 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 405 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/system-extended.sh | 549 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/system-extended.sh | 557 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/system-extended.sh | 565 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/system-extended.sh | 573 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/system-extended.sh | 594 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/system-extended.sh | 602 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | tests/e2e/scenarios/infra/system-extended.sh | 610 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 9 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 22 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 34 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 45 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 67 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 81 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 95 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 114 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 131 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 139 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 150 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 162 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 180 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 181 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 271 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 281 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 299 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 308 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 323 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 349 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 367 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 396 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/system-extended.sh | 431 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| 791 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cmd/pinchtab/cmd_cli_register.go | 381 | } | COMMENT |
| LOW | tests/tools/docker-compose.benchmark.yml | 1 | services: | COMMENT |
| LOW | tests/tools/runner/internal/e2e/provider.go | 361 | // writeGhostChromeConfig reads a chrome-flavoured pinchtab config and writes a | COMMENT |
| LOW | tests/tools/scripts/record-run-usage.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | tests/tools/scripts/baseline.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | tests/stealth-score/up.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | tests/optimization/up.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | tests/soak/setup.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | tests/e2e/scenarios/infra/browser-routing-extended.sh | 1 | #!/bin/bash | COMMENT |
| LOW | tests/e2e/scenarios/infra/browser-routing-smoke.sh | 1 | #!/bin/bash | COMMENT |
| LOW | tests/e2e/scenarios/infra/browser-routing-smoke.sh | 61 | COMMENT | |
| LOW | tests/e2e/scenarios/infra/browser-routing-smoke.sh | 121 | # * then the cloak block above becomes assert_ok + the same content/node | COMMENT |
| LOW | tests/e2e/scenarios/infra/screencast-cloak-diag.sh | 1 | #!/bin/bash | COMMENT |
| LOW | tests/e2e/scenarios/cli/actions-extended.sh | 501 | pt_ok snap # establish baseline | COMMENT |
| LOW | tests/e2e/scenarios/api/actions-extended.sh | 801 | # Three bugs were fixed together: | COMMENT |
| LOW | tests/e2e/scenarios/api/network-route-smoke.sh | 1 | #!/bin/bash | COMMENT |
| LOW | tests/e2e/scenarios/api/tabs-autoclose-smoke.sh | 1 | #!/bin/bash | COMMENT |
| LOW | tests/e2e/scenarios/api/annotate-basic.sh | 1 | #!/bin/bash | COMMENT |
| LOW | internal/selector/selector.go | 1 | // Package selector provides a unified element targeting system. | COMMENT |
| LOW | internal/selector/selector.go | 101 | // | COMMENT |
| LOW | internal/autosolver/interfaces.go | 1 | // Package autosolver provides a modular, interface-driven system for | COMMENT |
| LOW | internal/security/allowlist.go | 1 | // Package security owns the cross-cutting host allowlist primitive sourced | COMMENT |
| LOW | internal/bridge/route_rules.go | 21 | // | COMMENT |
| LOW | internal/bridge/route_rules.go | 141 | // "tracker.io" matches "https://tracker.io/x" and "https://x?ref=tracker.io". | COMMENT |
| LOW | internal/bridge/route_rules.go | 161 | // Method, when non-empty, narrows matches to the given HTTP method | COMMENT |
| LOW | internal/bridge/route_rules.go | 201 | // chrome-extension:, about:) are ALWAYS denied — fulfilling those either | COMMENT |
| LOW | internal/bridge/action_resolve.go | 281 | .replace(/\s+/g, " ") | COMMENT |
| LOW | internal/bridge/action_request.go | 21 | // "xpath://div" → XPath expression | COMMENT |
| LOW | internal/bridge/action_request.go | 41 | COMMENT | |
| LOW | internal/bridge/action_request.go | 81 | COMMENT | |
| LOW | internal/bridge/profile_lock.go | 1 | // profile_lock.go handles stale browser profile lock recovery for | COMMENT |
| LOW | internal/bridge/screenshot.go | 161 | // scale/beyond-viewport effect. So keep it off only for the plain/native-scale | COMMENT |
| LOW | internal/bridge/runtime/proxy_auth.go | 21 | } | COMMENT |
| LOW | internal/bridge/runtime/init.go | 181 | opts = append(opts, chromedp.Flag("hide-scrollbars", true)) | COMMENT |
| LOW | internal/bridge/cdpops/element_ops.go | 61 | // 4. Case-insensitive substring of visible text (last resort). | COMMENT |
| LOW | internal/doctor/checks_system_test.go | 221 | r := runCloakPresent(t) | COMMENT |
| LOW | internal/solver/solver.go | 1 | // Package solver defines the interface for pluggable challenge solvers. | COMMENT |
| LOW | …ernal/browsers/ghostchrome/bridgekit/bridge_adapter.go | 1 | // Package bridgekit provides BridgeAdapter, a bridge.BridgeAPI wrapper | COMMENT |
| LOW | …owsers/ghostchrome/bridgekit/bridge_adapter_content.go | 121 | COMMENT | |
| LOW | internal/instance/types.go | 1 | // Package instance implements the decomposed InstanceManager (Facade Pattern). | COMMENT |
| LOW | internal/idpi/domain.go | 1 | package idpi | COMMENT |
| LOW | internal/idpi/idpi.go | 1 | // Package idpi implements a configurable, layered defense against Indirect | COMMENT |
| LOW | internal/idpi/guard.go | 1 | package idpi | COMMENT |
| LOW | internal/assets/stealth.js | 421 | COMMENT | |
| LOW | internal/handlers/network_route.go | 21 | ResourceType string `json:"resourceType,omitempty"` | COMMENT |
| LOW | internal/handlers/network_route.go | 41 | // HandleNetworkUnroute removes one or all rules. | COMMENT |
| LOW | internal/handlers/upload.go | 41 | _ = os.RemoveAll(dir) | COMMENT |
| LOW | internal/handlers/navigation_browser_test.go | 221 | if !strings.Contains(w.Body.String(), "unknown browser") { | COMMENT |
| LOW | internal/handlers/solver.go | 21 | // tried in order via auto-detection. When "solver" is set (e.g. "cloudflare"), | COMMENT |
| LOW | internal/handlers/actions.go | 521 | // runMultiStepActionTail runs the per-step work shared by the /actions batch and | COMMENT |
| LOW | internal/handlers/handlers.go | 261 | // routeBinding pairs one catalog Endpoint.Route() with the handlers that serve | COMMENT |
| LOW | internal/handlers/find.go | 41 | // snapshot for a tab. If no cached snapshot exists, it is fetched | COMMENT |
| LOW | internal/handlers/network.go | 201 | // @Description Returns captured network requests/responses for the active or specified tab | COMMENT |
| LOW | internal/handlers/network.go | 381 | // @Description Streams network entries in real-time as they are captured | COMMENT |
| LOW | internal/handlers/capture.go | 21 | // artefacts plus a frame/loader parity check (pairing.navigated) and an | COMMENT |
| LOW | internal/handlers/network_export_stream.go | 21 | // @Description Live capture: write entries to file as they are captured | COMMENT |
| LOW | internal/handlers/count.go | 41 | // @Endpoint GET /tabs/{id}/count | COMMENT |
| LOW | internal/handlers/snapshot.go | 21 | // @Endpoint GET /snapshot | COMMENT |
| LOW | internal/handlers/snapshot.go | 41 | // | COMMENT |
| LOW | internal/handlers/autosolver.go | 21 | COMMENT | |
| 17 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/soak/setup.sh | 53 | open('/fixtures/heavy.html','w').write('<html><body><table>'+''.join(f'<tr><td>{i}</td><td>lorem ipsum dolor sit amet {i | CODE |
| LOW | tests/soak/setup.sh | 53 | open('/fixtures/heavy.html','w').write('<html><body><table>'+''.join(f'<tr><td>{i}</td><td>lorem ipsum dolor sit amet {i | CODE |
| LOW⚡ | tests/e2e/scenarios/api/actions-extended.sh | 216 | action_type_humanized "$NAME_REF" "John Doe" | CODE |
| LOW⚡ | tests/e2e/scenarios/api/actions-extended.sh | 219 | assert_value "textbox" "Name" "John Doe" | CODE |
| LOW | plugin/openclaw.plugin.json | 103 | "baseUrl": { "label": "Base URL", "placeholder": "http://localhost:9867" }, | CODE |
| LOW | plugin/openclaw.plugin.json | 105 | "timeoutMs": { "label": "Timeout (ms)", "placeholder": "30000" }, | CODE |
| LOW | internal/selector/selector.go | 42 | KindPlaceholder Kind = "placeholder" | CODE |
| LOW | internal/autosolver/autosolver_test.go | 300 | User: "user@example.com", | CODE |
| LOW | internal/autosolver/semantic/adapter.go | 395 | name := extractAttr(snippet, "placeholder") | CODE |
| LOW | internal/autosolver/semantic/adapter.go | 432 | placeholder := extractAttr(snippet, "placeholder") | CODE |
| LOW | internal/bridge/semantic_metadata.go | 14 | Placeholder string `json:"placeholder"` | CODE |
| LOW | internal/bridge/semantic_metadata.go | 169 | placeholder: attr("placeholder"), | CODE |
| LOW | internal/browsers/ghostchrome/staticfetch/semantics.go | 116 | if ph, ok := el.GetAttribute("placeholder"); ok { | CODE |
| LOW | docs/showcase.md | 127 | -d '{"kind":"fill","ref":"e3","text":"user@example.com"}' | jq . | CODE |
| LOW | docs/showcase.md | 129 | pinchtab fill e3 "user@example.com" | CODE |
| LOW | docs/deep-dive/logs/lpe-sonnet46-1.txt | 170 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lpe-sonnet46-1.txt | 176 | ▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe',... | CODE |
| LOW | docs/deep-dive/logs/lpe-sonnet46-2.txt | 170 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lpe-sonnet46-2.txt | 176 | ▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe',... | CODE |
| LOW | docs/deep-dive/logs/lae2.txt | 158 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/lae3.txt | 158 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/lae1.txt | 158 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/lae1.txt | 268 | ▶ ./scripts/ab fill @e6 "555-1234" | CODE |
| LOW | docs/deep-dive/logs/lae2-sonnet46-2.txt | 164 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/la2.txt | 136 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/la2.txt | 146 | ▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe'"... | CODE |
| LOW | docs/deep-dive/logs/la3.txt | 136 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/la3.txt | 146 | ▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe'"... | CODE |
| LOW | docs/deep-dive/logs/la3.txt | 173 | ▶ ./scripts/ab fill @e7 "555-1234" | CODE |
| LOW | docs/deep-dive/logs/la1.txt | 136 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/la4.txt | 136 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/lae1-sonnet46-1.txt | 164 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/la5.txt | 136 | ▶ ./scripts/ab fill @e4 "John Doe" | CODE |
| LOW | docs/deep-dive/logs/lp1.txt | 159 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lp2.txt | 148 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lp3.txt | 148 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lpe1.txt | 170 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lpe3.txt | 170 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lpe3.txt | 176 | ▶ ./scripts/runner step-end 1 1 answer "Filled Full Name field with 'John Doe',... | CODE |
| LOW | docs/deep-dive/logs/lp4.txt | 148 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lp4.txt | 166 | ▶ ./scripts/pt fill e5 "555-1234" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lp5.txt | 159 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/deep-dive/logs/lpe2.txt | 170 | ▶ ./scripts/pt fill e3 "John Doe" --snap-diff | CODE |
| LOW | docs/reference/config.md | 341 | "signup": { "name": "Jane Doe", "email": "you@example.com", "password": "..." }, | CODE |
| LOW | docs/reference/fill.md | 29 | pinchtab fill "#email" "user@example.com" # Fill by CSS | CODE |
| LOW | docs/reference/fill.md | 30 | pinchtab fill "text:Email" "test@test.com" # Fill by text selector | CODE |
| LOW | skills/pinchtab-mcp/SKILL.md | 140 | pinchtab_fill(selector="e3", value="user@example.com") | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 21 | // Step 2: Convert to FileConfig (what buildChildFileConfig does) | COMMENT |
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 28 | // Step 3: Marshal to JSON (what writeChildConfig does) | COMMENT |
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 52 | // Step 4: Write to a temp file (what writeChildConfig does) | COMMENT |
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 59 | // Step 5: Load via config.Load() with PINCHTAB_CONFIG pointing to child config | COMMENT |
| LOW | docs/get-started.md | 91 | ### Step 1: start the server | COMMENT |
| LOW | docs/get-started.md | 103 | ### Step 2: start your first instance | COMMENT |
| LOW | docs/get-started.md | 123 | ### Step 3: navigate | COMMENT |
| LOW | docs/get-started.md | 139 | ### Step 4: inspect the page | COMMENT |
| LOW | docs/guides/attach-chrome.md | 79 | ## Step 1: enable attach policy | COMMENT |
| LOW | docs/guides/attach-chrome.md | 112 | ## Step 2: start Chrome with remote debugging | COMMENT |
| LOW | docs/guides/attach-chrome.md | 126 | ## Step 3: get the browser WebSocket URL | COMMENT |
| LOW | docs/guides/attach-chrome.md | 142 | ## Step 4: attach it to PinchTab | COMMENT |
| LOW | docs/guides/attach-chrome.md | 174 | ## Step 5: confirm it is registered | COMMENT |
| LOW | docs/guides/mcp-agents.md | 23 | ## Step 1: Start PinchTab | COMMENT |
| LOW | docs/guides/mcp-agents.md | 41 | ## Step 2: Configure Your MCP Client | COMMENT |
| LOW | docs/guides/remote-bridge-orchestrator.md | 113 | ## Step 1: Start The Remote Bridge | COMMENT |
| LOW | docs/guides/remote-bridge-orchestrator.md | 139 | ## Step 2: Verify The Bridge Directly | COMMENT |
| LOW | docs/guides/remote-bridge-orchestrator.md | 154 | ## Step 3: Attach The Bridge To The Orchestrator | COMMENT |
| LOW | docs/guides/remote-bridge-orchestrator.md | 194 | ## Step 4: Confirm It Is Registered | COMMENT |
| LOW | docs/guides/remote-bridge-orchestrator.md | 205 | ## Step 5: Use Normal Orchestrator Routes | COMMENT |
| LOW | docs/guides/tailscale-bridge-orchestrator.md | 133 | ## Step 1: Start The Bridge On Machine B | COMMENT |
| LOW | docs/guides/tailscale-bridge-orchestrator.md | 158 | ## Step 2: Prove Machine A Can Reach Machine B | COMMENT |
| LOW | docs/guides/tailscale-bridge-orchestrator.md | 179 | ## Step 3: Configure The Orchestrator On Machine A | COMMENT |
| LOW | docs/guides/tailscale-bridge-orchestrator.md | 225 | ## Step 4: Attach The Bridge | COMMENT |
| LOW | docs/guides/tailscale-bridge-orchestrator.md | 257 | ## Step 5: Control The Remote Browser From Machine A | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | plugin/policy.ts | 51 | export function checkNetworkInterceptPolicy(cfg: PluginConfig): { allowed: boolean; error?: string } { | CODE |
| LOW | plugin/client.ts | 102 | export function clearPinchtabSessionCache(): void { | CODE |
| LOW⚡ | internal/assets/stealth.js | 20 | function deriveNavigatorPlatformFromUA(ua) { | CODE |
| LOW | internal/assets/stealth.js | 84 | function recordNativeFunctionSource(fn, name) { | CODE |
| LOW | internal/assets/stealth.js | 95 | function installFunctionToStringMask(targetProto) { | CODE |
| LOW | internal/assets/stealth.js | 127 | function wrapConstructableAsNative(fn, constructHandler) { | CODE |
| LOW | internal/assets/stealth.js | 174 | function wrapProxyHandlerWithSanitizedErrors(handler) { | CODE |
| LOW | dashboard/src/types/index.ts | 485 | export function normalizeBackendConfigState( | CODE |
| LOW | dashboard/src/types/index.ts | 497 | export function normalizeDashboardServerInfo( | CODE |
| LOW | dashboard/src/types/index.ts | 508 | export function normalizeMonitoringSnapshot( | CODE |
| LOW | …src/components/molecules/SidebarPanelFooterActions.tsx | 24 | export default function SidebarPanelFooterActions({ | CODE |
| LOW | dashboard/src/activities/selectors.ts | 52 | export function normalizeDashboardActivityEvent( | CODE |
| LOW | dashboard/src/activities/selectors.ts | 123 | export function mergeDashboardActivityEvents( | CODE |
| LOW | dashboard/src/activities/selectors.ts | 228 | export function partitionAgentThreadEvents( | CODE |
| LOW | …rd/src/pages/settings/OrchestrationSettingsSection.tsx | 12 | export function OrchestrationSettingsSection({ | CODE |
| LOW | …board/src/pages/settings/AutoSolverSettingsSection.tsx | 12 | export function AutoSolverSettingsSection({ | CODE |
| LOW | …ard/src/pages/settings/SecurityIdpiSettingsSection.tsx | 19 | export function SecurityIdpiSettingsSection({ | CODE |
| LOW | …rd/src/pages/settings/ObservabilitySettingsSection.tsx | 11 | export function ObservabilitySettingsSection({ | CODE |
| LOW | dashboard/src/services/realtimeReducers.ts | 74 | export function resumeTabIdFromSystemEvent(event: SystemEvent): string | null { | CODE |
| LOW | dashboard/src/services/auth.ts | 19 | export function dispatchServerUnreachable(): void { | CODE |
| LOW | dashboard/src/services/auth.ts | 41 | export function isInsecureDashboardTransport(): boolean { | CODE |
| LOW | dashboard/src/services/api/client.ts | 13 | export function resetRealtimeAuthProbeStateForTests(): void { | CODE |
| LOW | dashboard/src/services/api/client.ts | 194 | export async function handleRealtimeAuthFailure(): Promise<void> { | CODE |
| LOW | npm/src/download.ts | 27 | export function httpGetFollowingRedirects( | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tests/tools/scripts/record-run-usage.sh | 5 | # Usage: | COMMENT |
| LOW | scripts/pack-plugin.sh | 5 | # Usage: | COMMENT |
| LOW | scripts/docker-live-detection-smoke.sh | 24 | # Usage: | COMMENT |
| LOW | scripts/dev-e2e.sh | 4 | # Usage: | COMMENT |
| LOW | scripts/docker-browser-parity-smoke.sh | 18 | # Usage: | COMMENT |
| LOW | scripts/docker-cdp-attach-smoke.sh | 14 | # Usage: | COMMENT |
| LOW | scripts/docker-npm-install-smoke.sh | 28 | # Usage: | COMMENT |
| LOW | scripts/testing/simulate-ratelimit-leak.sh | 8 | # Usage: | COMMENT |
| LOW | scripts/testing/simulate-memory-load.sh | 7 | # Usage: | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 21 | // Step 2: Convert to FileConfig (what buildChildFileConfig does) | COMMENT |
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 28 | // Step 3: Marshal to JSON (what writeChildConfig does) | COMMENT |
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 52 | // Step 4: Write to a temp file (what writeChildConfig does) | COMMENT |
| LOW⚡ | internal/config/cloak_roundtrip_test.go | 59 | // Step 5: Load via config.Load() with PINCHTAB_CONFIG pointing to child config | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | internal/bridge/observe/bounds.go | 113 | // AABB across the 4 corners — robust against transformed elements. | COMMENT |
| MEDIUM | scripts/docker-browser-parity-smoke.sh | 2 | # docker-browser-parity-smoke.sh — Browser-provider parity smoke harness. | COMMENT |
| MEDIUM | scripts/docker-cdp-attach-smoke.sh | 11 | # The host process is only the harness. PinchTab and the browser under test run | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | tests/e2e/scenarios/infra/state-basic.sh | 128 | # Check if encryption key is configured | COMMENT |
| LOW | scripts/check-docs-json.sh | 14 | # Check if docs.json exists | COMMENT |
| LOW | scripts/check-gosec.sh | 8 | # Check if gosec is installed | COMMENT |
| LOW | scripts/check-gosec.sh | 39 | # Check if results file exists | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tests/e2e/scenarios/infra/orchestrator-extended.sh | 2 | # orchestrator-extended.sh — API full orchestration scenarios. | COMMENT |
| MEDIUM | skills/pinchtab/references/api.md | 463 | ## Tab locking (multi-agent) | COMMENT |