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 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).
This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 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.
| 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 | 165 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 177 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 189 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 201 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 213 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 225 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 249 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 258 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 270 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 286 | # ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/auth-extended.sh | 310 | # ───────────────────────────────────────────────────────────────── | 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 |
| 858 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | cmd/pinchtab/negative_positionals.go | 1 | package main | COMMENT |
| LOW | cmd/pinchtab/cmd_cli_docs_test.go | 61 | // whose help no longer claims cookies as its job. The CLI is the token-cheap surface the | COMMENT |
| LOW | cmd/pinchtab/cmd_cli_runtime.go | 141 | } | COMMENT |
| LOW | cmd/pinchtab/cmd_cli_register.go | 441 | cmd.GroupID = groupID | COMMENT |
| LOW | cmd/pinchtab/unknown_subcommand.go | 61 | if sub.IsAvailableCommand() { | COMMENT |
| LOW | cmd/pinchtab/cmd_session.go | 121 | } | COMMENT |
| LOW | cmd/pinchtab/cmd_server_test.go | 341 | // standing in for it, and a reader would not know which path is authoritative. | COMMENT |
| LOW | cmd/pinchtab/cmd_config_secret_test.go | 1 | package main | COMMENT |
| LOW | cmd/pinchtab/cmd_server.go | 101 | } | COMMENT |
| LOW | cmd/pinchtab/cmd_bridge_test.go | 161 | // Parity with the server is a structural property, not a coincidence of two tables: | 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/docker-compose-multi.yml | 1 | # Log level for every `pinchtab server` service below: `--log-level debug`, named | COMMENT |
| LOW | tests/e2e/docker-compose-multi.yml | 21 | # `--verbose` contributes ONLY the banner *while* `--log-level` is set: applyLogLevel | COMMENT |
| LOW | tests/e2e/docker-compose-multi.yml | 161 | volumes: | COMMENT |
| LOW | tests/e2e/docker-compose.yml | 1 | # Log level for every `pinchtab server` service below: `--log-level debug`, named | COMMENT |
| LOW | tests/e2e/docker-compose.yml | 61 | default: | 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 | # FAIL-LOUD. | 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/cli/scrape-basic.sh | 1 | #!/bin/bash | 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 | tests/e2e/scenarios/api/browser-activity-basic.sh | 1 | #!/bin/bash | COMMENT |
| LOW | internal/testbrowser/profile.go | 21 | // asynchronous: when the test body returns the process is often still flushing | COMMENT |
| LOW | internal/srccensus/srccensus_test.go | 481 | COMMENT | |
| LOW | internal/srccensus/srccensus.go | 1 | // Package srccensus is the shared home for this repo's source-scanning census guards. | COMMENT |
| LOW | internal/srccensus/srccensus.go | 21 | // 2. NON-VACUITY IS STRUCTURAL. Load fails when the package yields too few files, and | COMMENT |
| LOW | internal/srccensus/srccensus.go | 121 | // module-wide rather than package-scoped, and it exists so the EXCLUSIONS are inherited | COMMENT |
| LOW | internal/srccensus/srccensus.go | 141 | } | COMMENT |
| LOW | internal/selector/selector.go | 1 | // Package selector provides a unified element targeting system. | COMMENT |
| LOW | internal/selector/selector.go | 101 | // Parse interprets a selector string and returns a typed Selector. | COMMENT |
| LOW | internal/remedy/census_test.go | 41 | COMMENT | |
| LOW | internal/remedy/remedy.go | 1 | // Package remedy owns details.remedy, the one field in an error response an agent may act | COMMENT |
| LOW | internal/autosolver/interfaces.go | 1 | // Package autosolver provides a modular, interface-driven system for | COMMENT |
| LOW | internal/scroll/direction.go | 1 | // Package scroll owns the scroll DIRECTION KEYWORD: which words name a direction, | COMMENT |
| LOW | internal/proxy/proxy.go | 21 | Client *http.Client | COMMENT |
| LOW | internal/config/config_types.go | 81 | FallbackOrder []string | COMMENT |
| LOW | internal/config/config_apply_census_test.go | 61 | } | COMMENT |
| LOW | internal/config/browser_proxy.go | 41 | COMMENT | |
| LOW | internal/config/config_methods.go | 81 | // ProxyServerRequiredAdvisory reports a proxy block that carries credentials, a bypass | COMMENT |
| LOW | internal/config/fileio.go | 61 | } | COMMENT |
| LOW | internal/security/allowlist.go | 1 | // Package security owns the cross-cutting host allowlist primitive sourced | COMMENT |
| LOW | internal/bridge/crash.go | 41 | latestGeneration uint64 | COMMENT |
| LOW | internal/bridge/fingerprint_hints_test.go | 61 | // The favicons carry the override in effect when they are SENT — they were seen with the | COMMENT |
| LOW | internal/bridge/isolated_world_test.go | 161 | // srccensus.Tree. Set well under the real count so ordinary growth or deletion does not | 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 | 41 | // fall back to the default top-level context without branching. | COMMENT |
| LOW | internal/bridge/action_resolve.go | 701 | } | COMMENT |
| 132 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | plugins/openclaw/openclaw.plugin.json | 103 | "baseUrl": { "label": "Base URL", "placeholder": "http://localhost:9867" }, | CODE |
| LOW | plugins/openclaw/openclaw.plugin.json | 105 | "timeoutMs": { "label": "Timeout (ms)", "placeholder": "30000" }, | CODE |
| LOW | plugins/grok/skills/pinchtab-mcp/SKILL.md | 155 | pinchtab_fill(selector="e3", value="user@example.com") | 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/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 | 239 | action_type_humanized "$NAME_REF" "John Doe" | CODE |
| LOW⚡ | tests/e2e/scenarios/api/actions-extended.sh | 242 | assert_value "textbox" "Name" "John Doe" | CODE |
| LOW | internal/selector/selector.go | 45 | KindPlaceholder Kind = "placeholder" | CODE |
| LOW | internal/autosolver/autosolver_test.go | 308 | User: "user@example.com", | CODE |
| LOW | internal/autosolver/semantic/adapter.go | 342 | name := extractAttr(snippet, "placeholder") | CODE |
| LOW | internal/autosolver/semantic/adapter.go | 379 | placeholder := extractAttr(snippet, "placeholder") | CODE |
| LOW | internal/bridge/semantic_metadata.go | 15 | Placeholder string `json:"placeholder"` | CODE |
| LOW | internal/bridge/semantic_metadata.go | 191 | placeholder: attr("placeholder"), | CODE |
| LOW | internal/bridge/observe/snapshot_budget_test.go | 36 | values := []string{"", "user@example.com", "", "", "United Kingdom", "", "", ""} | CODE |
| LOW | internal/bridge/observe/snapshot_budget_test.go | 199 | {name: "valued", node: A11yNode{Ref: "e1", Role: "textbox", Value: "user@example.com"}}, | CODE |
| LOW | internal/browsers/ghostchrome/staticfetch/semantics.go | 133 | if ph, ok := el.GetAttribute("placeholder"); ok { | CODE |
| LOW | internal/handlers/snapshot_enrichment_test.go | 125 | for _, field := range []string{`"tag"`, `"testid"`, `"placeholder"`} { | 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 | 356 | "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 | 155 | 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 | plugins/openclaw/policy.ts | 51 | export function checkNetworkInterceptPolicy(cfg: PluginConfig): { allowed: boolean; error?: string } { | CODE |
| LOW | plugins/openclaw/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 | 59 | export function httpGetFollowingRedirects( | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tests/e2e/docker-compose-multi.yml | 2 | # here rather than inherited. A harness whose logs exist to explain a failing | COMMENT |
| MEDIUM | tests/e2e/docker-compose.yml | 2 | # here rather than inherited. A harness whose logs exist to explain a failing | COMMENT |
| MEDIUM | internal/bridge/observe/bounds.go | 132 | // 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/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 |
|---|---|---|---|---|
| MEDIUM | plugins/grok/skills/pinchtab/references/api.md | 465 | ## Tab locking (multi-agent) | COMMENT |
| MEDIUM | tests/e2e/scenarios/infra/orchestrator-extended.sh | 2 | # orchestrator-extended.sh — API full orchestration scenarios. | COMMENT |
| MEDIUM | skills/pinchtab/references/api.md | 465 | ## Tab locking (multi-agent) | 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 |
|---|---|---|---|---|
| HIGH | internal/audit/enrich.go | 46 | // URL is the audited page URL as requested. | 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 |