A simple GUI client to manage a Quip Network node
This report presents the forensic synthetic code analysis of QuipNetwork/quip-node-manager, a Rust project with 5,492 GitHub stars. SynthScan v2.0 examined 22,730 lines of code across 49 source files, recording 177 pattern matches distributed across 5 syntactic categories. The overall adjusted score of 17.7 places this repository in the Moderate 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 177 distinct pattern matches across 5 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 | .gitlab-ci.yml | 15 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 17 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 41 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 43 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 72 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 74 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 95 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 97 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 143 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 145 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 172 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | .gitlab-ci.yml | 174 | # --------------------------------------------------------------------------- | COMMENT |
| MEDIUM | scripts/install.sh | 13 | # ── Detect platform ────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | scripts/install.sh | 29 | # ── Fetch latest release tag ──────────────────────────────────────────────── | COMMENT |
| MEDIUM | scripts/install.sh | 35 | # ── Build artifact URL ────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | scripts/install.sh | 49 | # ── Download ──────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | scripts/install.sh | 55 | # ── Install ───────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/tui_ui.rs | 471 | // ─── Log panel (bottom drawer) ──────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/tui_ui.rs | 519 | // ─── Footer ─────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/tui_ui.rs | 529 | // ─── Widget helpers ─────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/cmd.rs | 19 | // ── known tool-install directories (safety net) ─────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/cmd.rs | 60 | // ── login-shell PATH discovery ───────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/cmd.rs | 120 | // ── manual override (modal / settings integration point) ────────────────── | COMMENT |
| MEDIUM | src-tauri/src/cmd.rs | 139 | // ── PATH assembly + cache ───────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/cmd.rs | 185 | // ── public command constructor ───────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/lib.rs | 124 | // ── One-time cleanup of pre-v0.2 native binaries ────── | COMMENT |
| MEDIUM | src-tauri/src/lib.rs | 131 | // ── System tray ────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/lib.rs | 235 | // ── Background update monitor ──────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/lib.rs | 239 | // ── Node health monitor (15 s poll loop) ───────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 30 | // ── logging helpers (moved verbatim from docker.rs) ──────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 66 | // ── host uid/gid (moved verbatim from docker.rs) ─────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 89 | // ── profile + services selection ─────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 131 | // ── compose command builder ──────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 191 | // ── postgres identity ────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 207 | // ── .env generation ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 355 | // ── streaming compose output ─────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 491 | // ── image registry paths ─────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/compose.rs | 515 | // ── Tauri commands ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 12 | // ─── Types ──────────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 81 | // ─── Shared state ───────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 119 | // ─── Per-check context ──────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 186 | // ─── Low-level probes ───────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 599 | // ─── public_host start precondition ─────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 669 | // ─── Check registry ─────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 763 | // ─── Per-check async runners ────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 1064 | // ─── Event emission ─────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 1104 | // ─── Recheck dispatcher ─────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 1204 | // ─── Tauri commands ─────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/checklist.rs | 1235 | // ─── TUI helpers ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/update.rs | 148 | // ── Update channel resolution ────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/update.rs | 333 | // ── Shared update-check path (periodic monitor + manual button) ──────────── | COMMENT |
| MEDIUM | src-tauri/src/log_stream.rs | 203 | // ─── File tailing ──────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/log_stream.rs | 273 | // ─── Multi-source fan-in ───────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/log_stream.rs | 412 | // ─── Public API ────────────────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/log_stream.rs | 488 | // ── parse_compose_prefix ─────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/log_stream.rs | 524 | // ── map_compose_service_to_source ────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/log_stream.rs | 576 | // ── entry_from_compose_line (prefix + last-source carry) ─────────────── | COMMENT |
| MEDIUM | src-tauri/src/log_stream.rs | 613 | // ── parse_log_line ───────────────────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/validator_rpc.rs | 47 | // ── Task 3: read-only JSON-RPC client ──────────────────────────────────────── | COMMENT |
| MEDIUM | src-tauri/src/validator_rpc.rs | 146 | // ── Task 4: Account id from keystore ───────────────────────────────────────── | COMMENT |
| 66 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | .gitlab-ci.yml | 41 | # --------------------------------------------------------------------------- | COMMENT |
| LOW | src-tauri/src/stack_assets.rs | 1 | // SPDX-License-Identifier: AGPL-3.0-or-later | COMMENT |
| LOW | src-tauri/src/stack_assets.rs | 21 | //! `config::FAUCET_URL` in the rendered config.toml. | COMMENT |
| LOW | src-tauri/src/stack_assets.rs | 61 | COMMENT | |
| LOW | src-tauri/src/stack_assets.rs | 81 | COMMENT | |
| LOW | src-tauri/src/native.rs | 81 | /// itself, per the `[cpu]`/`[metal]` sections of the config it is given. | COMMENT |
| LOW | src-tauri/src/native.rs | 621 | /// most recent release that ships this platform's asset, so release-candidate | COMMENT |
| LOW | src-tauri/src/native.rs | 861 | let msg = start_native_node_core(Arc::clone(&sink), &state).await?; | COMMENT |
| LOW | src-tauri/src/native.rs | 1101 | let rc_app = app.clone(); | COMMENT |
| LOW | src-tauri/src/registry.rs | 1 | // SPDX-License-Identifier: AGPL-3.0-or-later | COMMENT |
| LOW | src-tauri/src/config.rs | 1 | // SPDX-License-Identifier: AGPL-3.0-or-later | COMMENT |
| LOW | src-tauri/src/config.rs | 81 | /// | COMMENT |
| LOW | src-tauri/src/cmd.rs | 1 | // SPDX-License-Identifier: AGPL-3.0-or-later | COMMENT |
| LOW | src-tauri/src/compose.rs | 201 | /// and we run under `--project-name quip` with a `pgdata` volume key (the fixed | COMMENT |
| LOW | src-tauri/src/compose.rs | 341 | COMMENT | |
| LOW | src-tauri/src/compose.rs | 361 | /// How to surface a compose command's output. | COMMENT |
| LOW | src-tauri/src/compose.rs | 661 | _ => {} | COMMENT |
| LOW | src-tauri/src/compose.rs | 681 | #[tauri::command] | COMMENT |
| LOW | src-tauri/src/compose.rs | 941 | } | COMMENT |
| LOW | src-tauri/src/compose.rs | 1021 | /// destroy containers; recreating from a clean slate is the Start path's job | COMMENT |
| LOW | src-tauri/src/compose.rs | 1041 | } | COMMENT |
| LOW | src-tauri/src/checklist.rs | 301 | /// Outcome of `probe_port_forwarding`. v0.2 uses `checkport` TCP probes for | COMMENT |
| LOW | src-tauri/src/checklist.rs | 341 | /// the host at all" from "host responded, just not as expected" and from | COMMENT |
| LOW | src-tauri/src/checklist.rs | 361 | /// | COMMENT |
| LOW | src-tauri/src/checklist.rs | 681 | "port-validator", | COMMENT |
| LOW | src-tauri/src/migration_v2.rs | 181 | /// v0.1 native-mode node artifacts that live alongside manager state in the | COMMENT |
| LOW | src-tauri/src/update.rs | 101 | name: String, | COMMENT |
| LOW | src-tauri/src/update.rs | 141 | /// `rc.2` → 2). Used only to order pre-releases against each other; the | COMMENT |
| LOW | src-tauri/src/log_stream.rs | 341 | fn stream_compose_all<F>(stop: &Arc<Mutex<bool>>, child_pid: &Arc<Mutex<Option<u32>>>, emit: Arc<F>) | COMMENT |
| LOW | src-tauri/src/progress.rs | 1 | // SPDX-License-Identifier: AGPL-3.0-or-later | COMMENT |
| LOW | src-tauri/src/tui_app.rs | 701 | /// This MUST be derived rather than stored. `FormState.image_tag` used to | COMMENT |
| LOW | src-tauri/src/settings.rs | 21 | } | COMMENT |
| LOW | src-tauri/src/settings.rs | 221 | // Network | COMMENT |
| LOW | src-tauri/src/settings.rs | 281 | COMMENT | |
| LOW | src-tauri/src/network.rs | 1 | // SPDX-License-Identifier: AGPL-3.0-or-later | COMMENT |
| LOW | src/app.js | 41 | // debounced value used for matching so typing does not thrash the DOM. | COMMENT |
| LOW | src/app.js | 261 | // would otherwise override `hidden` and keep both elements visible. | COMMENT |
| LOW | src/app.js | 901 | sub.textContent = 'Node not running'; | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | OSX.md | 18 | ## Step 1: Create a Developer ID Certificate | COMMENT |
| LOW | OSX.md | 37 | ## Step 2: Build the App | COMMENT |
| LOW | OSX.md | 52 | ## Step 3: Code Sign the App Bundle | COMMENT |
| LOW | OSX.md | 76 | ## Step 4: Create a DMG | COMMENT |
| LOW | OSX.md | 96 | ## Step 5: Notarize the DMG | COMMENT |
| LOW | OSX.md | 119 | ## Step 6: Staple the Notarization Ticket | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | AGENTS.md | 46 | ├── compose.rs # docker compose orchestration: miner + | CODE |
| MEDIUM | docs/superpowers/plans/2026-07-04-tui-gui-parity.md | 7 | **Architecture:** The GUI's orchestration functions (`start_stack`, `stop_stack`, `pull_compose_images`, `start_native_n | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | src/app.js | 95 | function dashboardHostnameForSettings(settings) { | CODE |
| LOW | src/app.js | 1181 | function allLogEntriesInArrivalOrder() { | CODE |
| LOW | src/app.js | 1230 | function updateLogFilterClearButton() { | CODE |
| LOW | src/app.js | 1325 | function scheduleLogTextFilterApply() { | CODE |
| LOW | src/app.js | 1596 | function handleBinaryDownloadProgress(ev) { | CODE |