AI Slop Code Risk Monitor

agavra/tuicr

SlopCodeMonitor badge for agavra/tuicr Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

a code review TUI with vim keybindings

1.5 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for agavra/tuicr, a Rust project with 3,497 GitHub stars. SynthScan examined 120,901 lines of code across 200 source files, recording 151 pattern matches distributed across 10 syntactic categories. The legacy adjusted pattern signal is 1.5 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

1.5
Adjusted Signal
1.5
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
3.5K
Stars
Rust
Language
120.9K
Lines of Code
200
Files
151
Pattern Hits
2026-10-31
Scan Date
0.02
HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 5.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 142 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

Are imports declared and package/API names verified? 2 finding(s).

Agent Over-Engineering Ratio 1.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 9 finding(s).

PR Review Velocity Impact 7.1/100 · LOW

Which changes need focused human review? 151 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 4MEDIUM 4LOW 143

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 151 distinct pattern matches across 10 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. 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 configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block132 hits · 132 pts
SeverityFileLineSnippetContext
LOWskills/tuicr/tuicr-wrapper-herdr.sh121 # under fish. Wrap the payload in `bash -c` so the pane's shell only has toCOMMENT
LOWsrc/terminal_state.rs141COMMENT
LOWsrc/slug.rs1//! Deterministic identifiers for review targets.COMMENT
LOWsrc/editor.rs1use std::ffi::OsString;COMMENT
LOWsrc/editor.rs21 /// review a read-only snapshot of the reviewed revision.COMMENT
LOWsrc/editor.rs41}COMMENT
LOWsrc/editor.rs81 }COMMENT
LOWsrc/main.rs501COMMENT
LOWsrc/process.rs141 }COMMENT
LOWsrc/cli.rs201/// Non-interactive review session commands.COMMENT
LOWsrc/cli.rs221 #[arg(long, value_name = "SESSION")]COMMENT
LOWsrc/cli.rs241 #[arg(long = "target-file", value_name = "PATH")]COMMENT
LOWsrc/cli.rs281 /// Repo selector used to resolve a local session slug (path orCOMMENT
LOWsrc/ui/diff_unified.rs81 let mut line_idx: usize = 0;COMMENT
LOWsrc/ui/row_height.rs1//! Wrap-aware visual row-height helper for a single annotation.COMMENT
LOWsrc/app/file_filter.rs1//! File-tree include/exclude filters and `/` search.COMMENT
LOWsrc/app/commits.rs321 /// `ReviewSession::commit_range` is written oldest-first byCOMMENT
LOWsrc/app/commits.rs781 /// Whether a comment should be visible given the current commitCOMMENT
LOWsrc/app/submit.rs1use super::*;COMMENT
LOWsrc/app/sessions_tab.rs1//! State for the Sessions tab in the review target selector.COMMENT
LOWsrc/app/mod.rs601 Summary,COMMENT
LOWsrc/app/mod.rs641 Unstaged,COMMENT
LOWsrc/app/mod.rs821/// Background-thread events that the PR tab consumes through `pr_load_rx`.COMMENT
LOWsrc/app/mod.rs921 },COMMENT
LOWsrc/app/mod.rs941 Done {COMMENT
LOWsrc/app/mod.rs961pub struct DiffWatchReload {COMMENT
LOWsrc/app/mod.rs981 pub mappable: Vec<crate::forge::submit::InlineComment>,COMMENT
LOWsrc/app/mod.rs1141 pub(crate) session_path: Option<PathBuf>,COMMENT
LOWsrc/app/mod.rs1261 /// Explicit `--repo-url` or `--remote` override. When `Some`, the canonical resolverCOMMENT
LOWsrc/app/mod.rs1281 /// `Receiver` is only present while a fetch is in flight.COMMENT
LOWsrc/app/mod.rs1301 /// loading window.COMMENT
LOWsrc/app/mod.rs1321 /// and compared against existing comment authors so the comment pane canCOMMENT
LOWsrc/app/mod.rs1361 pub show_file_list: bool,COMMENT
LOWsrc/app/mod.rs1381 /// arms the flag and parks the cursor on max; a deliberate secondCOMMENT
LOWsrc/app/mod.rs1421 pub diff_row_to_annotation: Vec<usize>,COMMENT
LOWsrc/app/mod.rs1441 pub comment_cursor_screen_pos: Option<(u16, u16)>,COMMENT
LOWsrc/app/mod.rs1461 /// Empty outside PR mode. Used as the source of truth for resolving aCOMMENT
LOWsrc/app/mod.rs1741 /// Selection + scroll offset into the filtered view. A `ratatui::List`COMMENT
LOWsrc/app/mod.rs1881 pub file_path: Option<&'a str>,COMMENT
LOWsrc/app/diff_load.rs621 /// re-found by commit id, which the two synthetic rows carry as wellCOMMENT
LOWsrc/app/diff_load.rs661 /// Which diff a commit-selector subrange means.COMMENT
LOWsrc/app/diff_load.rs741 )),COMMENT
LOWsrc/app/diff_load.rs881COMMENT
LOWsrc/app/diff_load.rs1001 ms => {COMMENT
LOWsrc/app/diff_load.rs1321 }COMMENT
LOWsrc/app/diff_load.rs1401 // Falls back to clamping when the anchored commit is gone, whichCOMMENT
LOWsrc/app/diff_load.rs1461 /// A row this does not recognise is kept. `is_special_commit` decides whatCOMMENT
LOWsrc/app/diff_load.rs1561 /// An endpoint of the selection is missing from the rebuilt pane, becauseCOMMENT
LOWsrc/app/editor_target.rs1//! Read-only snapshots of a reviewed revision for the external editor.COMMENT
LOWsrc/app/init.rs901 // and the GitHub parser would otherwise claim the host. Gitea next:COMMENT
LOWsrc/app/pr.rs881 // Clone the summary so we drop the immutable borrow before mutatingCOMMENT
LOWsrc/app/theme_picker.rs181 /// `self.theme`, without touching the VCS. Cheap: proportional to oneCOMMENT
LOWsrc/app/tests/diff_watch_tests.rs521COMMENT
LOWsrc/app/tests/diff_watch_tests.rs601/// are keyed by hunk content rather than by position. An edited hunkCOMMENT
LOWsrc/config/mod.rs101/// top-level `export_legend` key also feeds: `[export]` may only override itCOMMENT
LOWsrc/config/mod.rs181 /// `<leader>s` or `:set commits!`.COMMENT
LOWsrc/config/mod.rs201 /// Where wrapped unified diff rows continue: `"flow"` (the default) orCOMMENT
LOWsrc/terminal_state/keyboard_probe.rs1//! Startup probe for kitty keyboard protocol support.COMMENT
LOWsrc/input/keybindings.rs121 /// Begin editing the local filter inside the PR tab (`/`).COMMENT
LOWsrc/input/keybindings.rs301 (KeyCode::Char('O'), _) => Action::CollapseAll,COMMENT
72 more matches not shown…
Empty Error Handlers4 hits · 20 pts
SeverityFileLineSnippetContext
HIGHscripts/demo/drive_demo.py106except (pexpect.TIMEOUT, pexpect.EOF):CODE
HIGHscripts/demo/drive_demo.py118except pexpect.TIMEOUT:CODE
HIGHscripts/demo/drive_demo.py295except (pexpect.TIMEOUT, pexpect.EOF):CODE
HIGHscripts/demo/drive_demo.py314except (pexpect.TIMEOUT, pexpect.EOF):CODE
Redundant / Tautological Comments6 hits · 9 pts
SeverityFileLineSnippetContext
LOWskills/tuicr/tuicr-wrapper.sh79 # Check if tuicr is already running in any tmux paneCOMMENT
LOWskills/tuicr/tuicr-wrapper.sh126 # Check if --stdout is supported and set up output captureCOMMENT
LOWskills/tuicr/tuicr-wrapper.sh189 # Check if we're in tmuxCOMMENT
LOWskills/tuicr/tuicr-wrapper.sh203 # Check if tuicr is already runningCOMMENT
LOWskills/tuicr/tuicr-wrapper-zellij.sh233 # Check if we're in zellijCOMMENT
LOWskills/tuicr/tuicr-wrapper-zellij.sh247 # Check if tuicr is already runningCOMMENT
Excessive Try-Catch Wrapping2 hits · 3 pts
SeverityFileLineSnippetContext
LOWscripts/demo/drive_demo.py236 except Exception:CODE
MEDIUMscripts/demo/drive_demo.py196def read_pasteboard() -> str:CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMskills/tuicr/tuicr-wrapper.sh140 # Create the split pane with tuicr, signal when doneCOMMENT
Decorative Section Separators1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/ui/diff_view.rs1147/// File-section header lines (the `═══ path/to/file [M] …══════` rows thatCOMMENT
Modern AI Meta-Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUMAGENTS.md31│ ├── install.rs # `tuicr update` orchestration, release verification, and runtime adapterCODE
Hyper-Verbose Identifiers2 hits · 2 pts
SeverityFileLineSnippetContext
LOWscripts/demo/drive_demo.py210def expected_comments_missing(content: str) -> list[str]:CODE
LOWscripts/demo/drive_demo.py240def resolve_clipboard_markdown(captured_output: str) -> str:CODE
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/demo/drive_demo.py9CODE
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/forge/gerrit/models.rs430 "owner": {"username": "jdoe", "name": "John Doe"},CODE