Repository Analysis

vicanso/zedis

Zedis: A blazing-fast, native Redis GUI built with Rust and GPUI.

5.2 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of vicanso/zedis, a Rust project with 1,920 GitHub stars. SynthScan v2.0 examined 98,360 lines of code across 239 source files, recording 394 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 5.2 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).

5.2
Adjusted Score
5.2
Raw Score
100%
Time Factor
2026-07-14
Last Push
1.9K
Stars
Rust
Language
98.4K
Lines of Code
239
Files
394
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

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

Severity Breakdown

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

CRITICAL 0HIGH 0MEDIUM 49LOW 345

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 394 distinct pattern matches across 8 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.

Over-Commented Block316 hits · 316 pts
SeverityFileLineSnippetContext
LOWbacon.toml21[jobs.clippy]COMMENT
LOWbacon.toml81# to have the cargo run output immediately displayed instead of waiting forCOMMENT
LOWcrates/zedis-db/src/key_metadata_manager.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/key_metadata_manager.rs21//! ```jsonCOMMENT
LOWcrates/zedis-db/src/error.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/favorites_manager.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/search_history_manager.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/lib.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/metrics_history.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/protos.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/scripts.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/scripts.rs21//!COMMENT
LOWcrates/zedis-db/src/history_manager.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/lua_scripts.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/lua_scripts.rs41 pub name: String,COMMENT
LOWcrates/zedis-db/src/trash.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/trash.rs21//! `[u32 LE meta_len][meta_json][payload]` so listings can decode theCOMMENT
LOWcrates/zedis-db/src/recent_keys_manager.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/cmd_history_manager.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/about.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/divider.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/lib.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/dialog.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/dialog.rs21type ZedisDialogOnOk = Rc<dyn Fn(&ClickEvent, &mut Window, &mut App) -> bool + 'static>;COMMENT
LOWcrates/zedis-ui/src/loading.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/select.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/help.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/card.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/card.rs21type ZedisCardOnClick = Box<dyn Fn(&ClickEvent, &mut Window, &mut App) + 'static>;COMMENT
LOWcrates/zedis-ui/src/card.rs41/// It supports an icon, title, description, action buttons, a footer,COMMENT
LOWcrates/zedis-ui/src/card.rs61 description: Option<SharedString>,COMMENT
LOWcrates/zedis-ui/src/card.rs361COMMENT
LOWcrates/zedis-ui/src/card.rs401 })COMMENT
LOWcrates/zedis-ui/src/form.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/form.rs381impl gpui::prelude::FluentBuilder for ZedisFormOptions {}COMMENT
LOWcrates/zedis-ui/src/form.rs401 /// ```ignoreCOMMENT
LOWcrates/zedis-core/src/env.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/lib.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/fuzzy.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/jsonpath.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/jsonpath.rs61 JsonPathOutcome::Multiple(format_value(&arr))COMMENT
LOWcrates/zedis-core/src/jsonpath.rs101// Pure, dependency-light logic so it is fully unit-testable without aCOMMENT
LOWcrates/zedis-core/src/string.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/string.rs21/// 2. **Unicode fallback**: Falls back to full Unicode lowercase comparison for non-ASCIICOMMENT
LOWcrates/zedis-core/src/ttl_cache.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/csv.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/fs.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/fs.rs61/// * `src` - Source directory pathCOMMENT
LOWcrates/zedis-core/src/fs.rs141 let dirs = UserDirs::new()?;COMMENT
LOWcrates/zedis-core/src/fs.rs161/// - **Linux**: `~/.config/zedis/` or `$XDG_CONFIG_HOME/zedis/`COMMENT
LOWcrates/zedis-core/src/diff.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/diff.rs21//! surface lean, matching the project's policy of preferring in-crateCOMMENT
LOWcrates/zedis-core/src/validate.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/hex.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/ttl.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/ttl.rs21const SECS_PER_HOUR: i64 = 3600;COMMENT
LOWcrates/zedis-core/src/ttl.rs101/// Semantic classification of a key's TTL for chip rendering. The viewCOMMENT
LOWcrates/zedis-core/src/capability.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/capability.rs21//!COMMENT
LOWcrates/zedis-core/src/capability.rs41///COMMENT
256 more matches not shown…
Decorative Section Separators43 hits · 129 pts
SeverityFileLineSnippetContext
MEDIUMcrates/zedis-core/src/capability.rs47 // ── Allowed in read-only (reads / local / pure UI) ───────────────COMMENT
MEDIUMcrates/zedis-core/src/capability.rs82 // ── Denied in read-only (mutate Redis / server state) ────────────COMMENT
MEDIUMcrates/zedis-core/src/capability.rs226 // ── reads / local: true ──────────────────────────────────────COMMENT
MEDIUMcrates/zedis-core/src/capability.rs243 // ── writes: false ────────────────────────────────────────────COMMENT
MEDIUMscripts/app_store_build.sh26# =======================================COMMENT
MEDIUMscripts/app_store_build.sh49# =======================================COMMENT
MEDIUMscripts/app_store_build.sh51# =======================================COMMENT
MEDIUMsrc/states/server/stream.rs36// ── XINFO / XPENDING parsing helpers ─────────────────────────────────────────COMMENT
MEDIUMsrc/states/server/stream.rs90// ── Async fetch ──────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/states/server/stream.rs102 // ── XINFO STREAM ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/states/server/stream.rs123 // ── XINFO GROUPS ─────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/keyspace_notifications.rs138// ── Virtualized table delegate ───────────────────────────────────────COMMENT
MEDIUMsrc/views/keyspace_notifications.rs732 // ── Render helpers ────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs278// ─── Simple flat-data table delegate ────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs352// ─── Stream editor ───────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs843 // ── Stream summary card ───────────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs897 // ── Manage groups: header + create, then per-group actions ───────────COMMENT
MEDIUMsrc/views/monitor.rs55// ── Parsed MONITOR line ──────────────────────────────────────────────COMMENT
MEDIUMsrc/views/monitor.rs151// ── Table delegate ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/monitor.rs437// ── Main view ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs95 // ── Header ─────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs127 // ── Banners ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs166 // ── Status cards ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs290 // ── Action cards ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs411 // ── Confirm dialogs ────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis.rs100// ─── Row types ───────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis.rs225// ─── Column constants ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis.rs238// ─── Helpers ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis.rs298// ─── Main component ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/key_tag_dialog.rs310// ─── Batch tag (multi-select) ───────────────────────────────────────────────COMMENT
MEDIUMsrc/views/topology.rs290 // ── Nodes tab (existing ops) ──────────────────────────────────────COMMENT
MEDIUMsrc/views/topology.rs477 // ── Slots tab ─────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/topology.rs631 // ── Load tab ──────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/topology.rs757 // ── Reshard tab ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/topology.rs996 // ── Sentinel ──────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/topology.rs1090 // ── Confirm dialogs (unchanged behaviour) ─────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/rules.rs128// ─── Recommendations (offline rule engine) ───────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/stats.rs77// ─── Row builders ────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/stats.rs167// ─── TTL distribution ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/stats.rs220// ─── Analysis status ─────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/tables.rs98// ─── Prefix table delegate ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/tables.rs287// ─── Single-key table delegate ───────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/tables.rs453// ─── Accumulator ─────────────────────────────────────────────────────────────COMMENT
Verbosity Indicators12 hits · 24 pts
SeverityFileLineSnippetContext
LOWsrc/states/app.rs1335 // Step 1: Update global state with the mutationCOMMENT
LOWsrc/states/app.rs1341 // Step 2: Persist to disk in background executorCOMMENT
LOWsrc/states/app.rs1352 // Step 3: Refresh windows to apply visual changes (theme/locale)COMMENT
LOWsrc/states/server/list.rs93 // Step 1: Set status and perform optimistic UI updateCOMMENT
LOWsrc/states/server/list.rs104 // Step 2: Spawn background task for Redis operationCOMMENT
LOWsrc/states/server/list.rs117 // Step 3: Handle error by rolling back the local stateCOMMENT
LOWsrc/states/server/set.rs134 // Step 1: Perform local optimistic updateCOMMENT
LOWsrc/states/server/set.rs144 // Step 2: Spawn background taskCOMMENT
LOWsrc/states/server/hash.rs191 // Step 1: Perform local optimistic updateCOMMENT
LOWsrc/states/server/hash.rs201 // Step 2: Spawn background taskCOMMENT
LOWsrc/views/key_tree/actions.rs112 // Step 1: Update server state with new query modeCOMMENT
LOWsrc/views/key_tree/actions.rs117 // Step 2: Update local UI stateCOMMENT
Structural Annotation Overuse12 hits · 24 pts
SeverityFileLineSnippetContext
LOWsrc/states/app.rs1335 // Step 1: Update global state with the mutationCOMMENT
LOWsrc/states/app.rs1341 // Step 2: Persist to disk in background executorCOMMENT
LOWsrc/states/app.rs1352 // Step 3: Refresh windows to apply visual changes (theme/locale)COMMENT
LOWsrc/states/server/list.rs93 // Step 1: Set status and perform optimistic UI updateCOMMENT
LOWsrc/states/server/list.rs104 // Step 2: Spawn background task for Redis operationCOMMENT
LOWsrc/states/server/list.rs117 // Step 3: Handle error by rolling back the local stateCOMMENT
LOWsrc/states/server/set.rs134 // Step 1: Perform local optimistic updateCOMMENT
LOWsrc/states/server/set.rs144 // Step 2: Spawn background taskCOMMENT
LOWsrc/states/server/hash.rs191 // Step 1: Perform local optimistic updateCOMMENT
LOWsrc/states/server/hash.rs201 // Step 2: Spawn background taskCOMMENT
LOWsrc/views/key_tree/actions.rs112 // Step 1: Update server state with new query modeCOMMENT
LOWsrc/views/key_tree/actions.rs117 // Step 2: Update local UI stateCOMMENT
AI Slop Vocabulary4 hits · 10 pts
SeverityFileLineSnippetContext
MEDIUMsrc/views/servers.rs1190/// can't be parsed. Date-only granularity (no time-of-day) keeps it robust toCOMMENT
MEDIUMsrc/views/bytes_editor.rs581 /// - No borders for seamless integrationCOMMENT
LOWsrc/views/config_doc.rs763 r#"To enable logging to the system logger, just set 'syslog-enabled' to yes, and optionally update the otherCODE
MEDIUMsrc/views/key_tree/delegate.rs599 // slot above). Absolutely positioned (out of flow → noCOMMENT
Example Usage Blocks4 hits · 6 pts
SeverityFileLineSnippetContext
LOWscripts/gen-flatpak-sources.sh7# Usage:COMMENT
LOWscripts/screenshot.sh5# Usage:COMMENT
LOWscripts/submit-winget.sh7# Usage:COMMENT
LOWscripts/submit-flathub.sh6# Usage:COMMENT
Slop Phrases2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMsrc/views/config_doc.rs89 r#"LRU, LFU and minimal TTL algorithms are not precise algorithms but approximated algorithms (in order to sCODE
MEDIUMsrc/views/config_doc.rs1056 r#"In the Redis protocol, bulk requests, that are, elements representing single strings, are normally limiteCODE
Modern AI Meta-Vocabulary1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMsrc/views/value_search.rs20//! That is `O(keyspace)` of reads, so it runs behind guardrails:COMMENT