AI Slop Code RIsk Monitor

vicanso/zedis

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

4.7 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for vicanso/zedis, a Rust project with 2,140 GitHub stars. SynthScan examined 223,803 lines of code across 462 source files, recording 871 pattern matches distributed across 9 syntactic categories. The legacy adjusted pattern signal is 4.7 (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.

4.7
Adjusted Signal
4.7
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
2.1K
Stars
Rust
Language
223.8K
Lines of Code
462
Files
871
Pattern Hits
2026-10-12
Scan Date
0.00
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 17.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 806 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 1 finding(s).

Agent Over-Engineering Ratio 4.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 64 finding(s).

PR Review Velocity Impact 20.4/100 · LOW

Which changes need focused human review? 871 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 1MEDIUM 72LOW 798

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 871 distinct pattern matches across 9 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 Block772 hits · 771 pts
SeverityFileLineSnippetContext
LOWCargo.toml81futures = { workspace = true }COMMENT
LOWCargo.toml141COMMENT
LOWCargo.toml161gpui-kit = { workspace = true, features = ["tree-sitter"] }COMMENT
LOWCargo.toml181 # SOCKS proxy connector (socks4/4a/5/5h URIs). Without it Proxy::newCOMMENT
LOWCargo.toml201# inflater behind `compression` is the C zstd (`include-flate` → `zstd-sys`),COMMENT
LOWCargo.toml281percent-encoding = "2.3.2"COMMENT
LOWCargo.toml421# features but no EXR ever reaches Zedis), so `opt-level = "s"` shrinks .textCOMMENT
LOWbacon.toml21[jobs.clippy]COMMENT
LOWbacon.toml81# to have the cargo run output immediately displayed instead of waiting forCOMMENT
LOWdeny.toml1# cargo-deny — the dependency gate that runs on every PR and push touchingCOMMENT
LOWrust-toolchain.toml1# Pins the toolchain for everyone entering this directory — rustup readsCOMMENT
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/error.rs21use crate::mem_store as store;COMMENT
LOWcrates/zedis-db/src/error.rs41 RedbTransaction { source: store::TransactionError },COMMENT
LOWcrates/zedis-db/src/lib.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/lib.rs81/// Per-(server, db) MRU of recently opened keys (JSON array of key names).COMMENT
LOWcrates/zedis-db/src/mem_store.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-db/src/mem_store.rs21//! code verbatim and only their storage import is switched (ADR 9), the sameCOMMENT
LOWcrates/zedis-db/src/backup.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/scripts.rs41//! `"$ZEDIS_KEY"` under `sh`, `!ZEDIS_KEY!` under `cmd /v:on` — which the shellCOMMENT
LOWcrates/zedis-db/src/scripts.rs61//! ## Viewers only decode — no write-back (deliberate, TODO on demand)COMMENT
LOWcrates/zedis-db/src/scripts.rs121/// to add noticeable latency to the common case (a script that finishes inCOMMENT
LOWcrates/zedis-db/src/scripts.rs421COMMENT
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/// body so it doesn't get serialized twice.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/trash.rs41/// Pre-DUMP gate: skip trashing entirely when `MEMORY USAGE` estimates theCOMMENT
LOWcrates/zedis-ui/src/text_table.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/dialog.rs181 /// stray Return after "Delete key" deletes it. OK still answers a click,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/hint.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.rs21/// Type alias for the click handler closure.COMMENT
LOWcrates/zedis-ui/src/card.rs41}COMMENT
LOWcrates/zedis-ui/src/card.rs61 /// platform-correct family lives in the app crate, so the callerCOMMENT
LOWcrates/zedis-ui/src/card.rs261 }),COMMENT
LOWcrates/zedis-ui/src/form.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-ui/src/form.rs101 options: Option<Vec<SharedString>>,COMMENT
LOWcrates/zedis-ui/src/form.rs121 verbatim: bool,COMMENT
LOWcrates/zedis-ui/src/form.rs521 ///COMMENT
LOWcrates/zedis-core/benches/hot_paths.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/benches/hot_paths.rs21//! rebuild). Run with `make bench` and compare reports before/afterCOMMENT
LOWcrates/zedis-core/src/features.rs1// Copyright 2026 Tree xie.COMMENT
LOWcrates/zedis-core/src/features.rs21//! servers (Dragonfly / KeyDB / Kvrocks / Garnet) ship different subsets.COMMENT
LOWcrates/zedis-core/src/features.rs81 /// `FAILOVER` — the coordinated standalone primary switch (Redis 6.2).COMMENT
712 more matches not shown…
Decorative Section Separators64 hits · 189 pts
SeverityFileLineSnippetContext
MEDIUMcrates/zedis-db/src/history_manager.rs258// ── the four lists kept this way ───────────────────────────────────────────COMMENT
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.rs321 // ── reads / local: true ──────────────────────────────────────COMMENT
MEDIUMcrates/zedis-core/src/capability.rs338 // ── writes: false ────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs254// ── standalone ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs3157 // ── list ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs3185 // ── set ────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs3215 // ── hash ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs3255 // ── sorted set ─────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs3312 // ── string ─────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs4469// ── tls ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs4562// ── commandlog ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs4673// ── replication ──────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs5216// ── sentinel ─────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs5541// ── cluster ──────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs7066// ── redis-stack ──────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/tests/live.rs7803// ── Dragonfly and Garnet ─────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/src/import_clients.rs54// ─── Another Redis Desktop Manager ───────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/src/import_clients.rs199// ─── Tiny RDM ────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/src/import_clients.rs313// ─── Minimal YAML reader ─────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/src/reply_format.rs316 assert_eq!(table, "# │ value\n──┼──────\n1 │ a\n2 │ bb");CODE
MEDIUMcrates/zedis-connection/src/reply_format.rs358 "# │ command │ reply\n──┼─────────────┼───────────\n1 │ SET a 1 │ OK\n2 │ INCR a │ 2\n3 │ GET mCODE
MEDIUMcrates/zedis-connection/src/module_ops.rs33// ── TimeSeries ───────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/src/module_ops.rs437// ── Geo ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMcrates/zedis-connection/src/module_ops.rs439// ── HyperLogLog / Bitmap ─────────────────────────────────────────────────COMMENT
MEDIUMscripts/app_store_build.sh26# =======================================COMMENT
MEDIUMscripts/app_store_build.sh49# =======================================COMMENT
MEDIUMscripts/app_store_build.sh51# =======================================COMMENT
MEDIUMscripts/it/up.sh216# ── standalone ───────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh235# ── dragonfly, garnet ────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh326# ── tls ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh337# ── mtls ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh355# ── sentinel ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh408# ── busy ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh417# ── replication ──────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh430# ── ssh ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/it/up.sh519# ── cluster ──────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/keyspace_notifications.rs766 // ── Render helpers ────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs324// ─── Simple flat-data table delegate ────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs398// ─── Stream editor ───────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs1183 // ── Stream summary card ───────────────────────────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs1249 // ── Idempotent producer (IDMP, Redis 8.6+) ───────────────────────────COMMENT
MEDIUMsrc/views/stream_editor.rs1294 // ── Manage groups: header + create, then per-group actions ───────────COMMENT
MEDIUMsrc/views/monitor.rs63// ── Parsed MONITOR line ──────────────────────────────────────────────COMMENT
MEDIUMsrc/views/monitor.rs158// ── Table columns ────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/monitor.rs250// ── Main view ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs274 // ── Header ─────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs314 // ── Banners ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs386 // ── Status cards ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs540 // ── Policy / path summary ──────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs693 // ── Cluster per-node table ─────────────────────────────────────────COMMENT
MEDIUMsrc/views/persistence.rs804 // ── Action cards ───────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/terminal.rs1661 "$ EXEC\n# │ command │ reply\n──┼─────────┼──────\n1 │ SET a 1 │ OK\n2 │ INCR a │ 2\n"CODE
MEDIUMsrc/views/memory_analysis.rs119// ─── Row types ───────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis.rs250// ─── Column constants ────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis.rs263// ─── Helpers ─────────────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis.rs319// ─── Main component ──────────────────────────────────────────────────────────COMMENT
MEDIUMsrc/views/key_tag_dialog.rs310// ─── Batch tag (multi-select) ───────────────────────────────────────────────COMMENT
MEDIUMsrc/views/memory_analysis/rules.rs144// ─── Recommendations (offline rule engine) ───────────────────────────────────COMMENT
4 more matches not shown…
Structural Annotation Overuse12 hits · 26 pts
SeverityFileLineSnippetContext
LOW⚡…ills/gpui-kit/references/gpui/entity-best-practices.md51 // Step 1: call hooks directly through list_state (no entity lock)COMMENT
LOW⚡…ills/gpui-kit/references/gpui/entity-best-practices.md54 // Step 2: update the parent entity — different lock, safeCOMMENT
LOW⚡…ills/gpui-kit/references/gpui/entity-best-practices.md61 // Step 3: sync list state directly — no entity lockCOMMENT
LOW⚡src/states/server/list.rs92 // Step 1: Set status and perform optimistic UI updateCOMMENT
LOW⚡src/states/server/list.rs102 // Step 2: Spawn background task for Redis operationCOMMENT
LOWsrc/states/server/list.rs118 // Step 3: what the server holds, not what the optimisticCOMMENT
LOW⚡src/states/server/set.rs122 // Step 1: Perform local optimistic updateCOMMENT
LOW⚡src/states/server/set.rs131 // Step 2: Spawn background taskCOMMENT
LOW⚡src/states/server/hash.rs172 // Step 1: Perform local optimistic updateCOMMENT
LOW⚡src/states/server/hash.rs181 // Step 2: Spawn background taskCOMMENT
LOW⚡src/views/key_tree/actions.rs122 // Step 1: Update server state with new query modeCOMMENT
LOW⚡src/views/key_tree/actions.rs127 // Step 2: Update local UI stateCOMMENT
Verbosity Indicators9 hits · 20 pts
SeverityFileLineSnippetContext
LOW⚡src/states/server/list.rs92 // Step 1: Set status and perform optimistic UI updateCOMMENT
LOW⚡src/states/server/list.rs102 // Step 2: Spawn background task for Redis operationCOMMENT
LOWsrc/states/server/list.rs118 // Step 3: what the server holds, not what the optimisticCOMMENT
LOW⚡src/states/server/set.rs122 // Step 1: Perform local optimistic updateCOMMENT
LOW⚡src/states/server/set.rs131 // Step 2: Spawn background taskCOMMENT
LOW⚡src/states/server/hash.rs172 // Step 1: Perform local optimistic updateCOMMENT
LOW⚡src/states/server/hash.rs181 // Step 2: Spawn background taskCOMMENT
LOW⚡src/views/key_tree/actions.rs122 // Step 1: Update server state with new query modeCOMMENT
LOW⚡src/views/key_tree/actions.rs127 // Step 2: Update local UI stateCOMMENT
AI Slop Vocabulary4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMcrates/zedis-connection/src/search.rs491/// committing to a schema the raw tree is pretty-printed — robust the sameCOMMENT
MEDIUMsrc/views/servers.rs618/// can't be parsed. Date-only granularity (no time-of-day) keeps it robust toCOMMENT
MEDIUMsrc/views/bytes_editor.rs819 /// - No borders for seamless integrationCOMMENT
MEDIUMsrc/views/key_tree/delegate.rs688 // slot above). Absolutely positioned (out of flow → noCOMMENT
Modern AI Meta-Vocabulary4 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMsrc/states/app.rs395 /// the 10k default). The panel's other guardrails (value-size andCOMMENT
MEDIUMsrc/views/setting_editor.rs534 // Value-search guardrails. Cleared input → 0 → the setter storesCOMMENT
MEDIUMsrc/views/value_search.rs20//! That is `O(keyspace)` of reads, so it runs behind guardrails:COMMENT
MEDIUMsrc/views/value_search.rs272 // Snapshot the tunable guardrails at search start — a mid-searchCOMMENT
Synthetic Comment Markers1 hit · 8 pts
SeverityFileLineSnippetContext
HIGH…lls/gpui-kit-design-guides/references/design-guides.md894## Guidance for AI-generated interfacesCOMMENT
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
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWsrc/views/multi_search.rs122 let query = cx.new(|cx| InputState::new(window, cx).placeholder(i18n_multi_search(cx, "placeholder")));CODE