Repository Analysis

grpc/grpc-rust

A native gRPC client & server implementation with async/await support.

4.2 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of grpc/grpc-rust, a Rust project with 12,423 GitHub stars. SynthScan v2.0 examined 112,064 lines of code across 496 source files, recording 509 pattern matches distributed across 8 syntactic categories. The overall adjusted score of 4.2 places this repository in the Likely human-written 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).

4.2
Adjusted Score
4.2
Raw Score
100%
Time Factor
2026-08-11
Last Push
12.4K
Stars
Rust
Language
112.1K
Lines of Code
496
Files
509
Pattern Hits
2026-08-13
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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 4LOW 505

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 509 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 Block499 hits · 460 pts
SeverityFileLineSnippetContext
LOWCONTRIBUTING.md161/// use std::time::Duration;COMMENT
LOWgrpc-protobuf/src/lib.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc-protobuf/src/status.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc-protobuf/src/status.rs41 /// from `FAILED_PRECONDITION`. `INVALID_ARGUMENT` indicates argumentsCOMMENT
LOWgrpc-protobuf/src/status.rs61 AlreadyExists = 6,COMMENT
LOWgrpc-protobuf/src/status.rs81 /// (a) Use `UNAVAILABLE` if the client can retry just the failing call.COMMENT
LOWgrpc-protobuf/src/status.rs101 /// be fixed if the system state changes. For example, a 32-bit fileCOMMENT
LOWgrpc-protobuf/src/client/client_streaming.rs141 // HRTBs.)COMMENT
LOW…gen-rust-grpc/src/cpp_source/src/grpc_rust_generator.h1// Copyright 2025 gRPC authors.COMMENT
LOW…gen-rust-grpc/src/cpp_source/src/grpc_rust_generator.h101//COMMENT
LOWtonic-build/src/manual.rs21 * IN THE SOFTWARE.COMMENT
LOWtonic-build/src/manual.rs41//! .input_type("crate::HelloRequest")COMMENT
LOWtonic-build/src/manual.rs61 path::{Path, PathBuf},COMMENT
LOWtonic-build/src/manual.rs261/// This builder can be used to manually define gRPC method, which can be added to a gRPC service,COMMENT
LOWtonic-build/src/manual.rs301impl MethodBuilder {COMMENT
LOWtonic-build/src/lib.rs61COMMENT
LOWtonic-build/src/lib.rs141 pub fn push_mod(&mut self, pattern: impl Into<String>, attr: impl Into<String>) {COMMENT
LOWgrpc-xds/build.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/send_future.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/send_future.rs41/// analysis incorrectly believes it is held across the await.COMMENT
LOWgrpc/src/send_future.rs61///COMMENT
LOWgrpc/src/lib.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/macros.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/macros.rs41/// are unmodified.** By default:COMMENT
LOWgrpc/src/macros.rs61/// }COMMENT
LOWgrpc/src/macros.rs81/// // Include message code.COMMENT
LOWgrpc/src/macros.rs121///COMMENT
LOWgrpc/src/core/mod.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/codec/compression.rs41 ///COMMENT
LOWgrpc/src/codec/compression/gzip.rs121 }COMMENT
LOWgrpc/src/server/mod.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/server/mod.rs61COMMENT
LOWgrpc/src/server/mod.rs201 pub async fn serve(&self, listener: impl Listener) {COMMENT
LOWgrpc/src/server/mod.rs301 }COMMENT
LOWgrpc/src/server/mod.rs421 pub final_msg: bool,COMMENT
LOWgrpc/src/rt/mod.rs61COMMENT
LOWgrpc/src/status/status_code.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/status/status_code.rs41COMMENT
LOWgrpc/src/status/status_code.rs61 /// even if the operation has completed successfully. For example, aCOMMENT
LOWgrpc/src/status/status_code.rs81 /// instead for those errors). This error code does not imply theCOMMENT
LOWgrpc/src/status/status_code.rs101 /// fails because the directory is non-empty, `FAILED_PRECONDITION`COMMENT
LOWgrpc/src/status/status_code.rs121 /// There is a fair bit of overlap between `FAILED_PRECONDITION` andCOMMENT
LOWgrpc/src/attributes/linked_list.rs41/// the list, while preserving the old version. It uses structural sharing toCOMMENT
LOWgrpc/src/attributes/mod.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/attributes/mod.rs101 }COMMENT
LOWgrpc/src/client/channel.rs101 /// credentials are required to build a channel.COMMENT
LOWgrpc/src/client/channel.rs121 ///# ExampleCOMMENT
LOWgrpc/src/client/channel.rs181COMMENT
LOWgrpc/src/client/mod.rs21 * IN THE SOFTWARE.COMMENT
LOWgrpc/src/client/mod.rs81/// [`Channel::get_state`] is called with `connect=true`, the channel willCOMMENT
LOWgrpc/src/client/mod.rs141COMMENT
LOWgrpc/src/client/mod.rs301 pub fn with_disable_compression(mut self, disable_compression: bool) -> Self {COMMENT
LOWgrpc/src/client/mod.rs321 /// Indicates a message on the stream.COMMENT
LOWgrpc/src/client/interceptor.rs201///COMMENT
LOWgrpc/src/client/interceptor.rs241/// [`Intercept<InvokeOnce>`] or [`InterceptOnce<InvokeOnce>`] interceptors.COMMENT
LOWgrpc/src/client/interceptor.rs281COMMENT
LOWgrpc/src/client/name_resolution/mod.rs61pub(crate) mod unix_abstract;COMMENT
LOWgrpc/src/client/name_resolution/mod.rs201}COMMENT
LOWgrpc/src/client/name_resolution/mod.rs221 /// request the ability to perform operations on the ChannelController.COMMENT
LOWgrpc/src/client/name_resolution/mod.rs241 /// This is useful for polling resolvers to decide when to re-resolve.COMMENT
439 more matches not shown…
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMexamples/data/tls/create.sh3# Create the server CA certs.COMMENT
MEDIUMexamples/data/tls/create.sh15# Create the client CA certs.COMMENT
Excessive Try-Catch Wrapping2 hits · 3 pts
SeverityFileLineSnippetContext
LOWtools/check_license.py142 except Exception as e:CODE
MEDIUMtools/check_license.py168 print(f"Error running git ls-files: {e}", file=sys.stderr)CODE
TODO Padding2 hits · 3 pts
SeverityFileLineSnippetContext
LOWgrpc/src/client/load_balancing/mod.rs305 // TODO: implement me.COMMENT
LOWgrpc/src/client/load_balancing/mod.rs309 // TODO: implement me.COMMENT
Redundant / Tautological Comments1 hit · 2 pts
SeverityFileLineSnippetContext
LOWtonic/src/codec/decode.rs336 /// # Return valueCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtools/check_license.py10CODE
AI Slop Vocabulary1 hit · 1 pts
SeverityFileLineSnippetContext
MEDIUMtonic/Cargo.toml55# harness = falseSTRING
Fake / Example Data1 hit · 1 pts
SeverityFileLineSnippetContext
LOWtonic-xds/src/xds/resource/san_matcher.rs301 matcher: Some(exact("user@example.com")),CODE