AI Slop Code RIsk Monitor

agentclientprotocol/agent-client-protocol

A protocol for connecting any editor to any agent

6.6 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for agentclientprotocol/agent-client-protocol, a Rust project with 4,410 GitHub stars. SynthScan examined 101,914 lines of code across 77 source files, recording 987 pattern matches distributed across 5 syntactic categories. The legacy adjusted pattern signal is 6.6 (Moderate 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.

6.6
Adjusted Signal
6.6
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
4.4K
Stars
Rust
Language
101.9K
Lines of Code
77
Files
987
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 27.9/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 983 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.1/100 · LOW

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

Agent Over-Engineering Ratio 0.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 3 finding(s).

PR Review Velocity Impact 38.6/100 · MEDIUM

Which changes need focused human review? 987 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 0MEDIUM 4LOW 983

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 987 distinct pattern matches across 5 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 Block979 hits · 656 pts
SeverityFileLineSnippetContext
LOWdeny.toml1# This template contains all of the possible sections and their default valuesCOMMENT
LOWdeny.toml21# `target_family = "unix"` configuration, that only having windows targets inCOMMENT
LOWdeny.toml41#exclude = []COMMENT
LOWdeny.toml61COMMENT
LOWdeny.toml81# See Git Authentication for more information about setting up git authentication.COMMENT
LOWdeny.toml101confidence-threshold = 0.8COMMENT
LOWdeny.toml121# and the crate will be checked normally, which may produce warnings or errorsCOMMENT
LOWdeny.toml141# This section is considered when running `cargo deny check bans`.COMMENT
LOWdeny.toml161# on a crate-by-crate basis if desired.COMMENT
LOWdeny.toml181# List of features to allow/denyCOMMENT
LOWdeny.toml201# this is set there is no point setting `deny`COMMENT
LOWagent-client-protocol-schema/src/version.rs1use derive_more::{Display, From};COMMENT
LOWagent-client-protocol-schema/src/version.rs21 ///COMMENT
LOWagent-client-protocol-schema/src/serde_util.rs1//! Custom payload adapters, option-like field wrappers, and builder helpers for serde.COMMENT
LOWagent-client-protocol-schema/src/serde_util.rs561///COMMENT
LOWagent-client-protocol-schema/src/serde_util.rs701 }COMMENT
LOWagent-client-protocol-schema/src/lib.rs1#![cfg_attr(docsrs, feature(doc_cfg))]COMMENT
LOWagent-client-protocol-schema/src/lib.rs21//!COMMENT
LOWagent-client-protocol-schema/src/rpc.rs1//! JSON-RPC envelope types shared by ACP clients and agents.COMMENT
LOWagent-client-protocol-schema/src/rpc.rs41/// A JSON-RPC request object.COMMENT
LOWagent-client-protocol-schema/src/rpc.rs121}COMMENT
LOWagent-client-protocol-schema/src/rpc.rs161 #[must_use]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs41COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs61 /// The _meta property is reserved by ACP to allow clients and agents to attach additionalCOMMENT
LOWagent-client-protocol-schema/src/v1/client.rs81 }COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs101#[cfg_attr(feature = "schemars", derive(schemars::JsonSchema))]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs121 ///COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs141 ConfigOptionUpdate(ConfigOptionUpdate),COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs161 /// **UNSTABLE**COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs181 /// One content block appended to a sent or received session message.COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs201 /// Optional sending session identity; omission or `null` retains a known value.COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs261/// **UNSTABLE**COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs281 /// Optional receiving session identity; omission or `null` retains a known value.COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs641 Error,COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs661#[cfg_attr(feature = "schemars", derive(schemars::JsonSchema))]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs741 /// Compaction finished unsuccessfully.COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs761#[serde_as]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs821 #[must_use]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs861 /// Sets or clears chunk-scoped metadata.COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs881/// multiple operations.COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs901 pub session_id: SessionId,COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs921 /// Omitted means unchanged; `null` clears the capability set and disablesCOMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1001 /// The _meta property is reserved by ACP to allow clients and agents to attach additionalCOMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1021#[skip_serializing_none]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1061 /// these keys.COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1081#[non_exhaustive]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1101 }COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1121/// Each update is a whole-object snapshot. Idle does not terminate the child;COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1141 ///COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1181COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1201 #[serde_as(deserialize_as = "DefaultOnError")]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1281 "stopReason": { "type": "null" }COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1301#[cfg_attr(feature = "schemars", derive(schemars::JsonSchema))]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1321 /// Values beginning with `_` are reserved for implementation-specificCOMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1341#[skip_serializing_none]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1461 "type": "object"COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1501COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1521#[non_exhaustive]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1541 #[must_use]COMMENT
LOWagent-client-protocol-schema/src/v1/client.rs1621COMMENT
919 more matches not shown…
AI Slop Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMagent-client-protocol-schema/src/v1/content.rs8//! allowing seamless integration between ACP and MCP-based tools.COMMENT
MEDIUMagent-client-protocol-schema/src/v2/content.rs8//! allowing seamless integration between ACP and MCP-based tools.COMMENT
Excessive Try-Catch Wrapping3 hits · 5 pts
SeverityFileLineSnippetContext
LOWscripts/generate_registry_docs.py128 except Exception as e:CODE
MEDIUMscripts/generate_registry_docs.py153 print(f"Error: Failed to fetch icons for {len(failed)} agent(s): {', '.join(failed)}")CODE
MEDIUMscripts/generate_registry_docs.py210 print(f"Error: Template file not found at {TEMPLATE_PATH}")CODE
Redundant / Tautological Comments2 hits · 3 pts
SeverityFileLineSnippetContext
LOWscripts/generate_registry_docs.py208 # Check if template existsCOMMENT
LOWscripts/spellcheck.sh3# Check if typos is installedCOMMENT
Unused Imports1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/generate_registry_docs.py15CODE