AI Slop Code RIsk Monitor

openimsdk/open-im-server

IM Chat OpenClaw

5.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for openimsdk/open-im-server, a Go project with 16,681 GitHub stars. SynthScan examined 79,711 lines of code across 620 source files, recording 391 pattern matches distributed across 6 syntactic categories. The legacy adjusted pattern signal is 5.1 (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.

5.1
Adjusted Signal
5.1
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
16.7K
Stars
Go
Language
79.7K
Lines of Code
620
Files
391
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 22.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 391 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.0/100 · LOW

Are imports declared and package/API names verified? 0 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 0 finding(s).

PR Review Velocity Impact 22.0/100 · LOW

Which changes need focused human review? 391 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 3LOW 388

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 391 distinct pattern matches across 6 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 Block370 hits · 368 pts
SeverityFileLineSnippetContext
LOWinstall.sh1#!/usr/bin/env bashCOMMENT
LOWinstall.sh21COMMENT
LOWinstall.sh41# Version of Go you want to use, make sure it is compatible with your OpenIM-Server requirements.COMMENT
LOWinstall.sh61COMMENT
LOWinstall.sh81############################## OpenIM Functions ##############################COMMENT
LOWinstall.sh321COMMENT
LOW.golangci.yml21 # default value is empty list, but default dirs are skipped independentlyCOMMENT
LOW.golangci.yml41 # which files to skip: they will be analyzed, but issues from themCOMMENT
LOW.golangci.yml61 # not need updates, such as in a continuous integration and testing system.COMMENT
LOW.golangci.yml121 # see https://github.com/kisielk/errcheck#the-deprecated-method for detailsCOMMENT
LOW.golangci.yml301 # regexp:COMMENT
LOW.golangci.yml341 # The numbers should be written as string.COMMENT
LOW.golangci.yml481 alias: yamlCOMMENT
LOW.golangci.yml661 first: trueCOMMENT
LOW.golangci.yml721 force-case-trailing-whitespace: 0COMMENT
LOW.golangci.yml881 # new-from-rev: REVCOMMENT
LOWdocker-compose.yml181 TZ: Asia/ShanghaiCOMMENT
LOWdocker-compose.yml201 # 9093 for controller traffic, and 9094 for external access.COMMENT
LOWcmd/openim-msgtransfer/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-cmdutils/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-msggateway/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-push/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-api/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-crontask/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-rpc/openim-rpc-group/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-rpc/openim-rpc-third/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-rpc/openim-rpc-msg/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-rpc/openim-rpc-conversation/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-rpc/openim-rpc-auth/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-rpc/openim-rpc-friend/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWcmd/openim-rpc/openim-rpc-user/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/infra/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/check-component/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/versionchecker/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/versionchecker/main.go81// return "OpenIM Server: " + openimVersion + "\n"COMMENT
LOWtools/versionchecker/main.go101 fmt.Println(blue("## Docker Version"))COMMENT
LOWtools/imctl/main.go1// Copyright © 2024 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/pkg/config.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/pkg/http.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/pkg/buffer.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/pkg/api.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/pkg/md5.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/pkg/progress.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/url2im/pkg/manage.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/ncpu/main.go1// Copyright © 2024 OpenIM. All rights reserved.COMMENT
LOWtools/ncpu/main_test.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/yamlfmt/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtools/yamlfmt/main_test.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/jwt/main.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/e2e_test.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/e2e.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/page/login_page.go1// Copyright © 2024 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/page/chat_page.go1// Copyright © 2024 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/framework/ginkgowrapper/ginkgowrapper_test.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/framework/ginkgowrapper/ginkgowrapper.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/framework/config/config.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/framework/config/config.go21COMMENT
LOWtest/e2e/framework/config/config_test.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
LOWtest/e2e/framework/helpers/chat/chat.go1// Copyright © 2023 OpenIM. All rights reserved.COMMENT
310 more matches not shown…
Verbosity Indicators6 hits · 12 pts
SeverityFileLineSnippetContext
LOW.github/workflows/update-version-file-on-release.yml43 # Step 1: Checkout the original repository's codeCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml84 # Step 2: Set up Git with official accountCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml90 # Step 3: Check and delete existing tagCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml97 # Step 4: Update version fileCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml103 # Step 5: Commit and push changesCOMMENT
LOW.github/workflows/update-version-file-on-release.yml117 # Step 6: Update tagCOMMENT
Structural Annotation Overuse6 hits · 12 pts
SeverityFileLineSnippetContext
LOW.github/workflows/update-version-file-on-release.yml43 # Step 1: Checkout the original repository's codeCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml84 # Step 2: Set up Git with official accountCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml90 # Step 3: Check and delete existing tagCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml97 # Step 4: Update version fileCOMMENT
LOW⚡.github/workflows/update-version-file-on-release.yml103 # Step 5: Commit and push changesCOMMENT
LOW.github/workflows/update-version-file-on-release.yml117 # Step 6: Update tagCOMMENT
Self-Referential Comments3 hits · 9 pts
SeverityFileLineSnippetContext
MEDIUM.github/workflows/changelog.yml41 # Define the new changelog file pathCOMMENT
MEDIUM.github/workflows/merge-from-milestone.yml34 # Create the temporary directory and initialize necessary filesCOMMENT
MEDIUM.github/workflows/comment-check.yml25 # Define the regex pattern to match Chinese charactersCOMMENT
Redundant / Tautological Comments4 hits · 6 pts
SeverityFileLineSnippetContext
LOWinstall.sh93# Check if the script is run as rootCOMMENT
LOWinstall.sh227 # Check if /tmp directory existsCOMMENT
LOW…ithub/workflows/cleanup-after-milestone-prs-merged.yml31 # Check if the title matches a specific patternCOMMENT
LOW.github/workflows/changelog.yml45 # Check if the changelog file for the current release already existsCOMMENT
TODO Padding2 hits · 3 pts
SeverityFileLineSnippetContext
LOWpkg/common/convert/user_test.go34 // TODO: Add test cases.COMMENT
LOWpkg/common/convert/user_test.go54 // TODO: Add test cases.COMMENT