AI Slop Code RIsk Monitor

spantaleev/matrix-docker-ansible-deploy

🐳 Matrix (An open network for secure, decentralized communication) server setup using Ansible and Docker

5.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for spantaleev/matrix-docker-ansible-deploy, a Jinja project with 6,496 GitHub stars. SynthScan examined 93,467 lines of code across 866 source files, recording 469 pattern matches distributed across 13 syntactic categories. The legacy adjusted pattern signal is 5.9 (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.

5.9
Adjusted Signal
5.9
Raw Pattern Score
100%
Time Factor
2026-10-10
Last Push
6.5K
Stars
Jinja
Language
93.5K
Lines of Code
866
Files
469
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 22.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 448 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 4.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 43 finding(s).

PR Review Velocity Impact 25.3/100 · MEDIUM

Which changes need focused human review? 469 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 7MEDIUM 21LOW 441

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 469 distinct pattern matches across 13 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 Block398 hits · 378 pts
SeverityFileLineSnippetContext
LOWconf.py1# SPDX-FileCopyrightText: 2024 Slavi Pantaleev <slavi@devture.com>COMMENT
LOWbin/add-inventory-host.sh1#!/usr/bin/env bashCOMMENT
LOWbin/molecule-clean.sh1#!/bin/bashCOMMENT
LOWbin/molecule.sh1#!/bin/bashCOMMENT
LOWbin/ansible-all-hosts.sh1#!/usr/bin/env bashCOMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml1# SPDX-FileCopyrightText: 2020 - 2022 Aaron RaimistCOMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml41matrix_client_element_container_src_dockerfile_path: "{{ matrix_client_element_container_src_files_path }}/apps/web/DockCOMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml101# matrix_client_element_container_labels_additional_labels: |COMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml141# Controls whether to send a "Permissions-Policy interest-cohort=();" header along with all responsesCOMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml281COMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml301# Note that for a custom theme to work well, all Element Web instances that you use must have the same theme installed.COMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml321#COMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml341COMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml361# If you need something more special, you can take full control byCOMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml381# "attribution": "",COMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml401COMMENT
LOWroles/custom/matrix-client-element/defaults/main.yml421# ELEMENT_WEB_PORT=8080COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml61# Authentication settings (`user.*` configuration keys).COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml81# Controls the `user.device_id` configuration setting.COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml101# - Set this variable to something like `/data/avatar.png` (the in-container path)COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml121# - Restart the botCOMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml141# Example:COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml161# Changing this subsequently requires that you also throw away all data (see `matrix_bot_baibot_data_path`)COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml281matrix_bot_baibot_config_agents_static_definitions_groq_config_extension: "{{ matrix_bot_baibot_config_agents_static_defCOMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml341 # This configuration extends the default starting configuration (`matrix_bot_baibot_config_agents_static_definitions_mCOMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml361# See: https://huggingface.co/docs/transformers/en/tasks/promptingCOMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml401 # Example configuration extension follows:COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml461matrix_bot_baibot_config_agents_static_definitions_venice_provider: veniceCOMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml501matrix_bot_baibot_config_agents_static_definitions_venice_config_text_generation_prompt_cache_retention: 24hCOMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml601# Let the model pull the latest info from the web for the image. Model-specific; costs extra credits.COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml621COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml641#COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml661COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml681matrix_bot_baibot_config_logging_level_mxlink: infoCOMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml701 #COMMENT
LOWroles/custom/matrix-bot-baibot/defaults/main.yml721matrix_bot_baibot_environment_variables_extension: ''COMMENT
LOWroles/custom/matrix-conduit/defaults/main.yml41# Controls how long to sleep for after starting the matrix-synapse container.COMMENT
LOWroles/custom/matrix-conduit/defaults/main.yml161# This value is automatically computed during installation based on whetherCOMMENT
LOWroles/custom/matrix-bot-buscarron/defaults/main.yml201# will be restarted (when true) or merely started (when false) by theCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml1# SPDX-FileCopyrightText: 2023 - 2024 Michael HollisterCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml61# Controls whether the matrix-media-repo container exposes its HTTP port (tcp/8000 in the container).COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml221 | combine ({'X-Forwarded-Host': matrix_domain} if matrix_domain else {})COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml241# *****************************************************************************COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml261matrix_media_repo_json_logs: falseCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml281# media repo will back off. This defaults to 20 if not given. Note that 404 errors fromCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml341# be proxied through this process. They will also be called on the homeserver, and the responseCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml361COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml381# # A note about regexes: it is best to suffix *all* namespaces with the homeserverCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml401# Shared secret auth is useful for applications building on top of the media repository, suchCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml421# previous behavior of this role.COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml441COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml461#COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml481COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml501# when `publicBaseUrl` is unset. Defaults to false (cached media will be served by MMRCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml521# of any file upload limits and will require a similar amount of memory when performing an export.COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml541# This is purely for informational reasons and does not actually limit any functionality.COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml561# Whether quotas are enabled/enforced. Note that even when disabled the media repo willCOMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml581 # will prevent upload. Note that a user can still have uploads contributing to maxPending,COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml601# has passed, the media is able to be re-requested.COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml641COMMENT
338 more matches not shown…
Decorative Section Separators14 hits · 48 pts
SeverityFileLineSnippetContext
MEDIUMroles/custom/matrix-client-commet/defaults/main.yml54# ---------------------------------------------------------------------------COMMENT
MEDIUMroles/custom/matrix-client-commet/defaults/main.yml56# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡roles/custom/matrix-client-commet/defaults/main.yml90# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡roles/custom/matrix-client-commet/defaults/main.yml92# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡roles/custom/matrix-client-commet/defaults/main.yml98# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡roles/custom/matrix-client-commet/defaults/main.yml100# ---------------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml57 # ------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml59 # ------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml124 # ------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml126 # ------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml167 # ------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml169 # ------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml325 # ------------------------------------------------------------------COMMENT
MEDIUM…tom/matrix-bridge-hookshot/molecule/default/verify.yml327 # ------------------------------------------------------------------COMMENT
Hyper-Verbose Identifiers26 hits · 34 pts
SeverityFileLineSnippetContext
LOW⚡bin/test-molecule-select-roles.py86 def test_livekit_bump_only_runs_its_consumer(self):CODE
LOW⚡bin/test-molecule-select-roles.py90 def test_postgres_bump_follows_shared_task(self):CODE
LOW⚡bin/test-molecule-select-roles.py94 def test_curl_bump_runs_every_consumer(self):CODE
LOW⚡bin/test-molecule-select-roles.py98 def test_multiple_image_bumps_union_with_direct_role_changes(self):CODE
LOW⚡bin/test-molecule-select-roles.py104 def test_direct_changes_ignore_roles_without_scenarios(self):CODE
LOW⚡bin/test-molecule-select-roles.py109 def test_documentation_change_runs_nothing(self):CODE
LOW⚡bin/test-molecule-select-roles.py113 def test_image_pin_comments_and_quoting_do_not_run_scenarios(self):CODE
LOW⚡bin/test-molecule-select-roles.py118 def test_shared_task_change_only_runs_consumers(self):CODE
LOW⚡bin/test-molecule-select-roles.py122 def test_shared_fixture_change_follows_nested_references(self):CODE
LOW⚡bin/test-molecule-select-roles.py126 def test_deleted_helper_uses_previous_consumers(self):CODE
LOW⚡bin/test-molecule-select-roles.py131 def test_renamed_helper_unions_previous_and_current_consumers(self):CODE
LOW⚡bin/test-molecule-select-roles.py137 def test_deleted_role_is_not_selected(self):CODE
LOW⚡bin/test-molecule-select-roles.py141 def test_new_scenario_is_selected(self):CODE
LOW⚡bin/test-molecule-select-roles.py145 def test_global_changes_run_all(self):CODE
LOW⚡bin/test-molecule-select-roles.py152 def test_unknown_shared_file_runs_all(self):CODE
LOW⚡bin/test-molecule-select-roles.py156 def test_unconsumed_image_bump_runs_all(self):CODE
LOW⚡bin/test-molecule-select-roles.py162 def test_unsupported_pins_run_all(self):CODE
LOW⚡bin/test-molecule-select-roles.py192 def test_shared_reference_cycles_terminate(self):CODE
LOW⚡bin/test-molecule-select-roles.py196 def test_comments_do_not_introduce_unresolved_references(self):CODE
LOW⚡bin/test-molecule-select-roles.py202 def test_symlinked_shared_helper_is_followed(self):CODE
LOW⚡bin/test-molecule-select-roles.py209 def test_invalid_comparison_runs_all(self):CODE
LOW⚡bin/test-molecule-select-roles.py212 def test_manual_dispatch_all_or_one_role(self):CODE
LOW⚡bin/test-molecule-select-roles.py219 def test_event_comparison_bases(self):CODE
LOWbin/test-molecule-select-roles.py176 def test_missing_pins_run_all(self):CODE
LOWbin/test-molecule-select-roles.py180 def test_unresolved_references_run_all(self):CODE
LOWbin/test-molecule-select-roles.py232 def test_cli_writes_github_output(self):CODE
Magic Placeholder Names4 hits · 30 pts
SeverityFileLineSnippetContext
HIGH⚡docs/configuring-playbook-user-verification-service.md70It is possible to set an API Auth Token to restrict access to the UVS. If this is enabled, anyone making a request to UVCODE
HIGH⚡docs/configuring-playbook-user-verification-service.md72By default, the token (`YOUR_TOKEN_HERE`) will be derived from `matrix_homeserver_generic_secret_key` in `group_vars/matCODE
HIGH⚡docs/configuring-playbook-user-verification-service.md74To set your own token, add the following configuration to your `vars.yml` file. Make sure to replace `YOUR_TOKEN_HERE` wCODE
HIGH⚡docs/configuring-playbook-user-verification-service.md77matrix_user_verification_service_uvs_auth_token: "YOUR_TOKEN_HERE"CODE
Redundant / Tautological Comments9 hits · 14 pts
SeverityFileLineSnippetContext
LOWroles/custom/matrix-media-repo/defaults/main.yml406# Set this to true to enable shared secret auth.COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml542# Set this to -1 to indicate that there is no limit. Zero will force the use of maxBytes.COMMENT
LOWroles/custom/matrix-media-repo/defaults/main.yml776# Set this to false if rate limiting is handled at a higher level or you don't want it enabled.COMMENT
LOWroles/custom/matrix-bot-draupnir/defaults/main.yml149# Set this to the Pantalaimon URL if you're using that.COMMENT
LOWroles/custom/matrix-bot-mjolnir/defaults/main.yml74# Set this to the pantalaimon URL if you're using that.COMMENT
LOW…es/custom/matrix-bridge-heisenbridge/defaults/main.yml28# Set this to your Matrix ID if you want to enforce the owner, otherwise first _local_ user becomes oneCOMMENT
LOWroles/custom/matrix-bot-meowlnir/defaults/main.yml179# Set these to strong, unique values.COMMENT
LOW…tom/matrix-user-verification-service/defaults/main.yml13# Set this to the display name for ansible used in Output e.g. fail_msgCOMMENT
LOWmolecule-shared/tasks/homeserver-stub.yml59 # Set molecule_shared_stub_verbose to "1" to log every request the stub is asked for.COMMENT
Slop Phrases5 hits · 12 pts
SeverityFileLineSnippetContext
MEDIUMroles/custom/matrix-bridge-sms/defaults/main.yml92 # (optional) if you use a self signed certificate, you can add the public key hereCOMMENT
LOWroles/custom/matrix-synapse/vars/main.yml157# don't forget to actually configure it where appropriate (see worker.yaml.j2`, the nginx proxy configuration, etc).COMMENT
LOWroles/custom/matrix-synapse/vars/main.yml157# don't forget to actually configure it where appropriate (see worker.yaml.j2`, the nginx proxy configuration, etc).COMMENT
MEDIUMroles/custom/matrix-synapse/defaults/main.yml738# By default, all of the server's memory is taken into account, but you can adjust this.COMMENT
MEDIUMexamples/reverse-proxies/haproxy/haproxy.cfg44 # HAproxy wants the full chain and the private key in one file. For Letsencrypt manually generated certs (e.g., wildCOMMENT
Empty Error Handlers2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHbin/molecule-select-roles.py94except (KeyError, subprocess.CalledProcessError):CODE
HIGHbin/molecule-select-roles.py89except subprocess.CalledProcessError:CODE
AI Response Leakage1 hit · 8 pts
SeverityFileLineSnippetContext
HIGHdocs/configuring-playbook-bot-baibot.md415# In this example, there's no need to define any of these below.COMMENT
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMroles/custom/matrix-synapse/vars/main.yml197# The following section contains content that had previously been generated by a script (`workers-doc-to-yaml.awk`) procCOMMENT
MEDIUMcollections/requirements.yml2# This file is not used by the playbook's standard CLI installation flow.COMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMroles/custom/matrix-base/defaults/main.yml276# They are meant for orchestration concerns like container networking and systemd ordering,COMMENT
MEDIUMroles/custom/matrix-base/defaults/main.yml285# It is meant for orchestration concerns like container networking, systemd ordering, and database creation,COMMENT
Example Usage Blocks3 hits · 4 pts
SeverityFileLineSnippetContext
LOWbin/molecule-clean.sh11# Usage:COMMENT
LOWbin/molecule.sh15# Usage:COMMENT
LOWroles/custom/matrix-synapse/defaults/main.yml51# Example usage:COMMENT
Deep Nesting2 hits · 2 pts
SeverityFileLineSnippetContext
LOWbin/molecule-select-roles.py79CODE
LOWbin/molecule-select-roles.py154CODE
Excessive Try-Catch Wrapping1 hit · 1 pts
SeverityFileLineSnippetContext
LOW…/tasks/validate_config_sqlite_legacy_migration_bug.yml54 except Exception:CODE