spantaleev/matrix-docker-ansible-deploy

7.0

Adjusted Score

7.0

Raw Score

100%

Time Factor

2026-07-14

Last Push

6.4K

Stars

Jinja

Language

64.8K

Lines of Code

632

Files

401

Pattern Hits

2026-07-14

Scan Date

0.01

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

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

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 5MEDIUM 14LOW 382

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 401 distinct pattern matches across 10 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 Block370 hits · 352 pts

Severity	File	Line	Snippet	Context
LOW	conf.py	1	# SPDX-FileCopyrightText: 2024 Slavi Pantaleev <slavi@devture.com>	COMMENT
LOW	bin/add-inventory-host.sh	1	#!/usr/bin/env bash	COMMENT
LOW	bin/ansible-all-hosts.sh	1	#!/usr/bin/env bash	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	1	# SPDX-FileCopyrightText: 2020 - 2022 Aaron Raimist	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	41	matrix_client_element_container_src_dockerfile_path: "{{ matrix_client_element_container_src_files_path }}/apps/web/Dock	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	101	# matrix_client_element_container_labels_additional_labels: \|	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	141	# Controls whether to send a "Permissions-Policy interest-cohort=();" header along with all responses	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	281		COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	301	# Note that for a custom theme to work well, all Element Web instances that you use must have the same theme installed.	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	321	#	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	341		COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	361	# If you need something more special, you can take full control by	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	381	# "attribution": "",	COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	401		COMMENT
LOW	roles/custom/matrix-client-element/defaults/main.yml	421	# ELEMENT_WEB_PORT=8080	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	61	# Authentication settings (`user.*` configuration keys).	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	81	# Controls the `user.device_id` configuration setting.	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	101	# - Set this variable to something like `/data/avatar.png` (the in-container path)	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	121	# - Restart the bot	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	141	# Example:	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	161	# Changing this subsequently requires that you also throw away all data (see `matrix_bot_baibot_data_path`)	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	281	matrix_bot_baibot_config_agents_static_definitions_groq_config_extension: "{{ matrix_bot_baibot_config_agents_static_def	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	341	# This configuration extends the default starting configuration (`matrix_bot_baibot_config_agents_static_definitions_m	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	361	# See: https://huggingface.co/docs/transformers/en/tasks/prompting	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	461	matrix_bot_baibot_config_agents_static_definitions_venice_config: "{{ matrix_bot_baibot_config_agents_static_definitions	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	501	# omitted from the request and Venice applies its own server-side default. Set a value to override.	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	601	# Image editing shares this image_generation config block; only the model differs.	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	621	#	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	641	# It only affects the first run of the bot. Configuration is later managed at runtime.	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	661	#	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	681	# Affects the logging level of the bot itself.	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	701	#	COMMENT
LOW	roles/custom/matrix-bot-baibot/defaults/main.yml	721	# matrix_bot_baibot_restart_necessary controls whether the service	COMMENT
LOW	roles/custom/matrix-conduit/defaults/main.yml	41	# Controls how long to sleep for after starting the matrix-synapse container.	COMMENT
LOW	roles/custom/matrix-conduit/defaults/main.yml	161	# This value is automatically computed during installation based on whether	COMMENT
LOW	roles/custom/matrix-bot-buscarron/defaults/main.yml	201	# will be restarted (when true) or merely started (when false) by the	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	1	# SPDX-FileCopyrightText: 2023 - 2024 Michael Hollister	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	61	# Controls whether the matrix-media-repo container exposes its HTTP port (tcp/8000 in the container).	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	221	\| combine ({'X-Forwarded-Host': matrix_domain} if matrix_domain else {})	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	241	# *****************************************************************************	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	261	matrix_media_repo_json_logs: false	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	281	# media repo will back off. This defaults to 20 if not given. Note that 404 errors from	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	341	# be proxied through this process. They will also be called on the homeserver, and the response	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	361		COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	381	# # A note about regexes: it is best to suffix all namespaces with the homeserver	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	401	# Shared secret auth is useful for applications building on top of the media repository, such	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	421	# previous behavior of this role.	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	441		COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	461	#	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	481		COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	501	# when `publicBaseUrl` is unset. Defaults to false (cached media will be served by MMR	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	521	# of any file upload limits and will require a similar amount of memory when performing an export.	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	541	# This is purely for informational reasons and does not actually limit any functionality.	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	561	# Whether quotas are enabled/enforced. Note that even when disabled the media repo will	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	581	# will prevent upload. Note that a user can still have uploads contributing to maxPending,	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	601	# has passed, the media is able to be re-requested.	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	641		COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	681	matrix_media_repo_url_previews_default_language: "en-US,en"	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	781		COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	801	# The number of bytes to "drain" from the bucket every minute.	COMMENT
310 more matches not shown…

Magic Placeholder Names4 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH⚡	docs/configuring-playbook-user-verification-service.md	70	It is possible to set an API Auth Token to restrict access to the UVS. If this is enabled, anyone making a request to UV	CODE
HIGH⚡	docs/configuring-playbook-user-verification-service.md	72	By default, the token (`YOUR_TOKEN_HERE`) will be derived from `matrix_homeserver_generic_secret_key` in `group_vars/mat	CODE
HIGH⚡	docs/configuring-playbook-user-verification-service.md	74	To set your own token, add the following configuration to your `vars.yml` file. Make sure to replace `YOUR_TOKEN_HERE` w	CODE
HIGH⚡	docs/configuring-playbook-user-verification-service.md	77	matrix_user_verification_service_uvs_auth_token: "YOUR_TOKEN_HERE"	CODE

Decorative Section Separators6 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM	roles/custom/matrix-client-commet/defaults/main.yml	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	roles/custom/matrix-client-commet/defaults/main.yml	53	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	roles/custom/matrix-client-commet/defaults/main.yml	87	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	roles/custom/matrix-client-commet/defaults/main.yml	89	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	roles/custom/matrix-client-commet/defaults/main.yml	95	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	roles/custom/matrix-client-commet/defaults/main.yml	97	# ---------------------------------------------------------------------------	COMMENT

Redundant / Tautological Comments8 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	roles/custom/matrix-media-repo/defaults/main.yml	406	# Set this to true to enable shared secret auth.	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	542	# Set this to -1 to indicate that there is no limit. Zero will force the use of maxBytes.	COMMENT
LOW	roles/custom/matrix-media-repo/defaults/main.yml	776	# Set this to false if rate limiting is handled at a higher level or you don't want it enabled.	COMMENT
LOW	roles/custom/matrix-bot-draupnir/defaults/main.yml	149	# Set this to the Pantalaimon URL if you're using that.	COMMENT
LOW	roles/custom/matrix-bot-mjolnir/defaults/main.yml	74	# Set this to the pantalaimon URL if you're using that.	COMMENT
LOW	…es/custom/matrix-bridge-heisenbridge/defaults/main.yml	28	# Set this to your Matrix ID if you want to enforce the owner, otherwise first _local_ user becomes one	COMMENT
LOW	…tom/matrix-user-verification-service/defaults/main.yml	13	# Set this to the display name for ansible used in Output e.g. fail_msg	COMMENT
LOW	roles/custom/matrix-synapse/defaults/main.yml	1425	# Set this to false if you still want to disable to API for some reason. Note that doing so breaks Element X compatibili	COMMENT

Slop Phrases5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	roles/custom/matrix-bridge-sms/defaults/main.yml	92	# (optional) if you use a self signed certificate, you can add the public key here	COMMENT
LOW	roles/custom/matrix-synapse/vars/main.yml	157	# don't forget to actually configure it where appropriate (see worker.yaml.j2`, the nginx proxy configuration, etc).	COMMENT
LOW	roles/custom/matrix-synapse/vars/main.yml	157	# don't forget to actually configure it where appropriate (see worker.yaml.j2`, the nginx proxy configuration, etc).	COMMENT
MEDIUM	roles/custom/matrix-synapse/defaults/main.yml	735	# By default, all of the server's memory is taken into account, but you can adjust this.	COMMENT
MEDIUM	examples/reverse-proxies/haproxy/haproxy.cfg	44	# HAproxy wants the full chain and the private key in one file. For Letsencrypt manually generated certs (e.g., wild	COMMENT

Self-Referential Comments3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	bin/rebuild-mautrix-meta-instagram.sh	40	# Create the README.md file with the license header	COMMENT
MEDIUM	roles/custom/matrix-synapse/vars/main.yml	197	# The following section contains content that had previously been generated by a script (`workers-doc-to-yaml.awk`) proc	COMMENT
MEDIUM	collections/requirements.yml	2	# This file is not used by the playbook's standard CLI installation flow.	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	docs/configuring-playbook-bot-baibot.md	410	# In this example, there's no need to define any of these below.	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	roles/custom/matrix-base/defaults/main.yml	276	# They are meant for orchestration concerns like container networking and systemd ordering,	COMMENT
MEDIUM	roles/custom/matrix-base/defaults/main.yml	285	# It is meant for orchestration concerns like container networking, systemd ordering, and database creation,	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	roles/custom/matrix-synapse/defaults/main.yml	51	# Example usage:	COMMENT

Excessive Try-Catch Wrapping1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…/tasks/validate_config_sqlite_legacy_migration_bug.yml	54	except Exception:	CODE