5.7

Adjusted Signal

5.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.5K

Stars

TypeScript

Language

342.0K

Lines of Code

10.6K

Files

1.2K

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 24.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1195 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.6/100 · LOW

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

Agent Over-Engineering Ratio 0.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 39 finding(s).

PR Review Velocity Impact 23.5/100 · LOW

Which changes need focused human review? 1199 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 4HIGH 57MEDIUM 158LOW 980

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 1199 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 Block941 hits · 941 pts

Severity	File	Line	Snippet	Context
LOW	providers/anyapi/provider.toml	1	name = "AnyAPI"	COMMENT
LOW	providers/kilo/provider.toml	1	name = "Kilo Gateway"	COMMENT
LOW	providers/alibaba-token-plan/provider.toml	1	# Reasoning HTTP format (accessed 2026-07-20):	COMMENT
LOW	providers/alibaba-token-plan/provider.toml	21	env = ["ALIBABA_TOKEN_PLAN_API_KEY"]	COMMENT
LOW	providers/alibaba-token-plan/provider.toml	41	# it isn't listed there.	COMMENT
LOW	…libaba-token-plan/models/qwen-audio-3.0-asr-flash.toml	1	# Current canonical Token Plan host and native route (accessed 2026-10-23):	COMMENT
LOW	providers/alibaba-token-plan/models/kimi-k2.6.toml	1	# Reasoning HTTP format (accessed 2026-06-25):	COMMENT
LOW	providers/alibaba-token-plan/models/qwen3.8-max.toml	1	# Sources (accessed 2026-08-03):	COMMENT
LOW	…rs/alibaba-token-plan/models/deepseek-v4-pro-0813.toml	1	# Reasoning HTTP format (accessed 2026-08-15):	COMMENT
LOW	providers/alibaba-token-plan/models/qwen3.8-flash.toml	1	# Sources (accessed 2026-08-27):	COMMENT
LOW	…ders/alibaba-token-plan/models/happyhorse-1.1-i2v.toml	1	# HappyHorse 1.1 image-to-video. Served on the ASYNC video-synthesis endpoint,	COMMENT
LOW	providers/alibaba-token-plan/models/kimi-k2.7-code.toml	1	# Reasoning HTTP format (accessed 2026-06-25):	COMMENT
LOW	…ders/alibaba-token-plan/models/happyhorse-1.1-t2v.toml	1	# HappyHorse 1.1 text-to-video. Served on the ASYNC video-synthesis endpoint,	COMMENT
LOW	providers/alibaba-token-plan/models/qwen3.6-plus.toml	1	# Reasoning HTTP format (accessed 2026-06-25):	COMMENT
LOW	providers/alibaba-token-plan/models/qwen3.7-max.toml	1	# Reasoning HTTP format (accessed 2026-06-25):	COMMENT
LOW	providers/alibaba-token-plan/models/qwen3.6-flash.toml	1	# Reasoning HTTP format (accessed 2026-06-25):	COMMENT
LOW	…ers/alibaba-token-plan/models/deepseek-v4.1-flash.toml	1	# Reasoning HTTP format (accessed 2026-09-15):	COMMENT
LOW	providers/alibaba-token-plan/models/qwen3.7-plus.toml	1	# Reasoning HTTP format (accessed 2026-06-25):	COMMENT
LOW	providers/alibaba-token-plan/models/kimi-k2.5.toml	1	# Reasoning HTTP format (accessed 2026-06-25):	COMMENT
LOW	…ders/alibaba-token-plan/models/happyhorse-1.1-r2v.toml	1	# HappyHorse 1.1 reference-to-video. Served on the ASYNC video-synthesis endpoint,	COMMENT
LOW	…ders/alibaba-token-plan/models/qwen-image-3.0-pro.toml	1	# Current canonical Token Plan host and native route (accessed 2026-10-23):	COMMENT
LOW	…iders/alibaba-token-plan/models/deepseek-v4-flash.toml	1	# Deprecated on Alibaba Token Plan (Global): absent from the exact-string	COMMENT
LOW	…ers/alibaba-token-plan/models/qwen3.8-max-preview.toml	1	# Sources (accessed 2026-09-10):	COMMENT
LOW	…libaba-token-plan/models/deepseek-v4.1-flash-1017.toml	1	# Model availability: deepseek-v4.1-flash-1017 is listed in the Global Token Plan	COMMENT
LOW	…oviders/impossibl/models/thinkingmachines/inkling.toml	1	# Pricing: https://api.impossibl.com/v1/models	COMMENT
LOW	providers/gmicloud/models/MiniMaxAI/MiniMax-M3.toml	1	# Sources verified 2026-08-25:	COMMENT
LOW	providers/umans-ai-coding-plan/provider.toml	1	name = "Umans AI Coding Plan"	COMMENT
LOW	…coding-plan/models/umans-deepseek-v4.1-flash-1017.toml	1	# Dated pin of umans-deepseek-v4.1-flash, the coding-plan twin of the umans-ai	COMMENT
LOW	…oviders/umans-ai-coding-plan/models/umans-glm-5.3.toml	1	# Effort only: reasoning_effort = low\|high\|max. Thinking is ALWAYS ON (Z.ai's	COMMENT
LOW	…s-ai-coding-plan/models/umans-deepseek-v4.1-flash.toml	1	# Toggle: thinking.type = enabled\|disabled	COMMENT
LOW	…/runinfra/models/deepseek-ai/DeepSeek-V4-Pro-0813.toml	1	# Source: https://runinfra.ai/inference-api/deepseek-v4-pro	COMMENT
LOW	…uninfra/models/deepseek-ai/DeepSeek-V4-Flash-0731.toml	1	# Source: https://runinfra.ai/inference-api/deepseek-v4-flash	COMMENT
LOW	providers/runinfra/models/Qwen/Qwen3.8-27B.toml	1	# Source: https://runinfra.ai/inference-api/qwen3-8-27b	COMMENT
LOW	providers/runinfra/models/zai-org/GLM-5.3-Flash.toml	1	# Source: https://runinfra.ai/inference-api/glm-5-3-flash	COMMENT
LOW	providers/runinfra/models/zai-org/GLM-5.3.toml	1	# Source: https://runinfra.ai/inference-api/glm-5-3	COMMENT
LOW	…nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16.toml	1	# Source: https://runinfra.ai/inference-api/nemotron-3-5-lightning-30b	COMMENT
LOW	…ders/runinfra/models/ornith-ai/Ornith-1.5-35B-A3B.toml	1	# Source: https://runinfra.ai/inference-api/ornith-1-5-35b	COMMENT
LOW	…/runinfra/models/Inferact/Qwen3.8-2.4T-A95B-NVFP4.toml	1	# Source: https://runinfra.ai/inference-api/qwen3-8-2-4t-a95b	COMMENT
LOW	providers/cohere/provider.toml	1	name = "Cohere"	COMMENT
LOW	…iders/cohere/models/north-small-translate-09-2026.toml	1	# Cohere's /v1/models and /v2/chat use north-small-translate-09-2026 (verified October 1, 2026).	COMMENT
LOW	…oviders/cohere/models/command-a-translate-08-2025.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/command-r7b-arabic-02-2025.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/command-a-vision-07-2025.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/tiny-aya-earth.toml	1	# https://docs.cohere.com/docs/tiny-aya	COMMENT
LOW	providers/cohere/models/c4ai-aya-expanse-32b.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/tiny-aya-water.toml	1	# https://docs.cohere.com/docs/tiny-aya	COMMENT
LOW	…oviders/cohere/models/command-a-reasoning-08-2025.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/north-mini-code-1-0.toml	1	# Served through the Compatibility API (POST https://api.cohere.ai/compatibility/v1/chat/completions),	COMMENT
LOW	providers/cohere/models/command-r-08-2024.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/tiny-aya-fire.toml	1	# https://docs.cohere.com/docs/tiny-aya	COMMENT
LOW	providers/cohere/models/tiny-aya-global.toml	1	# https://docs.cohere.com/docs/tiny-aya	COMMENT
LOW	providers/cohere/models/command-r-plus-08-2024.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/command-r7b-12-2024.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/command-a-plus-05-2026.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/command-a-03-2025.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/cohere/models/c4ai-aya-vision-32b.toml	1	# Native Chat API (POST https://api.cohere.com/v2/chat), sources accessed 2026-10-19:	COMMENT
LOW	providers/requesty/provider.toml	1	name = "Requesty"	COMMENT
LOW	providers/jiekou/provider.toml	1	name = "Jiekou.AI"	COMMENT
LOW	providers/poe/provider.toml	1	# Sources (accessed 2026-10-12):	COMMENT
LOW	providers/poe/models/google/gemini-3.5-flash.toml	1	# Sources: Poe API /v1/models, accessed 2026-10-12 (verified live with	COMMENT
881 more matches not shown…

Modern AI Meta-Vocabulary150 hits · 461 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM	providers/alibaba-token-plan/models/kimi-k2.6.toml	9	# rejects 262,145, so output is bounded only by the context window. The override	COMMENT
MEDIUM	providers/inferx/models/Qwen3-Embedding-8B.toml	1	# Lab identity: https://huggingface.co/Qwen/Qwen3-Embedding-8B (embedding model).	COMMENT
MEDIUM	…ders/runinfra/models/ornith-ai/Ornith-1.5-35B-A3B.toml	10	# The output budget is what THIS deployment was launched with; the context window matches the	COMMENT
MEDIUM	…opper/models/deepseek-v4.1-flash-1017-abliterated.toml	3	# - Model ID, context window, and USD-per-million-token prices:	COMMENT
MEDIUM	providers/sap-ai-core/provider.toml	5	# Raw orchestration v2 nests routed controls at $.config.modules.prompt_templating.model.params.<field>; for example, re	COMMENT
MEDIUM	…rs/sap-ai-core/models/cohere--command-a-reasoning.toml	2	# Not all models support the full range of configuration options. Where possible, orchestration maps unsupported values	COMMENT
MEDIUM	…iders/sap-ai-core/models/mistralai--mistral-small.toml	2	# Not all models support the full range of configuration options. Where possible, orchestration maps unsupported values	COMMENT
MEDIUM	providers/sap-ai-core/models/sonar-deep-research.toml	1	# Not all models support the full range of configuration options. Where possible, orchestration maps unsupported values	COMMENT
MEDIUM	providers/togetherai/provider.toml	21	# Output: Together has no output cap below the context window. max_tokens = 10,000,000 fails with	COMMENT
MEDIUM	providers/vancine/models/deepseek-v4.1-flash.toml	12	# output rate (no separate chain-of-thought price).	COMMENT
MEDIUM	providers/azure/models/deepseek-v4.1-flash.toml	12	# returns its chain of thought in `reasoning_content` (live 2026-10-24 on a Foundry resource).	COMMENT
MEDIUM	providers/azure/models/claude-opus-4-7.toml	5	# Claude 4.6+ bills the full 1M context window at standard rates (no long-context	COMMENT
MEDIUM	providers/azure/models/deepseek-v4-flash.toml	3	# returns its chain of thought in `reasoning_content` (live 2026-10-24 on a Foundry resource).	COMMENT
MEDIUM	providers/azure/models/deepseek-v4-pro.toml	3	# returns its chain of thought in `reasoning_content` (live 2026-10-24 on a Foundry resource).	COMMENT
MEDIUM	providers/vivgrid/models/gpt-5.2-codex.toml	2	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/claude-opus-5.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/viv-fast.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-6.1-terra.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-5.6-sol.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/claude-fable-5.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-6-sol.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/claude-sonnet-5.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-6-luna.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/claude-haiku-5-5.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-5.6-terra.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-6-astra.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-5.3-codex.toml	2	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/deepseek-v4.1-flash.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-5.6-luna.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/jev.toml	2	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-6.1-sol.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/claude-sonnet-5-5.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-5.1-codex-max.toml	2	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/glm-5.3.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/claude-opus-5-5.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/glm-5.2.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/kimi-k3.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/gpt-5.1-codex.toml	2	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/deepseek-v4-flash.toml	2	# Pricing, context window and max output:	COMMENT
MEDIUM	providers/vivgrid/models/claude-fable-5-1.toml	1	# Pricing, context window and max output:	COMMENT
MEDIUM	…oviders/databricks/models/databricks-gpt-5-6-luna.toml	11	# Limits: supported-models says "For OpenAI, Google Gemini, and Anthropic models, the context window and maximum output	COMMENT
MEDIUM	providers/opper/models/gpt-5.3-codex.toml	3	# Catalog context equals the lab input cap; retain the lab total context window.	COMMENT
MEDIUM	providers/groq/models/llama-3.3-70b-versatile.toml	6	# Limits: https://console.groq.com/docs/models (context window 131_072, max completion tokens 32_768).	COMMENT
MEDIUM	providers/groq/models/llama-3.1-8b-instant.toml	6	# Limits: https://console.groq.com/docs/models (context window 131_072, max completion tokens 131_072).	COMMENT
MEDIUM	…ders/thinkingmachines/models/moonshotai/Kimi-K2.6.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	…gmachines/models/moonshotai/Kimi-K2.6:peft:131072.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	…/deepseek-ai/DeepSeek-V4.1-Flash-1017:peft:262144.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	…thinkingmachines/models/deepseek-ai/DeepSeek-V3.1.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	…odels/deepseek-ai/DeepSeek-V4.1-Flash:peft:262144.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	…achines/models/Qwen/Qwen3.5-397B-A17B:peft:262144.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	…rs/thinkingmachines/models/Qwen/Qwen3.5-397B-A17B.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	providers/thinkingmachines/models/Qwen/Qwen3.5-9B.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	providers/thinkingmachines/models/Qwen/Qwen3.6-27B.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
MEDIUM	providers/thinkingmachines/models/Qwen/Qwen3-8B.toml	1	# Toggle: thinking.type = disabled (Tinker type Hybrid: "chain-of-thought can be disabled")	COMMENT
90 more matches not shown…

Synthetic Comment Markers57 hits · 428 pts

Severity	File	Line	Snippet	Context
HIGH	providers/aihubmix/models/qwen3.8-max-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	…s/aihubmix/models/nemotron-3-super-120b-a12b-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/glm-4.6v.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/mimo-v2.6-pro-ultraspeed.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gemini-4-argon.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gemini-3-pro-image.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-haiku-4-5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-image-1.5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.5-122b-a10b.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.5-35b-a3b.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/mimo-v2.5-pro.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/glm-4.5v.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3-vl-plus.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.5-plus.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3-max.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.5-397b-a17b.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-sonnet-4-5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/mimo-v2.6-flash.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.5-flash.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-6-sol.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/o3.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.8-flash-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-6-luna.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-opus-4-5-think.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-opus-4-5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gemini-2.5-flash-lite.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-haiku-5-5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/ling-3.0-flash-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-5.4-nano.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	…odels/nemotron-3-nano-omni-30b-a3b-reasoning-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-5.5-pro.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/glm-4.7-flash-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/mimo-v2.6-pro.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gemini-2.5-flash-image.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/o4-mini.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/coding-glm-5.2-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/step-5-preview.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-image-2.5-sunburst.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/grok-4.7.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.5-27b.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-image-2.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-6.1-sol.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-sonnet-5-5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-sonnet-4-5-think.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	…iders/aihubmix/models/nemotron-3.5-lightning-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/glm-4.7.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	…/aihubmix/models/nemotron-3.5-content-safety-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/claude-opus-5-5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.6-35b-a3b.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/gpt-image-2.5-flare.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/glm-4.6.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	…s/aihubmix/models/nemotron-3-ultra-550b-a55b-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/coding-glm-5.3-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/mimo-v2.5.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	providers/aihubmix/models/qwen3.8-max-preview.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT
HIGH	…oviders/aihubmix/models/coding-glm-5.3-flash-free.toml	1	# Generated by aihubmix-canon models.dev sync. Do not edit by hand.	COMMENT

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/core/test/sync.test.ts	5406	model.vendors.openai.capabilities.input.push("audio");	CODE
CRITICAL	packages/core/test/sync.test.ts	5419	model.vendors.openai.capabilities.input.push("video");	CODE
CRITICAL	packages/core/test/sync.test.ts	5439	model.vendors.openai.capabilities.input.push("future_modality");	CODE
CRITICAL	packages/core/test/sync.test.ts	5440	model.vendors.openai.capabilities.output.push("future_output_modality");	CODE

Hyper-Verbose Identifiers39 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW	packages/core/test/sync.test.ts	2713	function openRouterPeakPricedModel() {	CODE
LOW	packages/core/src/sync/providers/empiriolabs.ts	268	export function resolveEmpiriolabsBaseModel(id: string) {	CODE
LOW	packages/core/src/sync/providers/edenai.ts	210	export function collectFirstPartyBaseModels(models: readonly EdenAIModel[]) {	CODE
LOW	…kages/core/src/sync/providers/cloudflare-workers-ai.ts	402	function workersAiReasoningOptions({ id, reasoning }: WorkersAiModel): SyncedFullModel["reasoning_options"] {	CODE
LOW	…kages/core/src/sync/providers/cloudflare-workers-ai.ts	453	export function resolveCloudflareBaseModel(model: WorkersAiModel) {	CODE
LOW	packages/core/src/sync/providers/friendli.ts	397	function translateReasoningOptions(	CODE
LOW	packages/core/src/sync/providers/nano-gpt.ts	218	function hasInputCapabilityMetadata(model: NanoGptModel) {	CODE
LOW	packages/core/src/sync/providers/nano-gpt.ts	294	function resolveNanoGptCanonicalCandidate(modelID: string) {	CODE
LOW	packages/core/src/sync/providers/nano-gpt.ts	298	function stripNanoGptVariantSuffixes(modelID: string) {	CODE
LOW	packages/core/src/sync/providers/inceptron.ts	152	function validateReasoningContract(model: ReadyInceptronModel) {	CODE
LOW	packages/core/src/sync/providers/deepinfra.ts	481	export function resolveDeepInfraBaseModel(id: string) {	CODE
LOW	packages/core/src/sync/providers/huggingface.ts	263	export function resolveHuggingFaceBaseModel(id: string) {	CODE
LOW	packages/core/src/sync/providers/baseten.ts	138	export function buildBasetenDecisionModel(	CODE
LOW	packages/core/src/sync/providers/venice.ts	277	function veniceBaseModelCandidates(id: string, name: string) {	CODE
LOW	packages/core/src/sync/providers/digitalocean.ts	360	async function fetchAllDigitalOceanModels(key: string, fetcher: typeof fetch) {	CODE
LOW	packages/core/src/sync/providers/digitalocean.ts	384	async function fetchAllDigitalOceanCatalog(fetcher: typeof fetch) {	CODE
LOW	packages/core/src/sync/providers/digitalocean.ts	783	export function resolveDigitalOceanBaseModel(id: string) {	CODE
LOW	packages/core/src/sync/providers/github-copilot.ts	102	export function parseGitHubCopilotPricing(raw: unknown) {	CODE
LOW	packages/core/src/sync/providers/tinfoil.ts	75	function isRepresentableTokenModel(model: TinfoilModel) {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	87	export function providerDirForMetadataLab(metadata: string): string {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	99	export function openrouterDirsForMetadataLab(metadata: string): string[] {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	765	export function buildOpenRouterMediaModel(	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	1523	function openRouterReasoningOptions(reasoning: OpenRouterModel["reasoning"]): SyncedFullModel["reasoning_options"] {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	1550	export function resolveCanonicalBaseModel(openrouterID: string) {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	1575	export function resolveModelMetadataBaseModel(modelID: string) {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	1603	function matchingModelMetadataFile(provider: string, candidates: string[]) {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	1630	function canonicalBaseModelOverride(openrouterID: string) {	CODE
LOW	packages/core/src/sync/providers/openrouter.ts	1636	function shouldPreserveFactoredName(	CODE
LOW	…kages/core/src/sync/providers/cloudflare-ai-gateway.ts	359	export function buildCloudflareAiGatewayModel(	CODE
LOW	…kages/core/src/sync/providers/cloudflare-ai-gateway.ts	496	export function buildCloudflareAiGatewayMediaModel(	CODE
LOW	packages/core/src/sync/providers/aimlapi.ts	1104	function collectReasoningEffortEnums(node: unknown, into: Set<string>): void {	CODE
LOW	packages/core/src/sync/providers/merge-gateway.ts	182	export function mergeGatewayReasoningOptions(	CODE
LOW	packages/core/src/sync/providers/llmgateway.ts	321	function resolveLLMGatewayBaseModel(model: LLMGatewayModel, modelID = model.id) {	CODE
LOW	packages/core/src/sync/providers/llmgateway.ts	535	export function buildLLMGatewayMappedModel(	CODE
LOW	packages/core/src/sync/providers/llmgateway.ts	790	function llmGatewayReasoningOptions(	CODE
LOW	packages/web/src/index.ts	668	function writeClipboardWithSelection(value: string) {	CODE
LOW	packages/web/src/render.tsx	166	function buildProviderModelEntries(models: Map<string, ModelEntry>) {	CODE
LOW	packages/web/src/render.tsx	543	function compactMetadataDescription(parts: Array<string \| undefined>, maxLength: number) {	CODE
LOW	packages/web/src/render.tsx	1588	function countLinkedProviderEntries() {	CODE

AI Slop Vocabulary8 hits · 24 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM⚡	models.json	1	{"data":[{"id":"anthropic/claude-opus-4.7-fast","canonical_slug":"anthropic/claude-4.7-opus-fast-20260512","hugging_face	CODE
MEDIUM	…oviders/llmtr/models/google/gemini-2.5-flash-lite.toml	8	# The same harness detected reasoning on six Qwen routes in the same run, so [] here means	COMMENT
MEDIUM	models/perplexity/pplx-embed-context-v1-4b.toml	1	# Released 2026-02-26 with pplx-embed-v1: https://www.perplexity.ai/hub/blog/pplx-embed-state-of-the-art-embedding-model	COMMENT
MEDIUM	models/perplexity/pplx-embed-context-v1-0.6b.toml	1	# Released 2026-02-26 with pplx-embed-v1: https://www.perplexity.ai/hub/blog/pplx-embed-state-of-the-art-embedding-model	COMMENT
MEDIUM	models/perplexity/pplx-embed-v1-4b.toml	1	# Released 2026-02-26: https://www.perplexity.ai/hub/blog/pplx-embed-state-of-the-art-embedding-models-for-web-scale-ret	COMMENT
MEDIUM	models/perplexity/pplx-embed-v1-0.6b.toml	1	# Released 2026-02-26: https://www.perplexity.ai/hub/blog/pplx-embed-state-of-the-art-embedding-models-for-web-scale-ret	COMMENT

anomalyco/models.dev

Open-Source Code Quality, Security and Technical Debt Review