neuml/txtai

21.3

Adjusted Score

21.3

Raw Score

100%

Time Factor

2026-08-01

Last Push

12.8K

Stars

Python

Language

56.3K

Lines of Code

466

Files

623

Pattern Hits

2026-08-02

Scan Date

0.18

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 1HIGH 82MEDIUM 90LOW 450

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 623 distinct pattern matches across 18 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.

Cross-File Repetition66 hits · 330 pts

Severity	File	Line	Snippet	Context
HIGH	docs/agent/index.md	0	gets the current date and time returns: current date and time	STRING
HIGH	docs/agent/configuration.md	0	gets the current date and time returns: current date and time	STRING
HIGH	examples/agent_quickstart.py	0	gets the current date and time returns: current date and time	STRING
HIGH	examples/similarity.py	0	creates and caches a streamlit application. returns: application	STRING
HIGH	examples/wiki.py	0	creates and caches a streamlit application. returns: application	STRING
HIGH	examples/baseball.py	0	creates and caches a streamlit application. returns: application	STRING
HIGH	examples/article.py	0	creates and caches a streamlit application. returns: application	STRING
HIGH	src/python/txtai/database/client.py	0	creates a new database. args: config: database configuration	STRING
HIGH	src/python/txtai/database/rdbms.py	0	creates a new database. args: config: database configuration	STRING
HIGH	src/python/txtai/database/embedded.py	0	creates a new database. args: config: database configuration	STRING
HIGH	src/python/txtai/database/base.py	0	creates a new database. args: config: database configuration	STRING
HIGH	src/python/txtai/database/client.py	0	executes a sql statement based on the current sql dialect. args: sql: sql to execute parameters: optional bind parameter	STRING
HIGH	src/python/txtai/ann/dense/pgvector.py	0	executes a sql statement based on the current sql dialect. args: sql: sql to execute parameters: optional bind parameter	STRING
HIGH	src/python/txtai/scoring/pgtext.py	0	executes a sql statement based on the current sql dialect. args: sql: sql to execute parameters: optional bind parameter	STRING
HIGH	src/python/txtai/database/factory.py	0	attempt to resolve a custom backend. args: backend: backend class config: index configuration parameters returns: scorin	STRING
HIGH	src/python/txtai/ann/dense/factory.py	0	attempt to resolve a custom backend. args: backend: backend class config: index configuration parameters returns: scorin	STRING
HIGH	src/python/txtai/ann/sparse/factory.py	0	attempt to resolve a custom backend. args: backend: backend class config: index configuration parameters returns: scorin	STRING
HIGH	src/python/txtai/graph/factory.py	0	attempt to resolve a custom backend. args: backend: backend class config: index configuration parameters returns: scorin	STRING
HIGH	src/python/txtai/scoring/factory.py	0	attempt to resolve a custom backend. args: backend: backend class config: index configuration parameters returns: scorin	STRING
HIGH	src/python/txtai/database/rdbms.py	0	creates a new term database connection. args: path: path to term database file returns: connection	STRING
HIGH	src/python/txtai/ann/dense/sqlite.py	0	creates a new term database connection. args: path: path to term database file returns: connection	STRING
HIGH	src/python/txtai/scoring/terms.py	0	creates a new term database connection. args: path: path to term database file returns: connection	STRING
HIGH	src/python/txtai/pipeline/llm/generation.py	0	returns true if this model supports chat. returns: true if this a chat model	STRING
HIGH	src/python/txtai/pipeline/llm/llm.py	0	returns true if this model supports chat. returns: true if this a chat model	STRING
HIGH	src/python/txtai/pipeline/llm/huggingface.py	0	returns true if this model supports chat. returns: true if this a chat model	STRING
HIGH	src/python/txtai/pipeline/llm/opencode.py	0	checks if path is available on the hf hub. args: input path returns: true if this is a model on the hf hub	STRING
HIGH	src/python/txtai/pipeline/llm/litellm.py	0	checks if path is available on the hf hub. args: input path returns: true if this is a model on the hf hub	STRING
HIGH	src/python/txtai/vectors/dense/litellm.py	0	checks if path is available on the hf hub. args: input path returns: true if this is a model on the hf hub	STRING
HIGH	src/python/txtai/pipeline/llm/llama.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/vectors/dense/llama.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/pipeline/llm/litellm.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/vectors/dense/litellm.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/pipeline/llm/litert.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/vectors/dense/litert.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/vectors/dense/m2v.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/vectors/dense/words.py	0	checks if path is a wordvectors model. args: path: input path returns: true if this is a wordvectors model, false otherw	STRING
HIGH	src/python/txtai/pipeline/text/summary.py	0	applies a series of rules to clean generated text. args: text: input text returns: clean text	STRING
HIGH	src/python/txtai/pipeline/data/segmentation.py	0	applies a series of rules to clean generated text. args: text: input text returns: clean text	STRING
HIGH	src/python/txtai/embeddings/search/query.py	0	applies a series of rules to clean generated text. args: text: input text returns: clean text	STRING
HIGH	src/python/txtai/ann/dense/sqlite.py	0	initializes a new database session. args: recreate: recreates the database tables if true	STRING
HIGH	src/python/txtai/ann/dense/pgvector.py	0	initializes a new database session. args: recreate: recreates the database tables if true	STRING
HIGH	src/python/txtai/scoring/pgtext.py	0	initializes a new database session. args: recreate: recreates the database tables if true	STRING
HIGH	src/python/txtai/embeddings/base.py	0	deletes from an embeddings cluster. returns list of ids deleted. args: ids: list of ids to delete returns: ids deleted	STRING
HIGH	src/python/txtai/app/base.py	0	deletes from an embeddings cluster. returns list of ids deleted. args: ids: list of ids to delete returns: ids deleted	STRING
HIGH	src/python/txtai/api/base.py	0	deletes from an embeddings cluster. returns list of ids deleted. args: ids: list of ids to delete returns: ids deleted	STRING
HIGH	src/python/txtai/api/routers/embeddings.py	0	deletes from an embeddings cluster. returns list of ids deleted. args: ids: list of ids to delete returns: ids deleted	STRING
HIGH	src/python/txtai/api/cluster.py	0	deletes from an embeddings cluster. returns list of ids deleted. args: ids: list of ids to delete returns: ids deleted	STRING
HIGH	src/python/txtai/embeddings/base.py	0	total number of elements in this embeddings index. returns: number of elements in embeddings index	STRING
HIGH	src/python/txtai/app/base.py	0	total number of elements in this embeddings index. returns: number of elements in embeddings index	STRING
HIGH	src/python/txtai/api/base.py	0	total number of elements in this embeddings index. returns: number of elements in embeddings index	STRING
HIGH	src/python/txtai/api/routers/embeddings.py	0	total number of elements in this embeddings index. returns: number of elements in embeddings index	STRING
HIGH	src/python/txtai/app/base.py	0	finds documents most similar to the input queries. this method will run either an index search or an index + database se	STRING
HIGH	src/python/txtai/api/cluster.py	0	finds documents most similar to the input queries. this method will run either an index search or an index + database se	STRING
HIGH	src/python/txtai/api/routers/embeddings.py	0	finds documents most similar to the input queries. this method will run either an index search or an index + database se	STRING
HIGH	src/python/txtai/app/base.py	0	builds an embeddings index for previously batched documents.	STRING
HIGH	src/python/txtai/api/cluster.py	0	builds an embeddings index for previously batched documents.	STRING
HIGH	src/python/txtai/api/base.py	0	builds an embeddings index for previously batched documents.	STRING
HIGH	src/python/txtai/api/routers/embeddings.py	0	builds an embeddings index for previously batched documents.	STRING
HIGH	src/python/txtai/app/base.py	0	runs an embeddings upsert operation for previously batched documents.	STRING
HIGH	src/python/txtai/api/cluster.py	0	runs an embeddings upsert operation for previously batched documents.	STRING
6 more matches not shown…

Unused Imports263 hits · 262 pts

Severity	File	Line	Context
LOW	test/python/testoptional.py	9	CODE
LOW	test/python/testoptional.py	10	CODE
LOW	test/python/testoptional.py	167	CODE
LOW	test/python/testlibrary.py	9	CODE
LOW	test/python/testann/testdense.py	111	CODE
LOW	src/python/txtai/__init__.py	8	CODE
LOW	src/python/txtai/__init__.py	9	CODE
LOW	src/python/txtai/__init__.py	10	CODE
LOW	src/python/txtai/__init__.py	11	CODE
LOW	src/python/txtai/__init__.py	11	CODE
LOW	src/python/txtai/__init__.py	11	CODE
LOW	src/python/txtai/__init__.py	12	CODE
LOW	src/python/txtai/database/__init__.py	5	CODE
LOW	src/python/txtai/database/__init__.py	6	CODE
LOW	src/python/txtai/database/__init__.py	7	CODE
LOW	src/python/txtai/database/__init__.py	8	CODE
LOW	src/python/txtai/database/__init__.py	9	CODE
LOW	src/python/txtai/database/__init__.py	10	CODE
LOW	src/python/txtai/database/__init__.py	11	CODE
LOW	src/python/txtai/database/__init__.py	12	CODE
LOW	src/python/txtai/database/__init__.py	13	CODE
LOW	src/python/txtai/database/__init__.py	14	CODE
LOW	src/python/txtai/database/encoder/__init__.py	5	CODE
LOW	src/python/txtai/database/encoder/__init__.py	6	CODE
LOW	src/python/txtai/database/encoder/__init__.py	7	CODE
LOW	src/python/txtai/database/encoder/__init__.py	8	CODE
LOW	src/python/txtai/database/schema/__init__.py	5	CODE
LOW	src/python/txtai/database/schema/__init__.py	6	CODE
LOW	src/python/txtai/database/sql/__init__.py	5	CODE
LOW	src/python/txtai/database/sql/__init__.py	6	CODE
LOW	src/python/txtai/database/sql/__init__.py	7	CODE
LOW	src/python/txtai/database/sql/__init__.py	8	CODE
LOW	src/python/txtai/database/sql/__init__.py	9	CODE
LOW	src/python/txtai/pipeline/__init__.py	5	CODE
LOW	src/python/txtai/pipeline/__init__.py	6	CODE
LOW	src/python/txtai/pipeline/__init__.py	7	CODE
LOW	src/python/txtai/pipeline/__init__.py	8	CODE
LOW	src/python/txtai/pipeline/__init__.py	9	CODE
LOW	src/python/txtai/pipeline/__init__.py	10	CODE
LOW	src/python/txtai/pipeline/__init__.py	11	CODE
LOW	src/python/txtai/pipeline/__init__.py	12	CODE
LOW	src/python/txtai/pipeline/__init__.py	13	CODE
LOW	src/python/txtai/pipeline/__init__.py	14	CODE
LOW	src/python/txtai/pipeline/__init__.py	15	CODE
LOW	src/python/txtai/pipeline/__init__.py	16	CODE
LOW	src/python/txtai/pipeline/__init__.py	17	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	5	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	6	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	7	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	8	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	9	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	10	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	11	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	12	CODE
LOW	src/python/txtai/pipeline/llm/__init__.py	13	CODE
LOW	src/python/txtai/pipeline/image/__init__.py	5	CODE
LOW	src/python/txtai/pipeline/image/__init__.py	6	CODE
LOW	src/python/txtai/pipeline/image/__init__.py	7	CODE
LOW	src/python/txtai/pipeline/audio/__init__.py	5	CODE
LOW	src/python/txtai/pipeline/audio/__init__.py	6	CODE
203 more matches not shown…

Self-Referential Comments61 hits · 179 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/python/testconsole.py	47	# Create an index for the list of text	STRING
MEDIUM	test/python/testconsole.py	101	# Create an index for the list of text	STRING
MEDIUM	test/python/testembeddings.py	115	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testembeddings.py	261	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testembeddings.py	294	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testembeddings.py	320	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testembeddings.py	455	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testembeddings.py	639	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	59	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	80	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	173	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	205	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	223	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	239	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	258	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	386	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	396	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	418	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	438	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	497	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testgraph.py	570	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testcloud.py	155	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testencoder.py	66	# Create an index	COMMENT
MEDIUM	test/python/testdatabase/testencoder.py	81	# Create an index for the list of images	COMMENT
MEDIUM	test/python/testdatabase/testencoder.py	100	# Create an index	COMMENT
MEDIUM	test/python/testdatabase/testencoder.py	116	# Create an index	COMMENT
MEDIUM	test/python/testdatabase/testencoder.py	130	# Create an index for the list of images	COMMENT
MEDIUM	test/python/testdatabase/testencoder.py	152	# Create an index for the list of images	COMMENT
MEDIUM	test/python/testdatabase/testduckdb.py	70	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	64	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	166	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	178	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	275	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	338	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	351	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	364	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	447	# Create an index using mixed data (text and documents)	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	465	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	591	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	604	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	623	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	649	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	662	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	704	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	885	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testrdbms.py	909	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testdatabase/testsqlite.py	59	# Create an index for the list of text	COMMENT
MEDIUM	test/python/testvectors/testdense/testvectors.py	66	# Create the recovery instance with an empty checkpoint file	COMMENT
MEDIUM	src/python/txtai/pipeline/llm/litert.py	51	# Create the engine	COMMENT
MEDIUM	src/python/txtai/pipeline/text/entity.py	25	# Create a new entity pipeline	COMMENT
MEDIUM	src/python/txtai/pipeline/data/urlretrieve.py	53	# Create a blank opener	COMMENT
MEDIUM	src/python/txtai/pipeline/data/tokenizer.py	58	# Create a tokenizer with backwards compatible settings	COMMENT
MEDIUM	src/python/txtai/pipeline/data/segmentation.py	74	# Create a third-party chunker, if applicable	COMMENT
MEDIUM	src/python/txtai/ann/dense/ggml.py	143	# Initialize GGML objects	COMMENT
MEDIUM	src/python/txtai/ann/dense/ggml.py	175	# Initialize GGML objects	COMMENT
MEDIUM	src/python/txtai/ann/dense/ggml.py	194	# Initialize GGML objects	COMMENT
MEDIUM	src/python/txtai/ann/sparse/ivfsparse.py	131	# This method is able to run as multiple threads due to a number of numpy/scipy method calls that drop the GIL.	COMMENT
MEDIUM	src/python/txtai/app/base.py	66	# Initialize member variables	COMMENT
MEDIUM	src/python/txtai/agent/factory.py	38	# Create the agent process	COMMENT
MEDIUM	src/python/txtai/workflow/task/base.py	243	# Create a copy of tuple, update data element and return	COMMENT
1 more matches not shown…

Redundant / Tautological Comments56 hits · 87 pts

Severity	File	Line	Snippet	Context
LOW	test/python/testarchive.py	48	# Check if file properly extracted	COMMENT
LOW	examples/baseball.py	492	# Display results	COMMENT
LOW	examples/benchmarks.py	84	# Increment offset	COMMENT
LOW	src/python/txtai/database/factory.py	48	# Check if content is a URL	COMMENT
LOW	src/python/txtai/database/sql/aggregate.py	35	# Check if this is a SQL query with results. A sharded query that matches	COMMENT
LOW⚡	src/python/txtai/database/sql/expression.py	71	# Check if separator, increment clause index	COMMENT
LOW⚡	src/python/txtai/database/sql/expression.py	75	# Check if token is a square bracket	COMMENT
LOW⚡	src/python/txtai/database/sql/expression.py	80	# Check if token is a similar function	COMMENT
LOW⚡	src/python/txtai/database/sql/expression.py	85	# Check if token is a function	COMMENT
LOW⚡	src/python/txtai/database/sql/expression.py	301	# Check if token is a square bracket	COMMENT
LOW⚡	src/python/txtai/database/sql/expression.py	306	# Check if token is a similar function	COMMENT
LOW⚡	src/python/txtai/database/sql/expression.py	311	# Check if token is a function	COMMENT
LOW	src/python/txtai/pipeline/hfpipeline.py	39	# Check if input model is a Pipeline or a HF pipeline	COMMENT
LOW	src/python/txtai/pipeline/llm/llama.py	45	# Check if this is a local path, otherwise download from the HF Hub	COMMENT
LOW	src/python/txtai/pipeline/llm/litert.py	48	# Check if this is a local path, otherwise download from the HF Hub	COMMENT
LOW	src/python/txtai/pipeline/audio/transcription.py	97	# Read file or file-like object	COMMENT
LOW	src/python/txtai/pipeline/audio/texttospeech.py	133	# Check if file exists	COMMENT
LOW	src/python/txtai/pipeline/audio/texttospeech.py	220	# Check if token is a punctuation token	COMMENT
LOW	src/python/txtai/pipeline/train/hfonnx.py	116	# Read file back to bytes if temp file was created	COMMENT
LOW	src/python/txtai/pipeline/data/filetohtml.py	118	# Check if Java binary is available on path	COMMENT
LOW	src/python/txtai/pipeline/data/textractor.py	50	# Check if text is a valid file path or url	COMMENT
LOW	src/python/txtai/pipeline/data/safeopen.py	53	# Check if this is a local file path or local file url	COMMENT
LOW	src/python/txtai/pipeline/data/htmltomd.py	365	# Check if this node is valid or it's part of a table cell	COMMENT
LOW	src/python/txtai/pipeline/data/htmltomd.py	368	# Check if text is valid article text	COMMENT
LOW	src/python/txtai/pipeline/data/htmltomd.py	404	# Check if this is a link node or link container	COMMENT
LOW	src/python/txtai/ann/dense/ggml.py	310	# Write file and free resources	COMMENT
LOW	src/python/txtai/embeddings/base.py	520	# Check if this exists in a cloud instance	COMMENT
LOW	src/python/txtai/embeddings/base.py	525	# Check if this is an archive file and exists	COMMENT
LOW	src/python/txtai/embeddings/base.py	552	# Check if this is an archive file and extract	COMMENT
LOW	src/python/txtai/embeddings/base.py	618	# Check if this is an archive file	COMMENT
LOW	src/python/txtai/embeddings/base.py	842	# Check if default model should be loaded	COMMENT
LOW	src/python/txtai/embeddings/base.py	936	# Check if path is an archive file	COMMENT
LOW	src/python/txtai/embeddings/index/autoid.py	35	# Check if signature takes a namespace argument (deterministic)	COMMENT
LOW	src/python/txtai/embeddings/index/indexes.py	35	# Check if top-level indexing is enabled for this embeddings instance	COMMENT
LOW	src/python/txtai/embeddings/index/transform.py	54	# Check if top-level indexing is enabled for this embeddings	COMMENT
LOW	src/python/txtai/embeddings/index/transform.py	207	# Increment offset	COMMENT
LOW	src/python/txtai/app/base.py	360	# Check if function is a pipeline	COMMENT
LOW	src/python/txtai/app/base.py	364	# Check if function is a workflow	COMMENT
LOW	src/python/txtai/archive/zip.py	24	# Write file to zip	COMMENT
LOW	src/python/txtai/graph/topics.py	74	# Check if scoring index has data	COMMENT
LOW	src/python/txtai/agent/base.py	135	# Check if this is a file path (i.e. agents.md)	STRING
LOW	src/python/txtai/agent/tool/skill.py	68	# Read file content	STRING
LOW	src/python/txtai/models/pooling/late.py	25	# Check if fixed dimensional encoder is enabled	COMMENT
LOW	src/python/txtai/vectors/recovery.py	35	# Open file an return	COMMENT
LOW	src/python/txtai/vectors/base.py	99	# Check if model is cached	COMMENT
LOW	src/python/txtai/vectors/dense/llama.py	50	# Check if this is a local path, otherwise download from the HF Hub	COMMENT
LOW	src/python/txtai/vectors/dense/words.py	88	# Check if this is a SQLite database	COMMENT
LOW	src/python/txtai/vectors/dense/external.py	51	# Check if transform function resolution is allowed	COMMENT
LOW	src/python/txtai/vectors/dense/litert.py	51	# Check if this is a local path, otherwise download from the HF Hub	COMMENT
LOW	src/python/txtai/workflow/task/template.py	38	# Check if element matches any processing rules	COMMENT
LOW	src/python/txtai/workflow/task/template.py	91	# Check if any rules are matched	COMMENT
LOW	src/python/txtai/cloud/hub.py	85	# Check if index files are lfs-tracked. Update .gitattributes, if necessary.	COMMENT
LOW	src/python/txtai/scoring/pgtext.py	61	# Increment index	COMMENT
LOW	src/python/txtai/scoring/sif.py	30	# Set freq to word frequencies across entire index when freq and idf shape don't match	COMMENT
LOW	src/python/txtai/scoring/tfidf.py	90	# Increment index	COMMENT
LOW	src/python/txtai/scoring/tfidf.py	162	# Check if term index available	COMMENT

Docstring Block Structure15 hits · 75 pts

Severity	File	Line	Snippet	Context
HIGH	src/python/txtai/database/base.py	117	Runs a search against the database. Supports the following methods: 1. Standard similarity query.	STRING
HIGH	src/python/txtai/database/base.py	206	Executes query against database. Args: query: input query limit: maximum numbe	STRING
HIGH	src/python/txtai/embeddings/base.py	357	Finds documents most similar to the input query. This method runs an index search, index + database search	STRING
HIGH	src/python/txtai/embeddings/base.py	379	Finds documents most similar to the input query. This method runs an index search, index + database search	STRING
HIGH	src/python/txtai/embeddings/search/scan.py	38	Executes a scan for a list of queries. Args: queries: list of queries to run p	STRING
HIGH	src/python/txtai/embeddings/search/scan.py	80	Parse index query clauses from a list of parsed queries. Args: queries: list of parsed que	STRING
HIGH	src/python/txtai/embeddings/search/scan.py	114	Resolves bind parameters for a similar function call. Args: similar: similar function call	STRING
HIGH	src/python/txtai/embeddings/search/base.py	45	Executes a batch search for queries. This method will run either an index search or an index + database search	STRING
HIGH	src/python/txtai/embeddings/search/base.py	211	Executes an index + database search. Args: queries: list of queries limit: max	STRING
HIGH	src/python/txtai/app/base.py	376	Finds documents most similar to the input query. This method will run either an index search or an inde	STRING
HIGH	src/python/txtai/app/base.py	402	Finds documents most similar to the input queries. This method will run either an index search or an in	STRING
HIGH	src/python/txtai/graph/query.py	161	Filters the input graph by uids. This method also adds similar match attributes. Args: gra	STRING
HIGH	src/python/txtai/api/cluster.py	42	Finds documents most similar to the input query. This method will run either an index search or an inde	STRING
HIGH	src/python/txtai/api/cluster.py	83	Finds documents most similar to the input queries. This method will run either an index search or an in	STRING
HIGH	src/python/txtai/api/routers/embeddings.py	61	Finds documents most similar to the input queries. This method will run either an index search or an index + da	STRING

Modern AI Meta-Vocabulary22 hits · 62 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/python/testapi/testapipipeline.py	49	# Enable pipeline similarity backed by zero shot classifier	COMMENT
MEDIUM	test/python/testapi/testapiembeddings.py	74	# Configuration for RAG	STRING
MEDIUM	test/python/testapi/testapiembeddings.py	92	# RAG settings	COMMENT
MEDIUM	test/python/testapi/testapiembeddings.py	431	# Re-create application with a RAG pipeline	STRING
MEDIUM	test/python/testpipeline/testtrain/testonnx.py	159	# Test zero shot classification	COMMENT
MEDIUM	docs/observability.md	69	### Retrieval Augmented Generation (RAG)	COMMENT
MEDIUM	docs/observability.md	88	# Create RAG pipeline	COMMENT
MEDIUM	docs/pipeline/llm/rag.md	1	# RAG	COMMENT
MEDIUM	docs/pipeline/llm/rag.md	33	# Create the RAG pipeline	COMMENT
MEDIUM	docs/pipeline/llm/rag.md	44	# Run RAG pipeline	STRING
MEDIUM	docs/pipeline/llm/rag.md	83	# - Streaming RAG response with `stream=True`	STRING
MEDIUM	docs/pipeline/llm/rag.md	179	### ::: txtai.pipeline.RAG.__init__	STRING
MEDIUM	docs/pipeline/llm/rag.md	180	### ::: txtai.pipeline.RAG.__call__	STRING
MEDIUM	docs/agent/index.md	64	## Agentic RAG	COMMENT
MEDIUM⚡	examples/rag_quickstart.py	44	# Step 4: Create RAG pipeline	COMMENT
MEDIUM⚡	examples/benchmarks.py	244	# Read RAG configuration	COMMENT
MEDIUM⚡	examples/benchmarks.py	247	# Load RAG pipeline	COMMENT
MEDIUM⚡	examples/benchmarks.py	251	# Set context window size to limit and run	COMMENT
MEDIUM⚡	examples/agent_quickstart.py	19	# See RAG Quickstart for an example of building your own custom database	COMMENT
MEDIUM	src/python/txtai/pipeline/text/labels.py	16	# Set if labels are dynamic (zero shot) or fixed (standard text classification)	COMMENT
MEDIUM	src/python/txtai/pipeline/text/labels.py	42	# Run zero shot classification pipeline	COMMENT
MEDIUM	src/python/txtai/pipeline/text/similarity.py	27	# Use zero-shot classification if dynamic is True and crossencode is False, otherwise use standard text clas	COMMENT

Deep Nesting55 hits · 55 pts

Severity	File	Line	Context
LOW	test/python/testmodels/testpooling.py	350	CODE
LOW	test/python/testapi/testcluster.py	34	CODE
LOW	test/python/testpipeline/testtrain/testtrainer.py	321	CODE
LOW	examples/books.py	47	CODE
LOW	examples/workflows.py	119	CODE
LOW	examples/workflows.py	146	CODE
LOW	examples/workflows.py	225	CODE
LOW	examples/workflows.py	409	CODE
LOW	examples/workflows.py	503	CODE
LOW	examples/workflows.py	676	CODE
LOW	examples/baseball.py	158	CODE
LOW	examples/baseball.py	297	CODE
LOW	src/python/txtai/database/factory.py	21	CODE
LOW	src/python/txtai/database/rdbms.py	37	CODE
LOW	src/python/txtai/database/rdbms.py	177	CODE
LOW	src/python/txtai/database/rdbms.py	479	CODE
LOW	src/python/txtai/database/sql/aggregate.py	52	CODE
LOW	src/python/txtai/database/sql/expression.py	53	CODE
LOW	src/python/txtai/database/sql/expression.py	128	CODE
LOW	src/python/txtai/database/sql/expression.py	285	CODE
LOW	src/python/txtai/pipeline/hfmodel.py	87	CODE
LOW	src/python/txtai/pipeline/llm/factory.py	58	CODE
LOW	src/python/txtai/pipeline/llm/rag.py	178	CODE
LOW	src/python/txtai/pipeline/llm/rag.py	399	CODE
LOW	src/python/txtai/pipeline/image/imagehash.py	68	CODE
LOW	src/python/txtai/pipeline/audio/microphone.py	93	CODE
LOW	src/python/txtai/pipeline/train/hftrainer.py	208	CODE
LOW	src/python/txtai/pipeline/data/tokenizer.py	100	CODE
LOW	src/python/txtai/pipeline/data/tokenizer.py	143	CODE
LOW	src/python/txtai/pipeline/data/htmltomd.py	165	CODE
LOW	src/python/txtai/pipeline/data/segmentation.py	125	CODE
LOW	src/python/txtai/ann/dense/factory.py	27	CODE
LOW	src/python/txtai/embeddings/search/scan.py	79	CODE
LOW	src/python/txtai/embeddings/index/transform.py	123	CODE
LOW	src/python/txtai/app/base.py	96	CODE
LOW	src/python/txtai/app/base.py	151	CODE
LOW	src/python/txtai/app/base.py	186	CODE
LOW	src/python/txtai/app/base.py	253	CODE
LOW	src/python/txtai/app/base.py	308	CODE
LOW	src/python/txtai/graph/query.py	122	CODE
LOW	src/python/txtai/graph/base.py	444	CODE
LOW	src/python/txtai/graph/base.py	515	CODE
LOW	src/python/txtai/graph/base.py	592	CODE
LOW	src/python/txtai/graph/networkx.py	123	CODE
LOW	src/python/txtai/agent/tool/grep.py	39	CODE
LOW	src/python/txtai/agent/tool/factory.py	51	CODE
LOW	src/python/txtai/models/models.py	231	CODE
LOW	src/python/txtai/models/pooling/late.py	164	CODE
LOW	src/python/txtai/vectors/dense/factory.py	76	CODE
LOW	src/python/txtai/vectors/dense/words.py	154	CODE
LOW	src/python/txtai/scoring/factory.py	21	CODE
LOW	src/python/txtai/scoring/tfidf.py	63	CODE
LOW	src/python/txtai/api/routers/openai.py	25	CODE
LOW	src/python/txtai/data/base.py	43	CODE
LOW	src/python/txtai/console/base.py	66	CODE

Decorative Section Separators6 hits · 27 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	docs/workflow/schedule.md	13	# ┌─────────────── minute (0 - 59)	COMMENT
MEDIUM⚡	docs/workflow/schedule.md	14	# \| ┌───────────── hour (0 - 23)	COMMENT
MEDIUM⚡	docs/workflow/schedule.md	15	# \| \| ┌─────────── day of the month (1 - 31)	COMMENT
MEDIUM⚡	docs/workflow/schedule.md	16	# \| \| \| ┌───────── month (1 - 12)	COMMENT
MEDIUM⚡	docs/workflow/schedule.md	17	# \| \| \| \| ┌─────── day of the week (0 - 6)	COMMENT
MEDIUM⚡	docs/workflow/schedule.md	18	# \| \| \| \| \| ┌───── second (0 - 59)	COMMENT

Verbosity Indicators12 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/rag_quickstart.py	20	# Step 1: Collect files from local directory	COMMENT
LOW⚡	examples/rag_quickstart.py	26	# Step 2: Text Extraction / Chunking	COMMENT
LOW⚡	examples/rag_quickstart.py	37	# Step 3: Build an embeddings database	COMMENT
LOW⚡	examples/rag_quickstart.py	44	# Step 4: Create RAG pipeline	COMMENT
LOW⚡	examples/workflow_quickstart.py	16	# Step 1: Define available pipelines	COMMENT
LOW⚡	examples/workflow_quickstart.py	21	# Step 2: Define workflow tasks	COMMENT
LOW⚡	examples/workflow_quickstart.py	24	# Step 3: Run the workflow	COMMENT
LOW⚡	examples/agent_quickstart.py	16	# Step 1: Define your Embeddings database	COMMENT
LOW⚡	examples/agent_quickstart.py	29	# Step 2: Define other tools	COMMENT
LOW⚡	examples/agent_quickstart.py	43	# Step 3: Create a list of available tools	COMMENT
LOW⚡	examples/agent_quickstart.py	53	# Step 4: Set LLM configuration	COMMENT
LOW	examples/agent_quickstart.py	72	# Step 4: Create an Agent	COMMENT

Structural Annotation Overuse12 hits · 26 pts

Severity	File	Line	Snippet	Context
LOW⚡	examples/rag_quickstart.py	20	# Step 1: Collect files from local directory	COMMENT
LOW⚡	examples/rag_quickstart.py	26	# Step 2: Text Extraction / Chunking	COMMENT
LOW⚡	examples/rag_quickstart.py	37	# Step 3: Build an embeddings database	COMMENT
LOW⚡	examples/rag_quickstart.py	44	# Step 4: Create RAG pipeline	COMMENT
LOW⚡	examples/workflow_quickstart.py	16	# Step 1: Define available pipelines	COMMENT
LOW⚡	examples/workflow_quickstart.py	21	# Step 2: Define workflow tasks	COMMENT
LOW⚡	examples/workflow_quickstart.py	24	# Step 3: Run the workflow	COMMENT
LOW⚡	examples/agent_quickstart.py	16	# Step 1: Define your Embeddings database	COMMENT
LOW⚡	examples/agent_quickstart.py	29	# Step 2: Define other tools	COMMENT
LOW⚡	examples/agent_quickstart.py	43	# Step 3: Create a list of available tools	COMMENT
LOW⚡	examples/agent_quickstart.py	53	# Step 4: Set LLM configuration	COMMENT
LOW	examples/agent_quickstart.py	72	# Step 4: Create an Agent	COMMENT

Excessive Try-Catch Wrapping17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	src/python/txtai/database/factory.py	77	except Exception as e:	CODE
LOW	src/python/txtai/database/base.py	327	except Exception as e:	CODE
LOW	src/python/txtai/pipeline/llm/factory.py	100	except Exception as e:	CODE
LOW	src/python/txtai/pipeline/data/urlretrieve.py	102	except Exception:	CODE
LOW	src/python/txtai/ann/dense/milvus.py	45	except Exception:	CODE
LOW	src/python/txtai/ann/dense/factory.py	88	except Exception as e:	CODE
LOW	src/python/txtai/ann/dense/zvec.py	44	except Exception:	CODE
LOW	src/python/txtai/ann/sparse/factory.py	61	except Exception as e:	CODE
LOW	src/python/txtai/embeddings/index/indexes.py	74	except Exception as e:	CODE
LOW	src/python/txtai/app/base.py	332	except Exception:	CODE
LOW	src/python/txtai/graph/factory.py	61	except Exception as e:	CODE
LOW	src/python/txtai/vectors/dense/factory.py	128	except Exception as e:	CODE
LOW	src/python/txtai/vectors/sparse/factory.py	55	except Exception as e:	CODE
LOW	src/python/txtai/workflow/base.py	106	except Exception:	CODE
LOW	src/python/txtai/cloud/factory.py	64	except Exception as e:	CODE
LOW	src/python/txtai/scoring/factory.py	95	except Exception as e:	CODE
LOW	src/python/txtai/console/base.py	92	except Exception:	CODE

Modern Structural Boilerplate12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	src/python/txtai/__init__.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/database/base.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/pipeline/llm/llm.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/pipeline/audio/texttospeech.py	35	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/pipeline/audio/microphone.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/embeddings/search/base.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/graph/query.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/serialize/pickle.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/vectors/dense/words.py	29	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/workflow/base.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/workflow/task/base.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/python/txtai/scoring/terms.py	21	logger = logging.getLogger(__name__)	CODE

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	src/python/txtai/pipeline/text/labels.py	72	return list(self.pipeline.model.config.id2label.values())	CODE

AI Structural Patterns9 hits · 9 pts

Severity	File	Line	Context
LOW	src/python/txtai/pipeline/llm/rag.py	24	CODE
LOW	src/python/txtai/pipeline/audio/microphone.py	37	CODE
LOW	src/python/txtai/pipeline/train/lemur.py	17	CODE
LOW	src/python/txtai/pipeline/train/hftrainer.py	39	CODE
LOW	src/python/txtai/pipeline/data/textractor.py	20	CODE
LOW	src/python/txtai/pipeline/data/segmentation.py	31	CODE
LOW	src/python/txtai/models/pooling/lemur.py	82	CODE
LOW	src/python/txtai/workflow/task/base.py	25	CODE
LOW	src/python/txtai/data/texts.py	75	CODE

Over-Commented Block8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	docs/pipeline/text/reranker.md	81	### ::: txtai.pipeline.Reranker.__init__	COMMENT
LOW	docs/pipeline/data/tokenizer.md	81	### ::: txtai.pipeline.Tokenizer.__init__	COMMENT
LOW	docs/pipeline/data/urlretrieve.md	61	### ::: txtai.pipeline.URLRetrieve.__init__	COMMENT
LOW	docs/pipeline/data/textractor.md	81	### ::: txtai.pipeline.Textractor.__init__	COMMENT
LOW	docs/agent/methods.md	1	# Methods	COMMENT
LOW	examples/rag_quickstart.py	21	#	COMMENT
LOW	examples/agent_quickstart.py	41		COMMENT
LOW	examples/agent_quickstart.py	61	# model = "ollama/gpt-oss	COMMENT

Hyper-Verbose Identifiers6 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	test/python/testapi/testapiworkflow.py	97	class RequestHandler(BaseHTTPRequestHandler):	STRING
LOW	test/python/testapi/testcluster.py	29	class RequestHandler(BaseHTTPRequestHandler):	STRING
LOW	test/python/testpipeline/testdata/testurlretrieve.py	16	class RequestHandler(BaseHTTPRequestHandler):	CODE
LOW	test/python/testpipeline/testllm/testopencode.py	14	class RequestHandler(BaseHTTPRequestHandler):	CODE
LOW	test/python/testpipeline/testllm/testlitellm.py	19	class RequestHandler(BaseHTTPRequestHandler):	CODE
LOW	test/python/testvectors/testdense/testlitellm.py	17	class RequestHandler(BaseHTTPRequestHandler):	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	src/python/txtai/database/rdbms.py	189	# Use JOIN when documents table is used to utilize indexes, default to LEFT JOIN	COMMENT

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	examples/books.py	8	mkdir openlibrary && cd openlibrary	STRING

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings