5.4

Adjusted Signal

5.4

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

93.2K

Stars

Language

1.5M

Lines of Code

5.4K

Files

5.5K

Pattern Hits

2026-10-31

Scan Date

0.11

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 15.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 4369 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.7/100 · LOW

Are imports declared and package/API names verified? 685 finding(s).

Agent Over-Engineering Ratio 5.8/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1171 finding(s).

PR Review Velocity Impact 26.7/100 · MEDIUM

Which changes need focused human review? 5539 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 580MEDIUM 357LOW 4602

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 5539 distinct pattern matches across 21 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 Block3341 hits · 3319 pts

Severity	File	Line	Snippet	Context
LOW	run_tests.py	1	#!/usr/bin/env python3	COMMENT
LOW	pyproject.toml	41	[tool.uv]	COMMENT
LOW	pyproject.toml	61	"lxml>=6.1.1",	COMMENT
LOW	build.sh	61		COMMENT
LOW	build.sh	181	# ── cl100k_base BPE table ─────────────────────────────────────────────	COMMENT
LOW	build.sh	361	# (SessionGetInitializer*, added by infiniflow/ragflow-build) runs.	COMMENT
LOW	build.sh	441	# operator set — see tools/scripts/download_dev_deps.py ORT_RELEASE_TAG).	COMMENT
LOW	build.sh	561	return 1	COMMENT
LOW	build.sh	621	# accepts an existing user-cache directory without inspecting it, so a	COMMENT
LOW	build.sh	681		COMMENT
LOW	build.sh	881	# the tokenizer's bundled re2 symbols are renamed into a private	COMMENT
LOW	build.sh	901	local pdf_oxide_lib_dir="${PDF_OXIDE_PREFIX}/lib/${pdf_oxide_subdir}"	COMMENT
LOW	build.sh	921	# every ORT size-trimming build flag had near-zero effect before). The	COMMENT
LOW	build.sh	961	# ld64 has no --undefined / --dynamic-list spelled the GNU way.	COMMENT
LOW	build.sh	981	#	COMMENT
LOW	build.sh	1061	CGO_ENABLED=1 \	COMMENT
LOW	lefthook.yml	1	# There are 6 fix-capable jobs and 5 pure-check jobs in pre-commit, plus a	COMMENT
LOW	build_ee.sh	1	#!/usr/bin/env bash	COMMENT
LOW	cmd/args_flag_test.go	1	//	COMMENT
LOW	cmd/ragflow-cli.go	1	//go:build ignore	COMMENT
LOW	cmd/ragflow_server_deepdoc_test.go	1	//	COMMENT
LOW	cmd/ragflow_server_test.go	1	//	COMMENT
LOW	cmd/ragflow_server_pprof_integration_test.go	1	//	COMMENT
LOW	cmd/ragflow_server_pprof_integration_test.go	21	import (	COMMENT
LOW	cmd/ragflow_server_pprof_integration_test.go	41	// When the DeepDoc server cannot actually boot in the test environment (e.g.	COMMENT
LOW	cmd/ragflow_server_pprof_test.go	1	//	COMMENT
LOW	cmd/ragflow_server.go	1	//	COMMENT
LOW	cmd/stub.go	1	//	COMMENT
LOW	cmd/ragflow_server_earlyboot_test.go	1	// Copyright 2026 The InfiniFlow Authors. All Rights Reserved.	COMMENT
LOW	cmd/ragflow_server_earlyboot_test.go	21	)	COMMENT
LOW	tools/migrate-canvas/main.go	1	//	COMMENT
LOW	tools/migrate-canvas/main.go	21	// go run ./tools/migrate-canvas -golden=expected.json docs/develop/sample.json	COMMENT
LOW	tools/covsweep/main.go	1	// Command covsweep answers one question for a whole document set:	COMMENT
LOW	tools/covsweep/main.go	21	// honest: the ingest strips punctuation AND closes the gap it leaves, so a source line	COMMENT
LOW	tools/covsweep/main.go	41	// Concurrency, and where the time actually goes (the tool prints a phase breakdown on exit):	COMMENT
LOW	tools/covsweep/main.go	121	FileAlnum int `json:"file_alnum"` // alphanumeric characters the file projects to	COMMENT
LOW	tools/covsweep/main.go	421	// ---------------------------------------------------------------------------	COMMENT
LOW	tools/covsweep/main.go	621		COMMENT
LOW	tools/firecrawl/INSTALLATION.md	101	export FIRECRAWL_RATE_LIMIT_DELAY="1.0"	COMMENT
LOW	tools/gen-component-parity/main.go	1	//	COMMENT
LOW	tools/gen-component-parity/main.go	21	// The tool imports the production packages (which trigger init()	COMMENT
LOW	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	1	#	COMMENT
LOW	tools/chatgpt-on-wechat/plugins/__init__.py	1	#	COMMENT
LOW	tools/scripts/test_download_dev_deps.py	1	# Tests for the local-dev dependency downloader (tools/scripts/download_dev_deps.py):	COMMENT
LOW	tools/scripts/install.sh	1	#!/bin/sh	COMMENT
LOW	tools/scripts/fetch_deepdoc_testdata.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/scripts/fetch_deepdoc_testdata.sh	21	# used as-is: no ref pinning, no network fetch. This is	COMMENT
LOW	tools/scripts/download_dev_deps.py	1	#!/usr/bin/env python3	COMMENT
LOW	tools/scripts/download_dev_deps.py	21	#	COMMENT
LOW	tools/scripts/download_dev_deps.py	41	# default. The target GOOS/GOARCH is detected from the host `uname`; override it	COMMENT
LOW	tools/scripts/download_dev_deps.py	61	import sys	COMMENT
LOW	tools/scripts/download_dev_deps.py	81	# `onnxruntime-v{ORT_VERSION}-<target>.zip` (see ort_target). The archive is	COMMENT
LOW	tools/mdprobe/main.go	1	// Command mdprobe runs the ingest Markdown parser over a corpus file and reports, item by item,	COMMENT
LOW	docker/kvrocks-entrypoint.sh	1	#!/bin/sh	COMMENT
LOW	docker/docker-compose-macos.yml	21	- ./nginx/proxy.conf:/etc/nginx/proxy.conf	COMMENT
LOW	docker/docker-compose-macos.yml	41	# networks:	COMMENT
LOW	docker/docker-compose-base.yml	261	- metadata-MYSQL	COMMENT
LOW	docker/docker-compose-base.yml	341		COMMENT
LOW	docker/vastbase/init/01_init.sh	1	#!/bin/bash	COMMENT
LOW	test/test_check_files.py	1	# Copyright 2026 The InfiniFlow Authors. All Rights Reserved.	COMMENT
3281 more matches not shown…

Magic Placeholder Names484 hits · 1615 pts

Severity	File	Line	Snippet	Context
HIGH	tools/firecrawl/example_usage.py	18	"api_key": "fc-your-api-key-here", # Replace with your actual API key	CODE
HIGH	tools/firecrawl/example_usage.py	55	"api_key": "fc-your-api-key-here", # Replace with your actual API key	CODE
HIGH	tools/firecrawl/example_usage.py	88	"api_key": "fc-your-api-key-here", # Replace with your actual API key	CODE
HIGH⚡	tools/firecrawl/example_usage.py	122	"api_key": "fc-your-api-key-here", # Replace with your actual API key	CODE
HIGH	tools/firecrawl/INSTALLATION.md	97	export FIRECRAWL_API_KEY="fc-your-api-key-here"	CODE
HIGH	tools/chatgpt-on-wechat/plugins/README.md	44	"ragflow_api_key": "YOUR_API_KEY",	CODE
HIGH	web/src/locales/ar.ts	1386	'YOUR_API_KEY (تم الحصول عليه من https://serpapi.com/manage-api-key)',	CODE
HIGH	web/src/locales/it.ts	1899	'YOUR_API_KEY (ottenuta da https://serpapi.com/manage-api-key)',	CODE
HIGH	web/src/locales/en.ts	2756	'YOUR_API_KEY (obtained from https://serpapi.com/manage-api-key)',	CODE
HIGH	web/src/locales/fr.ts	2525	'YOUR_API_KEY (obtenu depuis https://serpapi.com/manage-api-key)',	CODE
HIGH	web/src/locales/ru.ts	1574	'YOUR_API_KEY (полученный с https://serpapi.com/manage-api-key)',	CODE
HIGH	web/src/locales/ko.ts	1901	'YOUR_API_KEY (https://serpapi.com/manage-api-key 에서 발급)',	CODE
HIGH	web/src/locales/az.ts	2727	'YOUR_API_KEY (https://serpapi.com/manage-api-key ünvanından əldə edilir)',	CODE
HIGH	web/src/locales/ja.ts	2456	'YOUR_API_KEY(https://serpapi.com/manage-api-key から取得)',	CODE
HIGH	web/src/locales/bg.ts	1447	'YOUR_API_KEY (получен от https://serpapi.com/manage-api-key)',	CODE
HIGH	web/src/pages/agent/constant/index.tsx	405	'YOUR_API_KEY (obtained from https://www.microsoft.com/en-us/bing/apis/bing-web-search-api)',	CODE
HIGH	internal/agent/templates/web_search_assistant.json	209	"api_key": "YOUR_API_KEY (obtained from https://www.microsoft.com/en-us/bing/apis/bi	CODE
HIGH	internal/agent/templates/web_search_assistant.json	565	"api_key": "YOUR_API_KEY (obtained from https://www.microsoft.com/en-us/bing/api	CODE
HIGH⚡	docs/references/python_api_reference.md	832	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH⚡	docs/references/python_api_reference.md	832	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	225	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	225	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	411	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	411	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	527	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	527	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	561	api_key="<YOUR_API_KEY>",	CODE
HIGH	docs/references/python_api_reference.md	561	api_key="<YOUR_API_KEY>",	CODE
HIGH	docs/references/python_api_reference.md	694	api_key="<YOUR_API_KEY>",	CODE
HIGH	docs/references/python_api_reference.md	694	api_key="<YOUR_API_KEY>",	CODE
HIGH	docs/references/python_api_reference.md	748	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	748	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	779	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	779	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	869	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	869	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	950	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	950	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1006	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1006	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1047	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1047	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1093	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1093	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1187	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1187	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1270	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1270	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1328	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1328	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1368	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1368	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1439	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1439	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1478	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1478	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1512	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1512	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1580	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
HIGH	docs/references/python_api_reference.md	1580	rag_object = RAGFlow(api_key="<YOUR_API_KEY>", base_url="http://<YOUR_BASE_URL>:9380")	CODE
424 more matches not shown…

Hyper-Verbose Identifiers668 hits · 696 pts

Severity	File	Line	Snippet	Context
LOW	tools/firecrawl/firecrawl_connector.py	187	async def wait_for_crawl_completion(self, job_id: str, poll_interval: int = 30) -> CrawlJob:	CODE
LOW	tools/firecrawl/firecrawl_ui.py	22	def create_data_source_config() -> Dict[str, Any]:	CODE
LOW	tools/firecrawl/firecrawl_ui.py	112	def create_progress_component() -> Dict[str, Any]:	CODE
LOW	tools/firecrawl/example_usage.py	12	async def example_single_url_scraping():	CODE
LOW⚡	tools/firecrawl/example_usage.py	116	async def example_content_processing():	CODE
LOW⚡	tools/firecrawl/example_usage.py	176	async def example_configuration_validation():	CODE
LOW	tools/firecrawl/ragflow_integration.py	135	def get_supported_scrape_types(self) -> List[str]:	CODE
LOW	tools/firecrawl/ragflow_integration.py	149	def create_firecrawl_integration(config_dict: Dict[str, Any]) -> RAGFlowFirecrawlIntegration:	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	27	def test_result_default_values(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	97	def test_verify_counts_mismatch(self, mock_es_client, mock_ob_client):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	111	def test_verify_samples_all_match(self, mock_es_client, mock_ob_client):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	132	def test_verify_samples_some_missing(self, mock_es_client, mock_ob_client):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	155	def test_verify_samples_data_mismatch(self, mock_es_client, mock_ob_client):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_verify.py	176	def test_values_equal_none_values(self, verifier):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_verify.py	182	def test_values_equal_array_columns(self, verifier):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_verify.py	190	def test_values_equal_json_columns(self, verifier):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_verify.py	194	def test_values_equal_kb_id_list(self, verifier):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_verify.py	199	def test_values_equal_content_with_weight_dict(self, verifier):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_verify.py	203	def test_determine_result_passed(self, mock_es_client, mock_ob_client):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	218	def test_determine_result_failed_count(self, mock_es_client, mock_ob_client):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	230	def test_determine_result_failed_samples(self, mock_es_client, mock_ob_client):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	268	def test_generate_report_with_missing(self, verifier):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	292	def test_generate_report_with_mismatches(self, verifier):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	343	def test_empty_array_comparison(self, verifier):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_verify.py	347	def test_nested_json_comparison(self, verifier):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_schema.py	461	def test_convert_empty_document(self):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_schema.py	470	def test_convert_document_without_source(self):	CODE
LOW⚡	tools/es-to-oceanbase-migration/tests/test_schema.py	480	def test_convert_boolean_to_integer(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	27	def test_analyze_ragflow_mapping(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	89	def test_get_column_definitions(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	116	def test_convert_basic_document(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	141	def test_convert_document_defaults_missing_chunk_order(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	176	def test_convert_array_fields(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	221	def test_convert_unknown_fields_to_extra(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	259	def test_convert_content_with_weight_dict(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	349	def test_ragflow_columns_completeness(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	369	def test_ragflow_columns_types(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	404	def test_mapping_without_properties(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	412	def test_multiple_vector_fields(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	429	def test_get_column_definitions_without_analysis(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	497	def test_convert_invalid_integer(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	533	def test_convert_array_with_special_characters(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	552	def test_convert_already_json_array(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	569	def test_convert_single_value_to_array(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	587	def test_detect_vector_fields_from_document(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	601	def test_convert_with_default_values(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	619	def test_convert_list_content(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_schema.py	646	def test_existing_extra_field_merged(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	17	def test_create_basic_progress(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	32	def test_create_progress_with_counts(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	44	def test_progress_default_values(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	59	def test_progress_status_values(self):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	84	def test_create_progress_manager(self, temp_dir):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	89	def test_create_progress_manager_creates_dir(self, temp_dir):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	108	def test_save_and_load_progress(self, manager):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	129	def test_load_nonexistent_progress(self, manager):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	172	def test_update_progress_multiple_batches(self, manager):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	246	def test_can_resume_completed(self, manager):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	259	def test_can_resume_nonexistent(self, manager):	CODE
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	286	def test_get_resume_info_nonexistent(self, manager):	CODE
608 more matches not shown…

Decorative Section Separators190 hits · 594 pts

Severity	File	Line	Snippet	Context
MEDIUM	build.sh	80	# ── target platform detection ──────────────────────────────────────────	COMMENT
MEDIUM	build.sh	181	# ── cl100k_base BPE table ─────────────────────────────────────────────	COMMENT
MEDIUM	build.sh	840	# ── office_oxide ──────────────────────────────────────────────────	COMMENT
MEDIUM	build.sh	860	# ── pdfium ────────────────────────────────────────────────────────	COMMENT
MEDIUM	build.sh	886	# ── pdf_oxide ─────────────────────────────────────────────────────	COMMENT
MEDIUM	build.sh	908	# ── onnxruntime (static, resolved via dlopen(NULL)) ────────────────	COMMENT
MEDIUM	build.sh	1009	# ── platform-specific system libraries ────────────────────────────	COMMENT
MEDIUM⚡	tools/scripts/test_download_dev_deps.py	479	# native script and never touches module import timing. ──────────────────────	COMMENT
MEDIUM	tools/scripts/test_download_dev_deps.py	320	# script ONCE and the Go server is ready to build, run, parse and count. ─────	COMMENT
MEDIUM	tools/scripts/test_download_dev_deps.py	511	# ── Documentation contract: ARM64 build-host minimums ─────────────────────	COMMENT
MEDIUM	tools/scripts/download_dev_deps.py	39	# ----------------	COMMENT
MEDIUM	tools/scripts/download_dev_deps.py	68	# ── Dependency versions & URLs (edit here) ────────────────────────────────	COMMENT
MEDIUM	tools/scripts/download_dev_deps.py	188	# ── URL builders ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/scripts/download_dev_deps.py	213	# ── ONNX Runtime release asset helpers ─────────────────────────────────────	COMMENT
MEDIUM	tools/scripts/download_dev_deps.py	504	# ── Runtime resources the local Go dev server also needs ───────────────────	COMMENT
MEDIUM	docker/entrypoint.sh	8	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/entrypoint.sh	10	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/entrypoint.sh	75	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/entrypoint.sh	77	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/entrypoint.sh	101	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/entrypoint.sh	103	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/entrypoint.sh	132	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/entrypoint.sh	134	# -----------------------------------------------------------------------------	COMMENT
MEDIUM	docker/vastbase/init/01_init.sh	25	# ── Step 1: Create user ──────────────────────────────────────────────────	COMMENT
MEDIUM	docker/vastbase/init/01_init.sh	55	# ── Step 3: Grant database-level privileges ──────────────────────────────	COMMENT
MEDIUM	docker/vastbase/init/01_init.sh	60	# ── Step 4: Grant schema permissions (must connect to each database) ─────	COMMENT
MEDIUM	web/src/lib/editor/mermaid-node.tsx	138	// ─── React rendering component ─────────────────────────────	COMMENT
MEDIUM	web/src/pages/agent/utils/dsl-bridge.ts	63	// ─── Public API ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	web/src/pages/agent/utils/__tests__/dsl-bridge.test.ts	8	// ─── Round-trip stability integration tests ────────────────────────────	COMMENT
MEDIUM	…/src/pages/user-setting/data-source/constant/index.tsx	1945	// ── Essential fields ──────────────────────────────────────────────	COMMENT
MEDIUM	…/src/pages/user-setting/data-source/constant/index.tsx	2152	// ── Advanced settings toggle ──────────────────────────────────────	COMMENT
MEDIUM	…/src/pages/user-setting/data-source/constant/index.tsx	2160	// ── Advanced fields (hidden until toggled) ────────────────────────	COMMENT
MEDIUM	…setting-model/instance-card/provider-instance-card.tsx	130	// ── Data fetching ────────────────────────────────────────────────	COMMENT
MEDIUM	…setting-model/instance-card/provider-instance-card.tsx	143	// ── Form initial values + fields ────────────────────────────────	COMMENT
MEDIUM	…setting-model/instance-card/provider-instance-card.tsx	167	// ── Action handlers ─────────────────────────────────────────────	COMMENT
MEDIUM	…setting-model/instance-card/provider-instance-card.tsx	183	// ── Save state (payload builder + dirty tracking) ───────────────	COMMENT
MEDIUM	…/setting-model/instance-card/bedrock-instance-card.tsx	523	// ── Dirty tracking (no auto-save) ────────────────────────────────	COMMENT
MEDIUM	…/setting-model/instance-card/bedrock-instance-card.tsx	667	// ──────────────── Field group rendered in both modes ────────────────	COMMENT
MEDIUM	internal/handler/file_commit_test.go	229	// ── Tests ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/handler/file_commit_test.go	660	// ── Tenant authorization tests ───────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/mocks.go	28	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/mocks.go	30	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/mocks.go	79	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/mocks.go	81	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/mocks.go	159	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/mocks.go	161	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	internal/ingestion/testutil/helpers.go	33	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	internal/ingestion/testutil/helpers.go	35	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	internal/ingestion/testutil/helpers.go	42	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	internal/ingestion/testutil/helpers.go	44	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/helpers.go	96	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/helpers.go	98	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/helpers.go	246	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/ingestion/testutil/helpers.go	248	// ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/deepdoc/parser/office/types.go	14	// ── office_oxide IR JSON types ────────────────────────────────────────	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/outline_extraction_test.go	10	// ── outline-tracking mock engines ──────────────────────────────────────────	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/outline_extraction_test.go	34	// ── tests for outline extraction in Parse() ─────────────────────────────────	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/parser_test.go	34	// ── OCR fallback ──────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/parser_test.go	83	// ── OCR scan page ──────────────────────────────────────────────────────	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/parser_test.go	144	// ── OCR fallback integration through Parse ──────────────────────────────	COMMENT
130 more matches not shown…

Modern AI Meta-Vocabulary128 hits · 382 pts

Severity	File	Line	Snippet	Context
MEDIUM	README_id.md	80	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_id.md	133	### 🛀 Alur Kerja RAG yang Otomatis dan Mudah	COMMENT
MEDIUM	README_pt_br.md	80	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_pt_br.md	133	### 🛀 Fluxo de trabalho RAG automatizado e sem esforço	COMMENT
MEDIUM	README_ja.md	82	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_ja.md	136	### 🛀 自動化された楽な RAG ワークフロー	COMMENT
MEDIUM	README_ru.md	82	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_ru.md	135	### 🛀 Автоматизированный и простой RAG-пайплайн	COMMENT
MEDIUM	README_ko.md	83	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_ko.md	137	### 🛀 자동화되고 손쉬운 RAG 워크플로우	COMMENT
MEDIUM	README.md	82	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README.md	128	### 🌱 Grounded citations with reduced hallucinations	COMMENT
MEDIUM	README.md	137	### 🛀 Automated and effortless RAG workflow	COMMENT
MEDIUM	README_ar.md	82	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_ar.md	136	### 🛀 سير عمل RAG آلي وسهل	COMMENT
MEDIUM	README_tr.md	82	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_tr.md	135	### 🛀 Otomatik ve zahmetsiz RAG iş akışı	COMMENT
MEDIUM	README_tzh.md	84	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_tzh.md	129	### 🌱 有理有據、最大程度降低幻覺（hallucination）	COMMENT
MEDIUM	README_tzh.md	138	### 🛀 全程無憂、自動化的 RAG 工作流	COMMENT
MEDIUM	README_zh.md	84	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_zh.md	129	### 🌱 有理有据、最大程度降低幻觉（hallucination）	COMMENT
MEDIUM	README_zh.md	138	### 🛀 全程无忧、自动化的 RAG 工作流	COMMENT
MEDIUM	README_fr.md	80	<img alt="Agentic workflow demonstration" src="https://raw.githubusercontent.com/infiniflow/ragflow-docs/refs/heads/imag	CODE
MEDIUM	README_fr.md	124	### 🌱 Citations fondées avec réduction des hallucinations	COMMENT
MEDIUM	README_fr.md	133	### 🛀 Flux de travail RAG automatisé et sans effort	COMMENT
MEDIUM⚡	tools/firecrawl/example_usage.py	110	# Example of chunking for RAG processing	COMMENT
MEDIUM	test/testcases/conftest.py	331	# set embedding model	COMMENT
MEDIUM	web/src/components/message-input/next.tsx	158	// the agentic RAG agent, which runs its own retrieval instead of the	COMMENT
MEDIUM	web/src/hooks/use-thinking-level.ts	22	// '5' agentic).	COMMENT
MEDIUM	…xt-chats/chat/app-settings/use-chat-setting-schema.tsx	21	// All settings remain in one schema because both naive and agentic fields are	COMMENT
MEDIUM	…xt-chats/chat/app-settings/use-chat-setting-schema.tsx	69	// The per-chat agentic template override lives here; without this	COMMENT
MEDIUM	web/src/interfaces/database/chat.ts	25	// Response of GET /api/v1/chats/:chat_id/agentic-rag	COMMENT
MEDIUM	internal/handler/streaming_test.go	84	// exact failure mode of long agentic chat runs ("write tcp ... i/o timeout").	COMMENT
MEDIUM	internal/handler/openai_chat.go	136	// Long agentic runs stream for minutes or compute before their single	COMMENT
MEDIUM	internal/handler/streaming.go	28	// write (SSE, agentic chats) are not cut off mid-response by the connection	COMMENT
MEDIUM	internal/ingestion/component/extractor.go	1842	// ingestion extractor and the agentic metadata catalog share one field contract.	COMMENT
MEDIUM	internal/ingestion/task/pipeline_executor.go	497	// ExtractorMetadataConfig / MetadataRawFieldList) so the ingestion pipeline and the agentic	COMMENT
MEDIUM	…ternal/agentic_rag/tool_search_semantic_chunks_test.go	88	// TestLocateSearchDisablesDenseFallback pins the agentic/human split on the	COMMENT
MEDIUM	internal/agentic_rag/citations.go	26	// Citation support for agentic deliverables.	COMMENT
MEDIUM	internal/agentic_rag/citations.go	31	// agentic answer needs neither: EVERY factual line already cites	COMMENT
MEDIUM	internal/agentic_rag/run_session.go	80	// runSession owns the event log one agentic turn maintains, plus the	COMMENT
MEDIUM	internal/agentic_rag/tool_web_search.go	67	// agentic package never contacts a provider itself: the caller injects this,	COMMENT
MEDIUM	internal/agentic_rag/compiled_serve.go	359	// CompiledServeChunks applies compiled-serve to the standard (non-agentic)	COMMENT
MEDIUM	internal/entity/models/response_handler.go	58	// handler rather than in the agentic loop: the token count only exists	COMMENT
MEDIUM	internal/entity/models/llm.go	67	// quota wall does not recover within one question, and an agentic turn	COMMENT
MEDIUM	internal/entity/models/llm.go	86	// Generate calls. Long enough to absorb an agentic turn (which would otherwise	COMMENT
MEDIUM	internal/entity/models/llm.go	438	// (errorAnswerText in agentic-rag/agentic_rag_graph.go, chat_pipeline.go),	COMMENT
MEDIUM	internal/server/api/server.go	148	// target of the agentic-RAG bridge wired below. The bridge must hold it	COMMENT
MEDIUM	internal/server/api/server.go	292	// so agentic-search runtime LLM calls work in production. Without this,	COMMENT
MEDIUM	internal/agent/chat/chat.go	35	// component and the agentic-search harness/tools.	COMMENT
MEDIUM	internal/agent/component/render.go	22	// message.go scaffold without dragging in new third-party deps.	COMMENT
MEDIUM	internal/agent/component/exesql_params_test.go	47	// Templates ship an ExeSQL scaffold with every connection field blank	COMMENT
MEDIUM	internal/agent/component/llm.go	185	// shared chat default. Called at server bootstrap so harness/agentic-search LLM	COMMENT
MEDIUM	internal/agent/component/llm.go	611	// answer (harness/action_session.go:1504). Without it every agentic answer fell	COMMENT
MEDIUM	internal/agent/component/llm_test.go	662	// silently downgraded every agentic answer to the one-shot call — the log line	COMMENT
MEDIUM	internal/agent/component/memory_save.go	17	// Memory persistence scaffold. The Python Message component,	COMMENT
MEDIUM	internal/agent/retrievalbridge/runtime_adapter.go	38	// until the stack overflowed on every agentic retrieval.	COMMENT
MEDIUM	internal/agent/audio/tts_design.md	132	## What the existing scaffold needs to change	COMMENT
MEDIUM	internal/agent/templates/seo_article_writer.json	53	"sys_prompt": "# Role\n\nYou are the Lead Agent, responsible for initiating the multi-agent	CODE
68 more matches not shown…

Cross-Language Confusion45 hits · 230 pts

Severity	File	Line	Snippet	Context
HIGH⚡	test/playwright/conftest.py	1279	while (node && node !== document.body) {	CODE
HIGH⚡	test/playwright/conftest.py	1281	if (style && style.backfaceVisibility === 'hidden') {	CODE
HIGH⚡	test/playwright/conftest.py	1290	while (node && node !== document.body) {	CODE
HIGH⚡	test/playwright/conftest.py	1292	if (style && style.transformStyle === 'preserve-3d') {	CODE
HIGH⚡	test/playwright/conftest.py	1297	return null;	CODE
HIGH⚡	test/playwright/conftest.py	1305	return rect.width > 0 && rect.height > 0;	CODE
HIGH⚡	test/playwright/conftest.py	1559	: null,	CODE
HIGH⚡	test/playwright/conftest.py	1644	while (node && node !== document.body) {	CODE
HIGH⚡	test/playwright/conftest.py	1646	if (style && style.backfaceVisibility === 'hidden') {	CODE
HIGH⚡	test/playwright/conftest.py	1655	while (node && node !== document.body) {	CODE
HIGH⚡	test/playwright/conftest.py	1657	if (style && style.transformStyle === 'preserve-3d') {	CODE
HIGH⚡	test/playwright/conftest.py	1662	return null;	CODE
HIGH⚡	test/playwright/conftest.py	1665	if (!transform \|\| transform === 'none') return 1;	CODE
HIGH⚡	test/playwright/conftest.py	1708	if (!rect.width \|\| !rect.height) return null;	CODE
HIGH⚡	test/playwright/conftest.py	1713	let pick = null;	CODE
HIGH⚡	test/playwright/conftest.py	1716	} else if (candidates.length > 1 && candidates[0].facing !== candidates[1].facing) {	CODE
HIGH⚡	test/playwright/conftest.py	1726	return top && el.contains(top);	CODE
HIGH	test/playwright/conftest.py	971	return Boolean((token && token.length) \|\| (auth && auth.length));	CODE
HIGH	test/playwright/conftest.py	1327	flipTransform: flip ? window.getComputedStyle(flip).transform : null,	CODE
HIGH	test/playwright/conftest.py	1328	flipTransformStyle: flip ? window.getComputedStyle(flip).transformStyle : null,	CODE
HIGH	test/playwright/conftest.py	1354	if (!el) return null;	CODE
HIGH	test/playwright/conftest.py	1438	return rect.width > 0 && rect.height > 0;	CODE
HIGH	test/playwright/conftest.py	1545	return rect.width > 0 && rect.height > 0;	CODE
HIGH	test/playwright/conftest.py	1588	return top && (top === el \|\| el.contains(top));	CODE
HIGH	test/playwright/conftest.py	1695	const state = window.__qa_flip_state \|\| { transform: null, time: 0 };	CODE
HIGH⚡	test/playwright/conftest.py	387	if (auth && auth.length) return auth;	STRING
HIGH⚡	test/playwright/conftest.py	389	if (token && token.length) return token;	STRING
HIGH	test/playwright/auth/test_register_then_login_flow.py	54	return rect.width > 0 && rect.height > 0;	STRING
HIGH	test/playwright/auth/test_register_then_login_flow.py	68	if (successByUrl \|\| successMarker) return { state: 'success' };	STRING
HIGH	test/playwright/auth/test_login_success_optional.py	145	return rect.width > 0 && rect.height > 0;	CODE
HIGH	test/playwright/auth/test_login_success_optional.py	158	if (successByUrl \|\| successMarker) return {{ state: 'success' }};	CODE
HIGH	test/playwright/e2e/test_next_apps_agent.py	32	return rect.width > 0 && rect.height > 0;	STRING
HIGH	test/playwright/e2e/test_next_apps_agent.py	131	return rect.width > 0 && rect.height > 0;	STRING
HIGH	test/playwright/e2e/test_dataset_upload_parse.py	486	return !!node && String(node.value) !== String(previous);	STRING
HIGH	test/playwright/e2e/test_next_apps_search.py	25	const body = (document.body && document.body.innerText \|\| '').toLowerCase();	CODE
HIGH	test/playwright/helpers/_auth_helpers.py	16	return Boolean((token && token.length) \|\| (auth && auth.length));	CODE
HIGH	test/playwright/helpers/_auth_helpers.py	42	return Boolean((token && token.length) \|\| (auth && auth.length));	CODE
HIGH	test/playwright/helpers/auth_waits.py	20	return Boolean((token && token.length) \|\| (auth && auth.length));	CODE
HIGH	test/playwright/helpers/datasets.py	50	body_text = page.evaluate("(() => (document.body && document.body.innerText) \|\| '')()")	CODE
HIGH	test/playwright/helpers/datasets.py	332	const txt = (document.body && document.body.innerText \|\| '').toLowerCase();	CODE
HIGH⚡	test/playwright/helpers/datasets.py	244	return rect.width > 0 && rect.height > 0;	STRING
HIGH⚡	test/playwright/helpers/datasets.py	344	body_text = page.evaluate("(() => (document.body && document.body.innerText) \|\| '')()")	STRING
HIGH⚡	test/playwright/helpers/datasets.py	369	body_text = page.evaluate("(() => (document.body && document.body.innerText) \|\| '')()")	STRING
HIGH	test/playwright/helpers/datasets.py	381	body_text = page.evaluate("(() => (document.body && document.body.innerText) \|\| '')()")	STRING
HIGH	…le_management_within_dataset/test_download_document.py	78	b'{"code": 102, "message": "document not found", "data": null}',	CODE

Empty Error Handlers50 hits · 225 pts

Severity	File	Line	Snippet	Context
HIGH	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	220	except json.JSONDecodeError:	CODE
HIGH	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	230	except json.JSONDecodeError:	CODE
HIGH	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	235	except json.JSONDecodeError:	CODE
HIGH	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	244	except json.JSONDecodeError:	CODE
HIGH	tools/chatgpt-on-wechat/plugins/__init__.py	23	except ImportError:	CODE
HIGH	tools/hooks/check_files.py	215	except (OSError, SyntaxError, UnicodeDecodeError, tokenize.TokenError):	CODE
HIGH	test/integration/wiki/test_wiki_incremental.py	178	except Exception:	CODE
HIGH	test/playwright/conftest.py	134	except Exception:	CODE
HIGH	test/playwright/conftest.py	142	except Exception:	CODE
HIGH	test/playwright/conftest.py	151	except Exception:	CODE
HIGH	test/playwright/conftest.py	520	except PlaywrightTimeoutError:	CODE
HIGH	test/playwright/conftest.py	628	except (AttributeError, ValueError):	CODE
HIGH	test/playwright/conftest.py	635	except Exception:	CODE
HIGH	test/playwright/conftest.py	978	except Exception:	CODE
HIGH	test/playwright/conftest.py	512	except AssertionError:	CODE
HIGH	test/playwright/conftest.py	731	except Exception:	CODE
HIGH	test/playwright/conftest.py	1571	except Exception:	CODE
HIGH	test/playwright/auth/test_validation_presence.py	39	except AssertionError:	CODE
HIGH	test/playwright/auth/test_validation_presence.py	46	except AssertionError:	CODE
HIGH	test/playwright/e2e/test_next_apps_agent.py	54	except Exception:	CODE
HIGH	test/playwright/e2e/test_next_apps_agent.py	270	except Exception:	CODE
HIGH	test/playwright/e2e/test_next_apps_agent.py	336	except Exception:	CODE
HIGH	test/playwright/e2e/test_dataset_upload_parse.py	64	except Exception:	CODE
HIGH	test/playwright/e2e/test_dataset_upload_parse.py	69	except Exception:	CODE
HIGH	test/playwright/e2e/test_dataset_upload_parse.py	495	except AssertionError:	CODE
HIGH	test/playwright/e2e/test_next_apps_chat.py	143	except Exception:	CODE
HIGH	test/playwright/e2e/test_next_apps_chat.py	220	except AssertionError:	CODE
HIGH	test/playwright/e2e/test_next_apps_chat.py	660	except AssertionError:	CODE
HIGH	test/playwright/e2e/test_next_apps_chat.py	229	except Exception:	CODE
HIGH	test/playwright/e2e/test_next_apps_chat.py	234	except AssertionError:	CODE
HIGH	test/playwright/helpers/_auth_helpers.py	50	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	188	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	196	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	340	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	367	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	504	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	509	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	286	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	473	except Exception:	CODE
HIGH	test/playwright/helpers/_next_apps_helpers.py	381	except Exception:	CODE
HIGH	test/playwright/helpers/datasets.py	260	except Exception:	CODE
HIGH	test/playwright/helpers/datasets.py	111	except AssertionError:	CODE
HIGH	test/playwright/helpers/datasets.py	29	except Exception:	CODE
HIGH	test/playwright/helpers/datasets.py	140	except Exception:	CODE
HIGH	test/playwright/helpers/datasets.py	450	except AssertionError:	CODE
HIGH	test/testcases/test_sdk_api/conftest.py	313	except Exception:	CODE
HIGH	test/testcases/test_sdk_api/conftest.py	332	except Exception:	CODE
HIGH	test/testcases/test_sdk_api/conftest.py	277	except Exception:	CODE
HIGH	sdk/python/ragflow_sdk/__init__.py	23	except ImportError:	CODE
HIGH	sdk/python/ragflow_sdk/modules/document.py	79	except ValueError:	CODE

Excessive Try-Catch Wrapping226 hits · 218 pts

Severity	File	Line	Snippet	Context
LOW	run_tests.py	295	except Exception as e:	CODE
LOW	run_tests.py	352	except Exception as e:	STRING
LOW	tools/firecrawl/firecrawl_connector.py	129	except Exception as e:	CODE
LOW	tools/firecrawl/firecrawl_connector.py	149	except Exception as e:	CODE
LOW	tools/firecrawl/firecrawl_connector.py	183	except Exception as e:	CODE
LOW	tools/firecrawl/firecrawl_connector.py	221	except Exception:	CODE
LOW	tools/firecrawl/firecrawl_connector.py	228	except Exception:	CODE
LOW⚡	tools/firecrawl/example_usage.py	172	except Exception as e:	CODE
MEDIUM⚡	tools/firecrawl/example_usage.py	173	print(f"Error occurred: {e}")	CODE
LOW	tools/firecrawl/integration.py	63	except Exception as e:	CODE
LOW	tools/firecrawl/integration.py	75	except Exception as e:	CODE
LOW⚡	tools/firecrawl/integration.py	118	except Exception as e:	CODE
LOW⚡	tools/firecrawl/integration.py	127	except Exception as e:	CODE
LOW	tools/firecrawl/firecrawl_processor.py	152	except Exception:	CODE
LOW	tools/firecrawl/firecrawl_processor.py	199	except Exception as e:	CODE
LOW	tools/firecrawl/ragflow_integration.py	128	except Exception as e:	CODE
LOW⚡	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	83	except Exception as e:	CODE
LOW⚡	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	93	except Exception as e:	CODE
LOW⚡	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	101	except Exception:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	241	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	262	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	280	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	304	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	316	except Exception:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	327	except Exception:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	351	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	369	except Exception:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	391	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	404	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	413	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	183	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	289	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	346	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	407	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	462	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	499	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	520	except Exception as e:	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	567	except Exception as e:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/es_client.py	87	except Exception:	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/es_client.py	235	except Exception:	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/progress.py	89	except Exception as e:	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/progress.py	107	except Exception as e:	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	208	except Exception as e:	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	295	except Exception as e:	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	357	except Exception as e:	CODE
LOW⚡	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	89	except Exception as e:	CODE
LOW	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	111	except Exception as e:	CODE
LOW	tools/scripts/download_dev_deps.py	463	except Exception as exc: # noqa: BLE001 - best-effort; fall back to legacy	CODE
LOW	tools/scripts/download_dev_deps.py	603	except Exception as e: # noqa: BLE001 - collected and surfaced below	CODE
LOW	tools/scripts/download_dev_deps.py	640	except Exception as e: # noqa: BLE001 - manifest missing/malformed is fatal	CODE
LOW	tools/scripts/download_dev_deps.py	655	except Exception as e: # noqa: BLE001 - collected and surfaced below	CODE
LOW	test/benchmark/auth.py	13	except Exception as exc:	CODE
LOW	test/benchmark/auth.py	34	except Exception as exc:	CODE
LOW	test/benchmark/http_client.py	104	except Exception as exc:	CODE
LOW	test/benchmark/http_client.py	111	except Exception as exc:	CODE
LOW	test/benchmark/run_retrieval_chat.sh	52	except Exception as exc:	CODE
LOW	test/benchmark/dataset.py	8	except Exception: # pragma: no cover - fallback without toolbelt	CODE
LOW	test/benchmark/cli.py	351	except Exception as exc:	CODE
LOW	test/benchmark/cli.py	357	except Exception as exc:	CODE
MEDIUM	test/benchmark/cli.py	606	eprint(f"Error: {exc}")	CODE
166 more matches not shown…

Fake / Example Data131 hits · 158 pts

Severity	File	Line	Snippet	Context
LOW	test/playwright/conftest.py	1428	placeholder: input.getAttribute('placeholder') \|\| '',	CODE
LOW⚡	test/playwright/conftest.py	1460	for key in ("type", "name", "autocomplete", "placeholder"):	STRING
LOW	test/testcases/test_sdk_api/conftest.py	90	account = {"email": f"sdk-{uuid4().hex}@example.org", "nickname": "SDK CI", "password": password}	CODE
LOW	web/src/stories/ragflow-avatar.stories.ts	47	name="John Doe"	CODE
LOW	web/src/stories/ragflow-avatar.stories.ts	94	name: 'John Doe',	CODE
LOW	web/src/stories/ragflow-avatar.stories.ts	105	name: 'John Doe',	CODE
LOW	web/src/stories/ragflow-avatar.stories.ts	118	name="John Doe"	CODE
LOW	web/src/pages/agent/form/invoke-form/schema.ts	32	const testURL = val.replace(placeholderRegex, 'placeholder');	CODE
LOW	…/src/pages/user-setting/data-source/constant/index.tsx	1005	placeholder: 'admin@example.com',	CODE
LOW	…/src/pages/user-setting/data-source/constant/index.tsx	1099	placeholder: 'admin@example.com',	CODE
LOW	internal/handler/document_test.go	745	if err := db.Create(&entity.User{ID: "user-1", Nickname: "test", Email: "test@test.com", Password: sptr("x")}).Error; e	CODE
LOW	internal/handler/document_test.go	1300	db.Create(&entity.User{ID: "user-1", Nickname: "test", Email: "test@test.com", Password: sptr("x")})	CODE
LOW	internal/handler/bot_test.go	789	// fake-user middleware to assert GetUser() short-circuits with 401.	COMMENT
LOW	internal/handler/bot_test.go	1047	// fake-user middleware so the real auth flow is exercised.	COMMENT
LOW	…al/ingestion/knowledge_compile/structure_merge_test.go	421	"content_with_weight": `{"from":"Acme Corp","to":"Beta Ltd","type":"supplies","description":"supply"}`,	CODE
LOW	…al/ingestion/knowledge_compile/structure_merge_test.go	427	"content_with_weight": `{"from":"Acme Corp","to":"Beta Ltd","type":"owns","description":"ownership"}`,	CODE
LOW	…al/ingestion/knowledge_compile/structure_merge_test.go	454	if bucket.FromEntity != "Acme Corp" \|\| bucket.ToEntity != "Beta Ltd" {	CODE
LOW	…al/ingestion/knowledge_compile/structure_merge_test.go	461	if !entities["Acme Corp"] \|\| !entities["Beta Ltd"] {	CODE
LOW	internal/ingestion/knowledge_compile/writer_test.go	244	Name: "Acme Corp", Type: "organization", Description: "company", CompileKwd: "knowledge_graph", TemplateKind: "knowled	CODE
LOW	internal/ingestion/knowledge_compile/writer_test.go	256	if !strings.Contains(payload, `"name":"Acme Corp"`) {	CODE
LOW	internal/ingestion/knowledge_compile/writer_test.go	277	{Name: "Acme Corp -> Beta Ltd", Type: "relation", FromEntity: "Acme Corp", ToEntity: "Beta Ltd", RelationType: "suppli	CODE
LOW	internal/ingestion/knowledge_compile/writer_test.go	278	{Name: "Acme Corp -> Beta Ltd", Type: "relation", FromEntity: "Acme Corp", ToEntity: "Beta Ltd", RelationType: "owns",	CODE
LOW	…gestion/knowledge_compile/templates/session_graph.yaml	23	- Use the official name when possible (e.g., "Acme Corp").	CODE
LOW	…stion/knowledge_compile/templates/session_essence.yaml	23	- Use the official name when possible (e.g., "Acme Corp").	CODE
LOW	internal/ingestion/task/embedder_limit_test.go	234	long := strings.Repeat("lorem ipsum dolor sit amet ", 200)	CODE
LOW	internal/ingestion/task/embedder_limit_test.go	234	long := strings.Repeat("lorem ipsum dolor sit amet ", 200)	CODE
LOW	internal/tokenizer/bpe_loader_anchors_test.go	55	{"user@example.com", 3},	CODE
LOW	internal/admin/user_detail_test.go	106	Email: "user@example.com",	CODE
LOW	internal/admin/user_detail_test.go	127	ctx.Params = gin.Params{{Key: "username", Value: "user@example.com"}}	CODE
LOW	internal/admin/user_detail_test.go	158	if details[0].Email != "user@example.com" \|\| details[0].IsActive != "1" \|\| details[0].CreateDate == "" \|\| details[0].Is	CODE
LOW	internal/admin/user_delete_test.go	148	insert("INSERT INTO user (id, email, nickname, is_active, is_authenticated, is_anonymous) VALUES (?, ?, ?, ?, ?, ?)", "	CODE
LOW	internal/admin/user_delete_test.go	202	result, err := service.DeleteUser(t.Context(), "user@example.com")	CODE
LOW	internal/admin/user_delete_test.go	277	if err := db.Exec("INSERT INTO user (id, email, nickname, is_active, is_authenticated, is_anonymous) VALUES (?, ?, ?, ?	CODE
LOW	internal/admin/user_delete_test.go	289	if _, err := service.DeleteUser(t.Context(), "user@example.com"); err == nil \|\| !strings.Contains(err.Error(), "storage	CODE
LOW	internal/admin/user_delete_test.go	300	if err := db.Exec("INSERT INTO user (id, email, nickname, is_active, is_authenticated, is_anonymous) VALUES (?, ?, ?, ?	CODE
LOW	internal/admin/user_delete_test.go	309	if _, err := service.DeleteUser(t.Context(), "user@example.com"); err == nil \|\| !strings.Contains(err.Error(), "remove	CODE
LOW	internal/admin/user_delete_test.go	320	if err := db.Exec("INSERT INTO user (id, email, nickname, is_active, is_authenticated, is_anonymous) VALUES (?, ?, ?, ?	CODE
LOW	internal/admin/user_delete_test.go	333	if _, err := service.DeleteUser(t.Context(), "user@example.com"); err != nil {	CODE
LOW	internal/admin/user_delete_test.go	343	if err := db.Exec("INSERT INTO user (id, email, nickname, is_active, is_authenticated, is_anonymous) VALUES (?, ?, ?, ?	CODE
LOW	internal/admin/user_delete_test.go	355	if _, err := service.DeleteUser(t.Context(), "user@example.com"); err == nil \|\| !strings.Contains(err.Error(), "storage	CODE
LOW	internal/admin/user_delete_test.go	366	if err := db.Exec("INSERT INTO user (id, email, nickname, is_active, is_authenticated, is_anonymous) VALUES (?, ?, ?, ?	CODE
LOW	internal/admin/user_delete_test.go	378	if _, err := NewService().DeleteUser(t.Context(), "user@example.com"); err == nil {	CODE
LOW	internal/agent/component/io/pdf_writer_test.go	338	if err := os.WriteFile(fontPath, []byte("placeholder"), 0o600); err != nil {	CODE
LOW⚡	internal/agent/sandbox/catalog.go	266	"endpoint": fieldWith("string", true, "Executor Manager Endpoint", "placeholder", "http://sandbox-executor-m	CODE
LOW⚡	internal/agent/sandbox/catalog.go	267	"api_token": fieldWith("string", false, "Executor Manager API Token", "secret", true, "placeholder", "Optiona	CODE
LOW⚡	internal/agent/sandbox/catalog.go	276	"access_key_id": fieldWith("string", true, "Access Key ID", "placeholder", "LTAI5t...", "description", "Aliyun Ac	CODE
LOW⚡	internal/agent/sandbox/catalog.go	277	"access_key_secret": fieldWith("string", true, "Access Key Secret", "placeholder", "••••••••••••••••", "description",	CODE
LOW⚡	internal/agent/sandbox/catalog.go	278	"account_id": fieldWith("string", true, "Account ID", "placeholder", "1234567890...", "description", "Aliyun p	CODE
LOW⚡	internal/agent/sandbox/catalog.go	280	"template_name": fieldWith("string", false, "Template Name", "placeholder", "my-interpreter", "description", "Opt	CODE
LOW⚡	internal/agent/sandbox/catalog.go	284	return map[string]any{"api_key": fieldWith("string", true, "API Key", "placeholder", "e2b_sk_...", "description", "E2B	CODE
LOW⚡	internal/agent/sandbox/catalog.go	315	"host": fieldWith("string", true, "SSH Host", "placeholder", "192.168.1.10", "description", "Remote host	CODE
LOW⚡	internal/agent/sandbox/catalog.go	317	"username": fieldWith("string", true, "SSH Username", "placeholder", "ragflow", "description", "Username use	CODE
LOW⚡	internal/agent/sandbox/catalog.go	318	"password": fieldWith("string", false, "SSH Password", "secret", true, "placeholder", "Optional when using a	CODE
LOW⚡	internal/agent/sandbox/catalog.go	319	"private_key": fieldWith("string", false, "SSH Private Key", "secret", true, "multiline", true, "placeholder",	CODE
LOW⚡	internal/agent/sandbox/catalog.go	320	"passphrase": fieldWith("string", false, "Private Key Passphrase", "secret", true, "placeholder", "Optional",	CODE
LOW⚡	internal/agent/sandbox/catalog.go	321	"known_hosts": fieldWith("string", false, "SSH known_hosts File", "placeholder", "/etc/ragflow/ssh_known_hosts"	CODE
LOW⚡	internal/agent/sandbox/catalog.go	324	"work_dir": fieldWith("string", false, "Remote Workspace Root", "default", "/tmp", "placeholder", "/tmp", "d	CODE
LOW⚡	internal/agent/sandbox/catalog.go	334	"api_key": fieldWith("string", true, "API Key", "secret", true, "placeholder", "tk_...", "description", "Te	CODE
LOW⚡	internal/agent/sandbox/catalog.go	335	"base_url": fieldWith("string", false, "API Endpoint", "placeholder", "https://api.tenki.cloud", "descriptio	CODE
LOW	internal/agent/sandbox/ucloud_agent_sandbox_test.go	159	p := newUCloudAgentSandboxProviderFromConfig(map[string]any{"api_key": "fake-key"})	CODE
71 more matches not shown…

Structural Annotation Overuse68 hits · 125 pts

Severity	File	Line	Snippet	Context
LOW	tools/es-to-oceanbase-migration/README.md	25	### Step 1: Start RAGFlow with Elasticsearch Backend	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	46	### Step 2: Create Test Data in RAGFlow	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	54	### Step 3: Verify ES Data (Optional)	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	82	### Step 4: Start OceanBase for Migration	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	97	### Step 5: Run Migration	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	161	### Step 6: Stop RAGFlow and Switch to OceanBase Backend	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	176	### Step 7: Start RAGFlow with OceanBase Backend	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	190	### Step 8: Data Integrity Verification (Optional)	COMMENT
LOW	tools/es-to-oceanbase-migration/README.md	226	### Step 9: Verify RAGFlow Works with OceanBase	COMMENT
LOW	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	103	# Step 1: Verify document counts	COMMENT
LOW⚡	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	114	# Step 2: Sample verification	COMMENT
LOW⚡	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	121	# Step 3: Determine overall result	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	95	# Step 1: Check connections	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	99	# Step 2: Analyze ES index	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	174	# Step 7: Mark completed	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	177	# Step 8: Verify (optional)	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	114	# Step 3: Get total document count	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	125	# Step 4: Handle resume or fresh start	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	137	# Step 5: Create table if needed	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	158	# Step 6: Migrate data	COMMENT
LOW⚡	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	69	# Step 1: Get or create conversation_id	COMMENT
LOW⚡	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	93	# Step 2: Send the message and get a reply	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	60	// Step 1: Normalize line endings	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	65	// Step 2: Replace ```mermaid ... ``` blocks with unique placeholders	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	80	// Step 3: Standard Lexical import (placeholders are just text)	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	88	// Step 4: Walk tree and replace placeholder TextNodes with MermaidNode	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	91	// Step 5: Fallback — also handle CodeNode(language='mermaid') if any	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	94	// Step 6: Collapse TabNodes	COMMENT
LOW	internal/deepdoc/parser/pdf/parser_test.go	486	// Step 1: extractTableAndReplace → HTML box with table text	COMMENT
LOW	internal/deepdoc/parser/pdf/parser_test.go	497	// Step 2: mergeCaptions injects caption as a <caption> element inside <table>	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	286	// Step 1: Count non-empty cells in column	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	293	// Step 2: Check adjacent columns	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	300	// Step 3: Calculate merge distance	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	314	// Step 4: Merge the column	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	321	// Step 5: Remove the column	COMMENT
LOW⚡	internal/tokenizer/message_fit.go	59	// Step 1: everything fits (an exact budget match counts as fitting).	COMMENT
LOW⚡	internal/tokenizer/message_fit.go	69	// Step 2: keep all system + last non-system.	COMMENT
LOW	internal/tokenizer/message_fit.go	92	// Step 3: trim proportionally.	COMMENT
LOW	internal/dao/time_record.go	80	// Step 1: Get the maximum ID	COMMENT
LOW⚡	internal/dao/time_record.go	91	// Step 2: Calculate the threshold ID	COMMENT
LOW⚡	internal/dao/time_record.go	99	// Step 3: Delete records with ID <= threshold	COMMENT
LOW⚡	internal/agent/component/invoke.go	143	// Step 1: SSRF guard for the target URL. The validated	COMMENT
LOW⚡	internal/agent/component/invoke.go	150	// Step 2: SSRF guard for the proxy URL (if configured).	COMMENT
LOW	internal/agent/component/invoke.go	226	// Step 3: build the client. When a proxy is configured, the	COMMENT
LOW⚡	internal/cli/crypt.go	60	// Step 1: Base64 encode the password	COMMENT
LOW⚡	internal/cli/crypt.go	63	// Step 2: Encrypt using RSA PKCS1v15	COMMENT
LOW⚡	internal/cli/crypt.go	69	// Step 3: Base64 encode the encrypted data	COMMENT
LOW	internal/cli/filesystem/skill.go	369	// Step 4: Navigate to the file through the path	COMMENT
LOW	internal/cli/filesystem/skill.go	417	// Step 5: Find the file in the current directory	COMMENT
LOW	internal/cli/filesystem/skill.go	458	// Step 6: Download the file content	COMMENT
LOW	internal/cli/filesystem/skill.go	917	// Step 4: If there are extra parts, navigate deeper	COMMENT
LOW	internal/cli/filesystem/skill.go	1004	// Step 5: List the final folder contents	COMMENT
LOW⚡	internal/harness/core/subagent_node.go	104	// Step 1: Extract input from graph state	COMMENT
LOW⚡	internal/harness/core/subagent_node.go	110	// Step 2: Run the agent	COMMENT
LOW⚡	internal/harness/core/subagent_node.go	116	// Step 3: Collect output back into graph state	COMMENT
LOW⚡	internal/service/chat_pipeline.go	2665	// Step 1: everything fits.	COMMENT
LOW⚡	internal/service/chat_pipeline.go	2671	// Step 2: keep all system messages + the last message.	COMMENT
LOW	internal/service/chat_pipeline.go	2687	// Step 3: trim content to fit.	COMMENT
LOW	internal/service/chat_pipeline.go	3493	// Step 1: generate SQL. If the question is a "how many rows in the	COMMENT
LOW	internal/service/chat_pipeline.go	3521	// Step 2: try to execute. On failure, repair once with the	COMMENT
8 more matches not shown…

Verbosity Indicators59 hits · 112 pts

Severity	File	Line	Snippet	Context
LOW	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	103	# Step 1: Verify document counts	COMMENT
LOW⚡	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	114	# Step 2: Sample verification	COMMENT
LOW⚡	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	121	# Step 3: Determine overall result	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	95	# Step 1: Check connections	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	99	# Step 2: Analyze ES index	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	174	# Step 7: Mark completed	COMMENT
LOW⚡	…to-oceanbase-migration/src/es_ob_migration/migrator.py	177	# Step 8: Verify (optional)	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	114	# Step 3: Get total document count	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	125	# Step 4: Handle resume or fresh start	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	137	# Step 5: Create table if needed	COMMENT
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	158	# Step 6: Migrate data	COMMENT
LOW⚡	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	69	# Step 1: Get or create conversation_id	COMMENT
LOW⚡	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	93	# Step 2: Send the message and get a reply	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	60	// Step 1: Normalize line endings	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	65	// Step 2: Replace ```mermaid ... ``` blocks with unique placeholders	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	80	// Step 3: Standard Lexical import (placeholders are just text)	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	88	// Step 4: Walk tree and replace placeholder TextNodes with MermaidNode	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	91	// Step 5: Fallback — also handle CodeNode(language='mermaid') if any	COMMENT
LOW⚡	web/src/lib/editor/markdown/enhanced-markdown-import.ts	94	// Step 6: Collapse TabNodes	COMMENT
LOW	internal/deepdoc/parser/pdf/parser_test.go	486	// Step 1: extractTableAndReplace → HTML box with table text	COMMENT
LOW	internal/deepdoc/parser/pdf/parser_test.go	497	// Step 2: mergeCaptions injects caption as a <caption> element inside <table>	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	286	// Step 1: Count non-empty cells in column	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	293	// Step 2: Check adjacent columns	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	300	// Step 3: Calculate merge distance	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	314	// Step 4: Merge the column	COMMENT
LOW⚡	internal/deepdoc/parser/pdf/table/table_construct.go	321	// Step 5: Remove the column	COMMENT
LOW⚡	internal/tokenizer/message_fit.go	59	// Step 1: everything fits (an exact budget match counts as fitting).	COMMENT
LOW⚡	internal/tokenizer/message_fit.go	69	// Step 2: keep all system + last non-system.	COMMENT
LOW	internal/tokenizer/message_fit.go	92	// Step 3: trim proportionally.	COMMENT
LOW	internal/dao/time_record.go	80	// Step 1: Get the maximum ID	COMMENT
LOW⚡	internal/dao/time_record.go	91	// Step 2: Calculate the threshold ID	COMMENT
LOW⚡	internal/dao/time_record.go	99	// Step 3: Delete records with ID <= threshold	COMMENT
LOW⚡	internal/agent/component/invoke.go	143	// Step 1: SSRF guard for the target URL. The validated	COMMENT
LOW⚡	internal/agent/component/invoke.go	150	// Step 2: SSRF guard for the proxy URL (if configured).	COMMENT
LOW	internal/agent/component/invoke.go	226	// Step 3: build the client. When a proxy is configured, the	COMMENT
LOW⚡	internal/cli/crypt.go	60	// Step 1: Base64 encode the password	COMMENT
LOW⚡	internal/cli/crypt.go	63	// Step 2: Encrypt using RSA PKCS1v15	COMMENT
LOW⚡	internal/cli/crypt.go	69	// Step 3: Base64 encode the encrypted data	COMMENT
LOW	internal/cli/filesystem/skill.go	369	// Step 4: Navigate to the file through the path	COMMENT
LOW	internal/cli/filesystem/skill.go	417	// Step 5: Find the file in the current directory	COMMENT
LOW	internal/cli/filesystem/skill.go	458	// Step 6: Download the file content	COMMENT
LOW	internal/cli/filesystem/skill.go	917	// Step 4: If there are extra parts, navigate deeper	COMMENT
LOW	internal/cli/filesystem/skill.go	1004	// Step 5: List the final folder contents	COMMENT
LOW⚡	internal/harness/core/subagent_node.go	104	// Step 1: Extract input from graph state	COMMENT
LOW⚡	internal/harness/core/subagent_node.go	110	// Step 2: Run the agent	COMMENT
LOW⚡	internal/harness/core/subagent_node.go	116	// Step 3: Collect output back into graph state	COMMENT
LOW⚡	internal/service/chat_pipeline.go	2665	// Step 1: everything fits.	COMMENT
LOW⚡	internal/service/chat_pipeline.go	2671	// Step 2: keep all system messages + the last message.	COMMENT
LOW	internal/service/chat_pipeline.go	2687	// Step 3: trim content to fit.	COMMENT
LOW	internal/service/chat_pipeline.go	3493	// Step 1: generate SQL. If the question is a "how many rows in the	COMMENT
LOW	internal/service/chat_pipeline.go	3521	// Step 2: try to execute. On failure, repair once with the	COMMENT
LOW	internal/service/skill_space.go	495	// Step 1: Delete the search index	COMMENT
LOW	internal/service/skill_space.go	509	// Step 2: Delete folder and storage via Go FileService	COMMENT
LOW	internal/service/skill_space.go	544	// Step 3: Soft delete the space record (status "2" → "0")	COMMENT
LOW	internal/service/chat.go	1410	// Step 4: Build response with kb_names (same as Python _build_chat_response)	COMMENT
LOW⚡	internal/service/nlp/term_weight_test.go	715	// Step 1: Split	COMMENT
LOW⚡	internal/service/nlp/term_weight_test.go	721	// Step 2: Pretoken	COMMENT
LOW⚡	internal/service/nlp/term_weight_test.go	728	// Step 3: Token merge	COMMENT
LOW⚡	internal/service/nlp/term_weight_test.go	731	// Step 4: Calculate weights	COMMENT

AI Slop Vocabulary19 hits · 53 pts

Severity	File	Line	Snippet	Context
MEDIUM	cmd/ragflow_server_pprof_integration_test.go	35	// NOT wait for main() to return. That makes them robust to a real DeepDoc	COMMENT
MEDIUM	tools/firecrawl/firecrawl_processor.py	116	"""Create comprehensive metadata for RAGFlow document."""	STRING
MEDIUM	internal/deepdoc/parser/pdf/production_smoke_test.go	18	// stays robust: parse does not crash, detected tables are not fully empty, and	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/layout/layout.go	147	// robust to the char-vs-OCR space divergence.	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/layout/combined_column.go	171	// Use the same robust text extent as the gap/width projections: a	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/layout/combined_column.go	284	// derive the extent from the robust text body. Using the raw extent here let	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/layout/combined_column.go	358	// A2: robust page extent discards malformed/outlier lines so a single bad	COMMENT
MEDIUM	internal/deepdoc/parser/pdf/layout/combined_column.go	454	// projection, hiding a real column boundary). A2: robust extent so a	COMMENT
MEDIUM	…oc/parser/pdf/layout/combined_column_defensive_test.go	91	// robust text extent: an outlier that gapColumnCount ignores must not inflate	COMMENT
MEDIUM	internal/agent/component/llm_test.go	586	// content_length well above 8000). The >=8000 threshold is robust to catalog	COMMENT
MEDIUM	internal/agent/canvas/interrupt_resume_test.go	290	// in Error(). The robust check is IsInterruptError.	COMMENT
MEDIUM	internal/agent/sandbox/ssh.go	681	// filled in below. -print0 + IFS split is more robust	COMMENT
MEDIUM	internal/agent/templates/market_seo_article_writer.json	138	"sys_prompt": "# Role\n\nYou are the Parse_And_Keyword_Agent, responsible for interpreting a	CODE
MEDIUM	internal/agent/templates/market_seo_article_writer.json	449	"sys_prompt": "# Role\n\nYou are the Parse_And_Keyword_Agent, responsible for interpreti	CODE
MEDIUM	internal/parser/parser/docx_caption_scan.go	12	// The correct, robust fix lives upstream: teach office_oxide to emit the	COMMENT
MEDIUM	internal/binding/cpp/re2/prefilter_tree.h	112	// These are all the nodes formed by Compile. Essentially, there is	COMMENT
MEDIUM	internal/service/nlp/datasetnav.go	1053	// Delete this cluster by the row id returned by the search (robust whether	COMMENT
MEDIUM	internal/utility/markdown_to_json.go	60	// robust.	COMMENT
MEDIUM	internal/utility/embedding_lru.go	51	// If needed, a more robust key generation can be implemented.	COMMENT

Deep Nesting44 hits · 36 pts

Severity	File	Line	Context
LOW	run_tests.py	242	CODE
LOW	tools/firecrawl/firecrawl_processor.py	96	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	364	CODE
LOW	…s/es-to-oceanbase-migration/src/es_ob_migration/cli.py	531	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	237	CODE
LOW	…s-to-oceanbase-migration/src/es_ob_migration/schema.py	102	CODE
LOW	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	57	CODE
LOW	tools/hooks/check_files.py	80	CODE
LOW	tools/hooks/check_files.py	101	CODE
LOW	tools/hooks/check_files.py	198	CODE
LOW	tools/scripts/download_dev_deps.py	288	CODE
LOW	tools/scripts/download_dev_deps.py	318	CODE
LOW	tools/scripts/download_dev_deps.py	345	CODE
LOW	tools/scripts/download_dev_deps.py	628	CODE
LOW	tools/scripts/download_dev_deps.py	354	CODE
LOW	test/benchmark/cli.py	285	CODE
LOW	test/playwright/conftest.py	119	CODE
LOW	test/playwright/conftest.py	247	CODE
LOW	test/playwright/conftest.py	277	CODE
LOW	test/playwright/conftest.py	473	CODE
LOW	test/playwright/conftest.py	873	CODE
LOW	test/playwright/conftest.py	1450	CODE
LOW	test/playwright/conftest.py	1515	CODE
LOW	test/playwright/conftest.py	1598	CODE
LOW	test/playwright/conftest.py	1599	CODE
LOW	test/playwright/e2e/test_next_apps_agent.py	305	CODE
LOW	test/playwright/e2e/test_next_apps_chat.py	212	CODE
LOW	test/playwright/e2e/test_next_apps_chat.py	549	CODE
LOW	test/playwright/e2e/test_next_apps_chat.py	602	CODE
LOW	test/playwright/helpers/_next_apps_helpers.py	82	CODE
LOW	test/playwright/helpers/_next_apps_helpers.py	172	CODE
LOW	test/playwright/helpers/_next_apps_helpers.py	280	CODE
LOW	test/playwright/helpers/datasets.py	127	CODE
LOW	test/playwright/helpers/datasets.py	215	CODE
LOW	test/testcases/conftest.py	219	CODE
LOW	…stcases/test_sdk_api/test_agent_management/conftest.py	69	CODE
LOW	…_sdk_api/test_dataset_mangement/test_infrastructure.py	98	CODE
LOW	…_sdk_api/test_dataset_mangement/test_infrastructure.py	119	CODE
LOW	…/test_message_management/test_message_authorization.py	39	CODE
LOW	…k_management_within_dataset/test_chunk_sdk_contract.py	92	CODE
LOW	sdk/python/ragflow_sdk/modules/session.py	39	CODE
LOW	sdk/python/ragflow_sdk/modules/dataset.py	126	CODE
LOW	deps/download_deps.py	125	CODE
LOW	deps/download_deps.py	290	CODE

Unused Imports25 hits · 25 pts

Severity	File	Line	Context
LOW	tools/firecrawl/__init__.py	12	CODE
LOW	tools/firecrawl/__init__.py	13	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	12	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	13	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	14	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	15	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	16	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	16	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	17	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	17	CODE
LOW	tools/chatgpt-on-wechat/plugins/__init__.py	26	CODE
LOW	tools/hooks/check_files.py	2	CODE
LOW	test/playwright/helpers/flow_steps.py	1	CODE
LOW	…n/component/chunker/tool-py/capture_textcode_golden.py	14	CODE
LOW	…/ingestion/component/chunker/tool-py/capture_golden.py	48	CODE
LOW	…rnal/ingestion/component/chunker/tool-py/live_chunk.py	38	CODE
LOW	sdk/python/test.py	30	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	28	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	29	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	30	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	31	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	32	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	33	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	34	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	35	CODE

Redundant / Tautological Comments14 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	build.sh	758	# Check if C++ library exists	COMMENT
LOW	tools/es-to-oceanbase-migration/tests/test_progress.py	312	# Read file directly	COMMENT
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	290	# Check if column exists	COMMENT
LOW	…o-oceanbase-migration/src/es_ob_migration/es_client.py	217	# Check if there are more results	COMMENT
LOW	…s-to-oceanbase-migration/src/es_ob_migration/schema.py	121	# Check if it's a known RAGFlow field	COMMENT
LOW	…s-to-oceanbase-migration/src/es_ob_migration/schema.py	124	# Check if it's a vector field	COMMENT
LOW	docker/migration.sh	106	# Check if any of our target volumes are used by this container	COMMENT
LOW	docker/migration.sh	166	# Check if any containers are using the volumes	COMMENT
LOW⚡	docker/migration.sh	217	# Check if any containers are using the volumes	COMMENT
LOW⚡	docker/migration.sh	220	# Check if backup folder exists	COMMENT
LOW⚡	docker/migration.sh	226	# Check if all backup files exist	COMMENT
LOW	docker/migration.sh	303	# Check if Docker is available	COMMENT
LOW	docker/launch_backend_service.sh	36	# Check if .env file exists	COMMENT
LOW	example/http/list_datasets.sh	107	# Output result	COMMENT

Modern Structural Boilerplate19 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	tools/firecrawl/__init__.py	15	__all__ = ["FirecrawlConnector", "FirecrawlConfig"]	CODE
LOW	tools/firecrawl/integration.py	15	logger = logging.getLogger(__name__)	CODE
LOW⚡	tools/firecrawl/integration.py	132	__all__ = [	CODE
LOW	tools/firecrawl/ragflow_integration.py	156	__all__ = ["RAGFlowFirecrawlIntegration", "create_firecrawl_integration", "FirecrawlConfig", "FirecrawlConnector", "Fire	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/ob_client.py	16	logger = logging.getLogger(__name__)	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/__init__.py	23	__all__ = [	CODE
LOW	…o-oceanbase-migration/src/es_ob_migration/es_client.py	10	logger = logging.getLogger(__name__)	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/progress.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…s-to-oceanbase-migration/src/es_ob_migration/verify.py	14	logger = logging.getLogger(__name__)	CODE
LOW	…to-oceanbase-migration/src/es_ob_migration/migrator.py	25	logger = logging.getLogger(__name__)	CODE
LOW	…s-to-oceanbase-migration/src/es_ob_migration/schema.py	13	logger = logging.getLogger(__name__)	CODE
LOW	tools/chatgpt-on-wechat/plugins/__init__.py	28	__all__ = ["RAGFlowChat"]	CODE
LOW	test/benchmark/cli.py	229	def _set_default_models_from_args(client: HttpClient, args: argparse.Namespace) -> None:	CODE
LOW⚡	test/playwright/e2e/test_next_apps_agent.py	61	def _set_import_file(modal, file_path: str) -> None:	CODE
LOW⚡	test/playwright/e2e/test_dataset_upload_parse.py	57	def set_number_input(page, test_id: str, value: str \| int \| float) -> None:	CODE
LOW	test/playwright/e2e/test_dataset_upload_parse.py	42	def set_switch_state(page, test_id: str, desired_checked: bool) -> None:	CODE
LOW	sdk/python/ragflow_sdk/__init__.py	39	__all__ = ["RAGFlow", "DataSet", "Chat", "Session", "Document", "Chunk", "Agent", "Memory"]	CODE
LOW	sdk/python/ragflow_sdk/modules/session.py	22	logger = logging.getLogger(__name__)	CODE
LOW	sdk/python/ragflow_sdk/modules/document.py	22	logger = logging.getLogger(__name__)	CODE

Self-Referential Comments6 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	build.sh	848	# Create a version-stamped symlink directory so the flag string	COMMENT
MEDIUM	build_ee.sh	4	# This file is an intentionally empty placeholder on the OSS/upstream path. The	COMMENT
MEDIUM	tools/firecrawl/firecrawl_processor.py	41	# Create a hash based on URL and content	COMMENT
MEDIUM⚡	tools/chatgpt-on-wechat/plugins/ragflow_chat.py	72	# Create a new conversation	COMMENT
MEDIUM	example/http/dataset_example.sh	19	# Create a dataset	COMMENT
MEDIUM	.github/workflows/release-python.yml	114	# Creating a GitHub Release auto-attaches the "Source code (zip)" and	COMMENT

AI Structural Patterns18 hits · 18 pts

Severity	File	Line	Context
LOW	test/benchmark/http_client.py	46	CODE
LOW	test/benchmark/http_client.py	76	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	38	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	42	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	46	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	50	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	54	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	56	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	194	CODE
LOW	sdk/python/ragflow_sdk/ragflow.py	226	CODE
LOW	sdk/python/ragflow_sdk/modules/session.py	183	CODE
LOW	sdk/python/ragflow_sdk/modules/session.py	195	CODE
LOW	sdk/python/ragflow_sdk/modules/dataset.py	80	CODE
LOW	sdk/python/ragflow_sdk/modules/base.py	43	CODE
LOW	sdk/python/ragflow_sdk/modules/base.py	47	CODE
LOW	sdk/python/ragflow_sdk/modules/base.py	51	CODE
LOW	sdk/python/ragflow_sdk/modules/base.py	55	CODE
LOW	sdk/python/ragflow_sdk/modules/base.py	59	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	run_tests.py	92	Wrap input string with specified ANSI terminal color escape sequence. Color name argument is case-insensitive.	STRING

Slop Phrases2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	internal/binding/cpp/opencc/opencc.h	70	* Note: Don't forget to assign **outbuf to L'\0' after called.	COMMENT
LOW	internal/binding/cpp/opencc/opencc.h	85	* DON'T FORGET TO CALL free() to recycle memory.	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/restart_ingestor.sh	11	# Usage:	COMMENT

infiniflow/ragflow

Open-Source Code Quality, Security and Technical Debt Review