happyfish100/fastdfs

5.3

Adjusted Score

5.3

Raw Score

100%

Time Factor

2026-07-14

Last Push

9.2K

Stars

Language

203.2K

Lines of Code

411

Files

907

Pattern Hits

2026-07-14

Scan Date

0.04

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

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

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 17MEDIUM 32LOW 858

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 907 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Over-Commented Block616 hits · 585 pts

Severity	File	Line	Snippet	Context
LOW	cpp_client/examples/file_info_example.cpp	181	// ====================================================================	COMMENT
LOW	cpp_client/examples/performance_example.cpp	21	* Example: ./performance_example 192.168.1.100:22122	COMMENT
LOW	cpp_client/examples/streaming_example.cpp	21	* Example: ./streaming_example 192.168.1.100:22122	COMMENT
LOW	cpp_client/examples/configuration_example.cpp	21	*/	COMMENT
LOW	cpp_client/examples/cancellation_example.cpp	21	*/	COMMENT
LOW	cpp_client/examples/advanced_metadata_example.cpp	21	*/	COMMENT
LOW	cpp_client/src/internal/connection.cpp	1	/**	COMMENT
LOW	tools/fdfs_tag.c	61	#include <sys/time.h>	COMMENT
LOW	tools/fdfs_compress.c	41	#include <errno.h>	COMMENT
LOW	tools/fdfs_config_validator.c	21	#include <sys/types.h>	COMMENT
LOW	tools/fdfs_capacity_report.c	21	#include <sys/stat.h>	COMMENT
LOW	tools/fdfs_config_compare.c	21	#include <sys/stat.h>	COMMENT
LOW	tools/fdfs_dedup.c	1	/**	COMMENT
LOW	tools/fdfs_network_diag.h	21		COMMENT
LOW	tools/fdfs_network_diag.h	41		COMMENT
LOW	tools/fdfs_backup.c	1	/**	COMMENT
LOW	tools/fdfs_network_monitor.c	21	#include <sys/types.h>	COMMENT
LOW	tools/fdfs_network_monitor.c	41	#define LATENCY_CRITICAL_MS 500.0	COMMENT
LOW	tools/fdfs_file_migrate.c	1	/**	COMMENT
LOW	tools/fdfs_analyze.c	1	/**	COMMENT
LOW	tools/fdfs_snapshot.c	61	#include <pthread.h>	COMMENT
LOW	tools/fdfs_recover.c	1	/**	COMMENT
LOW	tools/fdfs_load_balancer.c	1	/**	COMMENT
LOW	tools/fdfs_cleanup.c	41	#include <pthread.h>	COMMENT
LOW	tools/fdfs_storage_stat.c	1	/**	COMMENT
LOW	tools/fdfs_export.c	41		COMMENT
LOW	tools/fdfs_profiler.c	41	* - Capacity planning	COMMENT
LOW	tools/fdfs_capacity_planner.h	21		COMMENT
LOW	tools/fdfs_capacity_planner.h	41	/* Threshold defaults */	COMMENT
LOW	tools/fdfs_health_check.c	1	/**	COMMENT
LOW	tools/fdfs_repair.c	1	/**	COMMENT
LOW	tools/fdfs_restore.c	1	/**	COMMENT
LOW	tools/fdfs_capacity_plan.c	41	* - Growth trend analysis	COMMENT
LOW	tools/fdfs_replication_status.c	41	#include <errno.h>	COMMENT
LOW	tools/fdfs_sync_check.c	21		COMMENT
LOW	tools/fdfs_config_validator.h	21	#ifdef __cplusplus	COMMENT
LOW	tools/fdfs_import.c	41		COMMENT
LOW	tools/fdfs_metadata_bulk.c	41	#include <time.h>	COMMENT
LOW	tools/fdfs_log_analyzer.c	41	*	COMMENT
LOW	tools/fdfs_config_generator.c	21	#include <sys/stat.h>	COMMENT
LOW	tools/fdfs_network_diag.c	21	#include <sys/socket.h>	COMMENT
LOW	tools/fdfs_file_verify.c	1	/**	COMMENT
LOW	tools/fdfs_search.c	41	#include <getopt.h>	COMMENT
LOW	tools/fdfs_benchmark.c	1	/**	COMMENT
LOW	tools/fdfs_cluster_mgr.c	1	/**	COMMENT
LOW	tools/fdfs_batch_delete.c	1	/**	COMMENT
LOW	tools/fdfs_replication.c	1	/**	COMMENT
LOW	tools/fdfs_rebalance.c	41		COMMENT
LOW	tools/fdfs_quota.c	21	* - Soft Quota: Warning threshold, allows operations but alerts administrators	COMMENT
LOW	tools/fdfs_capacity_planner.c	21	#include <sys/stat.h>	COMMENT
LOW	…r/dockerfile_local-v6.0.9/fastdfs-conf/setting_conf.sh	41	# or two different types of inner (intranet) IPs	COMMENT
LOW	ruby_client/examples/upload_buffer.rb	1	#!/usr/bin/env ruby	COMMENT
LOW	ruby_client/examples/metadata_example.rb	1	#!/usr/bin/env ruby	COMMENT
LOW	ruby_client/examples/basic_usage.rb	1	#!/usr/bin/env ruby	COMMENT
LOW	ruby_client/lib/fastdfs.rb	1	# FastDFS Ruby Client	COMMENT
LOW	ruby_client/lib/fastdfs.rb	21	# max_conns: 10,	COMMENT
LOW	ruby_client/lib/fastdfs.rb	61		COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	1	# FastDFS Connection Pool Management	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	21	#	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	41	# Store the server address	COMMENT
556 more matches not shown…

Docstring Block Structure17 hits · 85 pts

Severity	File	Line	Snippet	Context
HIGH	python_client/fdfs/protocol.py	50	Decodes a FastDFS protocol header from a byte array. The header must be exactly 10 bytes long. Ar	STRING
HIGH	python_client/fdfs/protocol.py	75	Splits a FastDFS file ID into its components. A file ID has the format: "groupName/path/to/file" For e	STRING
HIGH	python_client/fdfs/protocol.py	196	Extracts and validates the file extension from a filename. The extension is extracted without the leading	STRING
HIGH	python_client/fdfs/protocol.py	225	Reads the entire contents of a file from the filesystem. Args: filename: Path to the file to read	STRING
HIGH	python_client/fdfs/client.py	112	Uploads a file from the local filesystem to FastDFS. Args: local_filename: Path to	STRING
HIGH	python_client/fdfs/client.py	132	Uploads data from a byte buffer to FastDFS. Args: data: File content as bytes	STRING
HIGH	python_client/fdfs/client.py	152	Uploads an appender file that can be modified later. Appender files support append, modify, an	STRING
HIGH	python_client/fdfs/client.py	174	Uploads an appender file from buffer. Args: data: File content as bytes	STRING
HIGH	python_client/fdfs/client.py	193	Downloads a file from FastDFS and returns its content. Args: file_id: The file ID	STRING
HIGH	python_client/fdfs/client.py	212	Downloads a specific range of bytes from a file. Args: file_id: The file ID to dow	STRING
HIGH	python_client/fdfs/client.py	286	Retrieves metadata for a file. Args: file_id: The file ID Ret	STRING
HIGH	python_client/fdfs/client.py	305	Retrieves file information including size, create time, and CRC32. Args: file_id:	STRING
HIGH	python_client/fdfs/client.py	324	Checks if a file exists on the storage server. Args: file_id: The file ID to check	STRING
HIGH	python_client/fdfs/connection.py	71	Reads up to 'size' bytes from the server. This method may return fewer bytes than requested.	STRING
HIGH	python_client/fdfs/connection.py	105	Reads exactly 'size' bytes from the server. This method blocks until all bytes are received or	STRING
HIGH	python_client/fdfs/connection.py	229	Retrieves a connection from the pool or creates a new one. It prefers reusing existing idle co	STRING
HIGH	python_client/fdfs/connection.py	272	Creates a new TCP connection to a server. Args: addr: Server address in "host:port	STRING

Verbosity Indicators47 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	rust_client/examples/appender_example.rs	23	// Step 1: Configure and create client	COMMENT
LOW	rust_client/examples/metadata_example.rs	26	// Step 1: Configure and create client	COMMENT
LOW	rust_client/examples/partial_download_example.rs	35	/// Step 1: Configure and Create Client	COMMENT
LOW	rust_client/examples/partial_download_example.rs	46	/// Step 2: Prepare Test File	COMMENT
LOW	rust_client/examples/batch_operations_example.rs	38	// Step 1: Configure and Create Client	COMMENT
LOW⚡	rust_client/examples/basic_usage.rs	22	// Step 1: Configure the client	COMMENT
LOW⚡	rust_client/examples/basic_usage.rs	29	// Step 2: Create the client instance	COMMENT
LOW	rust_client/examples/basic_usage.rs	80	// Step 3: Close the client	COMMENT
LOW	rust_client/examples/error_handling_example.rs	37	// Step 1: Configure and Create Client	COMMENT
LOW	rust_client/examples/concurrent_operations_example.rs	37	// Step 1: Configure and Create Client	COMMENT
LOW	rust_client/examples/slave_file_example.rs	33	/// Step 1: Configure and Create Client	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	431	// Step 1: Validate file	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	439	// Step 2: Check connection	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	448	// Step 3: Perform upload with error handling	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	927	// Step 1: Connect with error handling	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	935	// Step 2: Create and upload valid file	COMMENT
LOW	examples/php_examples/08_error_handling.php	953	// Step 3: Download file	COMMENT
LOW	csharp_client/examples/BatchOperationsExample.cs	77	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/BatchOperationsExample.cs	124	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/AppenderFileExample.cs	69	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/AppenderFileExample.cs	115	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/CancellationExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/CancellationExample.cs	108	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/ErrorHandlingExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/ErrorHandlingExample.cs	116	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/SlaveFileExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/SlaveFileExample.cs	118	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/ConcurrentOperationsExample.cs	76	// Step 1: Create Client Configuration for High Concurrency	COMMENT
LOW	csharp_client/examples/ConcurrentOperationsExample.cs	122	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/StreamingExample.cs	84	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/StreamingExample.cs	121	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/BasicExample.cs	47	// Step 1: Create client configuration	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	77	// Step 2: Initialize the FastDFS client	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	85	// Step 3: Upload a file	COMMENT
LOW	csharp_client/examples/BasicExample.cs	106	// Step 4: Get file information	COMMENT
LOW	csharp_client/examples/BasicExample.cs	117	// Step 5: Download the file	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	129	// Step 6: Download to a local file	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	138	// Step 7: Download a partial file range	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	148	// Step 8: Delete the file	COMMENT
LOW	csharp_client/examples/FileInfoExample.cs	77	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/FileInfoExample.cs	119	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/UploadBufferExample.cs	80	// Step 1: Create client configuration	COMMENT
LOW	csharp_client/examples/UploadBufferExample.cs	138	// Step 2: Initialize the FastDFS client	COMMENT
LOW	csharp_client/examples/AdvancedMetadataExample.cs	75	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/AdvancedMetadataExample.cs	116	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/PartialDownloadExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/PartialDownloadExample.cs	116	// Step 2: Initialize the FastDFS Client	COMMENT

Structural Annotation Overuse47 hits · 80 pts

Severity	File	Line	Snippet	Context
LOW	rust_client/examples/appender_example.rs	23	// Step 1: Configure and create client	COMMENT
LOW	rust_client/examples/metadata_example.rs	26	// Step 1: Configure and create client	COMMENT
LOW	rust_client/examples/partial_download_example.rs	35	/// Step 1: Configure and Create Client	COMMENT
LOW	rust_client/examples/partial_download_example.rs	46	/// Step 2: Prepare Test File	COMMENT
LOW	rust_client/examples/batch_operations_example.rs	38	// Step 1: Configure and Create Client	COMMENT
LOW⚡	rust_client/examples/basic_usage.rs	22	// Step 1: Configure the client	COMMENT
LOW⚡	rust_client/examples/basic_usage.rs	29	// Step 2: Create the client instance	COMMENT
LOW	rust_client/examples/basic_usage.rs	80	// Step 3: Close the client	COMMENT
LOW	rust_client/examples/error_handling_example.rs	37	// Step 1: Configure and Create Client	COMMENT
LOW	rust_client/examples/concurrent_operations_example.rs	37	// Step 1: Configure and Create Client	COMMENT
LOW	rust_client/examples/slave_file_example.rs	33	/// Step 1: Configure and Create Client	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	431	// Step 1: Validate file	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	439	// Step 2: Check connection	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	448	// Step 3: Perform upload with error handling	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	927	// Step 1: Connect with error handling	COMMENT
LOW⚡	examples/php_examples/08_error_handling.php	935	// Step 2: Create and upload valid file	COMMENT
LOW	examples/php_examples/08_error_handling.php	953	// Step 3: Download file	COMMENT
LOW	csharp_client/examples/BatchOperationsExample.cs	77	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/BatchOperationsExample.cs	124	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/AppenderFileExample.cs	69	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/AppenderFileExample.cs	115	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/CancellationExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/CancellationExample.cs	108	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/ErrorHandlingExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/ErrorHandlingExample.cs	116	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/SlaveFileExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/SlaveFileExample.cs	118	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/ConcurrentOperationsExample.cs	76	// Step 1: Create Client Configuration for High Concurrency	COMMENT
LOW	csharp_client/examples/ConcurrentOperationsExample.cs	122	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/StreamingExample.cs	84	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/StreamingExample.cs	121	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/BasicExample.cs	47	// Step 1: Create client configuration	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	77	// Step 2: Initialize the FastDFS client	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	85	// Step 3: Upload a file	COMMENT
LOW	csharp_client/examples/BasicExample.cs	106	// Step 4: Get file information	COMMENT
LOW	csharp_client/examples/BasicExample.cs	117	// Step 5: Download the file	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	129	// Step 6: Download to a local file	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	138	// Step 7: Download a partial file range	COMMENT
LOW⚡	csharp_client/examples/BasicExample.cs	148	// Step 8: Delete the file	COMMENT
LOW	csharp_client/examples/FileInfoExample.cs	77	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/FileInfoExample.cs	119	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/UploadBufferExample.cs	80	// Step 1: Create client configuration	COMMENT
LOW	csharp_client/examples/UploadBufferExample.cs	138	// Step 2: Initialize the FastDFS client	COMMENT
LOW	csharp_client/examples/AdvancedMetadataExample.cs	75	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/AdvancedMetadataExample.cs	116	// Step 2: Initialize the FastDFS Client	COMMENT
LOW	csharp_client/examples/PartialDownloadExample.cs	74	// Step 1: Create Client Configuration	COMMENT
LOW	csharp_client/examples/PartialDownloadExample.cs	116	// Step 2: Initialize the FastDFS Client	COMMENT

Redundant / Tautological Comments32 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	ruby_client/examples/basic_usage.rb	132	# Check if file exists	COMMENT
LOW⚡	ruby_client/lib/fastdfs/connection_pool.rb	288	# Check if already closed	COMMENT
LOW⚡	ruby_client/lib/fastdfs/connection_pool.rb	292	# Check if socket exists	COMMENT
LOW⚡	ruby_client/lib/fastdfs/connection_pool.rb	296	# Check if socket is closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	74	# Check if connection is closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	92	# Check if connection was closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	136	# Check if connection is closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	150	# Check if connection was closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	189	# Check if connection is closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	211	# Check if connection was closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	254	# Check if already closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	406	# Check if pool is closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	423	# Check if we have available connections	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	430	# Check if connection is still alive	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	452	# Check if we can create a new connection	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	472	# Check if count decreased	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	541	# Check if address is valid	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	545	# Check if pool is closed	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	556	# Check if connection is alive	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	584	# Check if pool is full	COMMENT
LOW	ruby_client/lib/fastdfs/connection_pool.rb	615	# Check if already closed	COMMENT
LOW	ruby_client/lib/fastdfs/operations.rb	78	# Check if file exists	COMMENT
LOW	ruby_client/lib/fastdfs/operations.rb	84	# Read file content	COMMENT
LOW	ruby_client/lib/fastdfs/operations.rb	274	# Write file content	COMMENT
LOW	ruby_client/lib/fastdfs/client_config.rb	234	# Check if other is a ClientConfig	COMMENT
LOW	ruby_client/lib/fastdfs/protocol.rb	252	# Check if slash exists	COMMENT
LOW	ruby_client/lib/fastdfs/client.rb	191	# Check if client is closed before proceeding	COMMENT
LOW	ruby_client/lib/fastdfs/client.rb	774	# Check if already closed	COMMENT
LOW	ruby_client/lib/fastdfs/client.rb	844	# Check if config is nil	COMMENT
LOW	ruby_client/lib/fastdfs/client.rb	850	# Check if config is a ClientConfig instance	COMMENT
LOW	benchmarks/scripts/run_all_benchmarks.sh	80	# Check if benchmark binaries exist	COMMENT
LOW	benchmarks/scripts/run_all_benchmarks.sh	96	# Check if tracker is reachable	COMMENT

Self-Referential Comments15 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM	ruby_client/lib/fastdfs/connection_pool.rb	3	# This module handles TCP connections to FastDFS servers with connection pooling,	COMMENT
MEDIUM	ruby_client/lib/fastdfs/errors.rb	3	# This module defines all error types and error handling utilities for the	COMMENT
MEDIUM	ruby_client/lib/fastdfs/errors.rb	506	# Create a generic protocol error with the code	COMMENT
MEDIUM	ruby_client/lib/fastdfs/operations.rb	3	# This module implements all file operations for the FastDFS client,	COMMENT
MEDIUM	ruby_client/lib/fastdfs/operations.rb	24	# This class handles all file operations including upload, download, delete,	COMMENT
MEDIUM	ruby_client/lib/fastdfs/client_config.rb	3	# This module defines the configuration class for FastDFS clients.	COMMENT
MEDIUM	ruby_client/lib/fastdfs/types.rb	3	# This module defines all protocol-level constants, command codes, and	COMMENT
MEDIUM	ruby_client/lib/fastdfs/types.rb	290	# This class represents a storage server in the FastDFS cluster.	COMMENT
MEDIUM	ruby_client/lib/fastdfs/types.rb	381	# This class represents the FastDFS protocol header that appears at the	COMMENT
MEDIUM	ruby_client/lib/fastdfs/types.rb	459	# This class represents the response from an upload operation.	COMMENT
MEDIUM	ruby_client/lib/fastdfs/protocol.rb	3	# This module implements the FastDFS protocol for communication with tracker	COMMENT
MEDIUM	ruby_client/lib/fastdfs/protocol.rb	21	# This module provides low-level protocol operations for building requests	COMMENT
MEDIUM	ruby_client/lib/fastdfs/client.rb	5	# This module provides a Ruby client library for FastDFS, enabling Ruby applications	COMMENT
MEDIUM	ruby_client/lib/fastdfs/client.rb	57	# This class provides a high-level Ruby API for FastDFS operations including	COMMENT
MEDIUM	python_client/tests/test_connection.py	18	# Create a simple echo server for testing	COMMENT

Fake / Example Data34 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	cpp_client/README.md	94	metadata["author"] = "John Doe";	CODE
LOW	cpp_client/examples/metadata_example.cpp	31	metadata["author"] = "John Doe";	CODE
LOW	cpp_client/examples/advanced_metadata_example.cpp	144	initial_metadata["author"] = "John Doe";	CODE
LOW	ruby_client/README.md	93	'author' => 'John Doe',	CODE
LOW	ruby_client/examples/upload_buffer.rb	118	'author' => 'John Doe',	CODE
LOW	ruby_client/examples/metadata_example.rb	82	'author' => 'John Doe',	CODE
LOW	ruby_client/lib/fastdfs/client.rb	188	# metadata = { 'author' => 'John Doe', 'date' => '2025-01-01' }	COMMENT
LOW	ruby_client/lib/fastdfs/client.rb	620	# metadata = { 'author' => 'John Doe', 'date' => '2025-01-01' }	COMMENT
LOW	groovy_client/README.md	103	'author': 'John Doe',	CODE
LOW	rust_client/tests/protocol_tests.rs	236	metadata.insert("author".to_string(), "John Doe".to_string());	CODE
LOW	rust_client/examples/metadata_example.rs	39	metadata.insert("author".to_string(), "John Doe".to_string());	CODE
LOW	rust_client/src/protocol.rs	287	metadata.insert("author".to_string(), "John Doe".to_string());	CODE
LOW	rust_client/src/protocol.rs	295	assert_eq!(decoded.get("author"), Some(&"John Doe".to_string()));	CODE
LOW	go_client/IMPLEMENTATION_SUMMARY.md	205	"author": "John Doe",	CODE
LOW	go_client/README.md	91	"author": "John Doe",	CODE
LOW	go_client/client_test.go	197	"author": "John Doe",	CODE
LOW	go_client/examples/metadata/main.go	31	"author": "John Doe",	CODE
LOW	examples/php_examples/03_metadata_operations.php	238	'author' => 'John Doe',	CODE
LOW	csharp_client/README.md	92	{ "author", "John Doe" },	CODE
LOW	csharp_client/examples/MetadataExample.cs	59	{ "author", "John Doe" },	CODE
LOW	csharp_client/examples/AdvancedMetadataExample.cs	198	{ "owner.name", "John Doe" },	CODE
LOW	csharp_client/examples/AdvancedMetadataExample.cs	510	{ "photographer", "John Doe" },	CODE
LOW	typescript_client/tests/protocol.test.ts	78	author: 'John Doe',	CODE
LOW	typescript_client/examples/metadata-example.ts	30	author: 'John Doe',	CODE
LOW	python_client/README.md	87	'author': 'John Doe',	CODE
LOW	python_client/README.md	134	new_meta = {'author': 'Jane Doe'}	CODE
LOW	python_client/tests/test_protocol.py	77	"author": "John Doe",	CODE
LOW	python_client/examples/meta_example.py	32	'author': 'John Doe',	CODE
LOW	javascript_client/README.md	105	author: 'John Doe',	CODE
LOW	javascript_client/README.md	219	author: 'John Doe',	CODE
LOW	javascript_client/examples/02_metadata_operations.js	41	author: 'John Doe',	CODE
LOW	javascript_client/examples/01_basic_upload.js	53	author: 'John Doe',	CODE
LOW	javascript_client/src/client.js	179	* author: 'John Doe',	COMMENT
LOW	javascript_client/src/client.js	566	* author: 'John Doe',	COMMENT

Unused Imports32 hits · 30 pts

Severity	File	Line	Context
LOW	benchmarks/scripts/generate_report.py	12	CODE
LOW	benchmarks/scripts/generate_report.py	13	CODE
LOW	benchmarks/scripts/compare_versions.py	11	CODE
LOW	python_client/tests/test_client.py	6	CODE
LOW	python_client/tests/test_client.py	6	CODE
LOW	python_client/tests/test_client.py	8	CODE
LOW	python_client/fdfs/protocol.py	8	CODE
LOW	python_client/fdfs/__init__.py	24	CODE
LOW	python_client/fdfs/__init__.py	24	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	25	CODE
LOW	python_client/fdfs/__init__.py	44	CODE
LOW	python_client/fdfs/__init__.py	44	CODE
LOW	python_client/fdfs/__init__.py	44	CODE
LOW	python_client/fdfs/types.py	11	CODE
LOW	python_client/fdfs/operations.py	11	CODE
LOW	python_client/fdfs/connection.py	12	CODE

AI Slop Vocabulary10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	cpp_client/examples/file_info_example.cpp	349	// This is important for robust applications.	COMMENT
MEDIUM	csharp_client/examples/BatchOperationsExample.cs	143	// individual uploads because they can leverage connection	COMMENT
MEDIUM	csharp_client/examples/CancellationExample.cs	1051	// cancellation propagation is important for building robust	COMMENT
MEDIUM	csharp_client/examples/PerformanceExample.cs	13	// applications that efficiently utilize system resources and provide	COMMENT
MEDIUM	csharp_client/examples/IntegrationExample.cs	13	// that leverage ASP.NET Core's dependency injection, configuration, and	COMMENT
MEDIUM	csharp_client/examples/ErrorHandlingExample.cs	11	// and implement robust error handling patterns for production applications.	COMMENT
MEDIUM	csharp_client/examples/ConcurrentOperationsExample.cs	10	// pool behavior under load. It shows how to effectively utilize the FastDFS	COMMENT
MEDIUM	csharp_client/examples/FileInfoExample.cs	10	// monitoring, and auditing. It shows how to retrieve and utilize file	COMMENT
MEDIUM	csharp_client/examples/FileInfoExample.cs	15	// file characteristics. Understanding file information helps build robust	COMMENT
MEDIUM	csharp_client/examples/UploadBufferExample.cs	381	// - Can leverage OS file system caching	COMMENT

Hyper-Verbose Identifiers30 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	examples/php_examples/05_slave_file.php	354	function demonstrateImageThumbnails($tracker) {	CODE
LOW	examples/php_examples/05_slave_file.php	435	function demonstrateDocumentConversion($tracker) {	CODE
LOW	examples/php_examples/08_error_handling.php	103	public function getOrThrow() {	CODE
LOW	examples/php_examples/08_error_handling.php	768	function demonstrateValidationErrors() {	CODE
LOW	examples/php_examples/08_error_handling.php	814	function demonstrateTransactionRollback() {	CODE
LOW	examples/php_examples/08_error_handling.php	878	function demonstrateGracefulDegradation() {	CODE
LOW⚡	examples/php_examples/08_error_handling.php	919	function demonstrateCompleteWorkflow() {	CODE
LOW	examples/php_examples/03_metadata_operations.php	233	function demonstrateMergeVsOverwrite($tracker, $fileId) {	CODE
LOW	…les/php_examples/07_connection_pool_error_handling.php	724	function demonstrateConnectionPool() {	CODE
LOW	benchmarks/scripts/generate_report.py	381	def generate_download_section(data):	STRING
LOW	benchmarks/scripts/generate_report.py	433	def generate_concurrent_section(data):	STRING
LOW	benchmarks/scripts/generate_report.py	498	def generate_small_files_section(data):	STRING
LOW	benchmarks/scripts/generate_report.py	550	def generate_large_files_section(data):	STRING
LOW	benchmarks/scripts/generate_report.py	602	def generate_metadata_section(data):	STRING
LOW	python_client/tests/test_protocol.py	25	def test_encode_decode_header(self):	CODE
LOW	python_client/tests/test_protocol.py	39	def test_decode_header_short_data(self):	CODE
LOW	python_client/tests/test_protocol.py	52	def test_split_file_id_invalid(self):	CODE
LOW	python_client/tests/test_protocol.py	74	def test_encode_decode_metadata(self):	CODE
LOW	python_client/tests/test_protocol.py	91	def test_encode_metadata_empty(self):	CODE
LOW	python_client/tests/test_protocol.py	99	def test_decode_metadata_empty(self):	CODE
LOW	python_client/tests/test_connection.py	50	def test_connection_last_used(self):	CODE
LOW	python_client/tests/test_connection.py	99	def test_pool_close_idempotent(self):	CODE
LOW	python_client/tests/test_integration.py	35	def test_upload_download_delete_cycle(self):	CODE
LOW	python_client/tests/test_integration.py	55	def test_upload_file_from_disk(self):	CODE
LOW	python_client/tests/test_client.py	28	def test_config_custom_values(self):	CODE
LOW	python_client/tests/test_client.py	49	def test_client_creation_valid_config(self):	CODE
LOW	python_client/tests/test_client.py	59	def test_client_creation_invalid_config(self):	CODE
LOW	python_client/tests/test_client.py	83	def test_client_close_idempotent(self):	CODE
LOW	python_client/tests/test_client.py	91	def test_client_context_manager(self):	CODE
LOW	python_client/fdfs/operations.py	297	def _get_download_storage_server(self, group_name: str, remote_filename: str) -> StorageServer:	CODE

Excessive Try-Catch Wrapping15 hits · 19 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmarks/scripts/generate_report.py	230	print(f"Error: File not found: {input_file}", file=sys.stderr)	CODE
MEDIUM	benchmarks/scripts/generate_report.py	233	print(f"Error: Invalid JSON in {input_file}: {e}", file=sys.stderr)	CODE
MEDIUM	benchmarks/scripts/compare_versions.py	20	print(f"Error: File not found: {filepath}", file=sys.stderr)	CODE
MEDIUM	benchmarks/scripts/compare_versions.py	23	print(f"Error: Invalid JSON in {filepath}: {e}", file=sys.stderr)	CODE
LOW	python_client/examples/basic_usage.py	68	except Exception as e:	CODE
LOW	python_client/examples/meta_example.py	84	except Exception as e:	CODE
LOW	python_client/examples/appender_example.py	61	except Exception as e:	CODE
LOW	python_client/fdfs/client.py	342	except Exception:	CODE
LOW	python_client/fdfs/operations.py	104	except Exception as e:	CODE
LOW	python_client/fdfs/operations.py	250	except Exception as e:	CODE
LOW	python_client/fdfs/operations.py	369	except Exception as e:	CODE
LOW	python_client/fdfs/connection.py	67	except Exception as e:	CODE
LOW	python_client/fdfs/connection.py	101	except Exception as e:	CODE
LOW	python_client/fdfs/connection.py	138	except Exception as e:	CODE
LOW	python_client/fdfs/connection.py	296	except Exception as e:	CODE

Slop Phrases3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	rust_client/examples/streaming_example.rs	335	/* For demonstration purposes - in production, use file streams */	COMMENT
MEDIUM	rust_client/examples/streaming_example.rs	364	/* For demonstration purposes - in production, use file streams */	COMMENT
MEDIUM	rust_client/examples/advanced_metadata_example.rs	375	let image_data = b"Fake image data for demonstration purposes...";	CODE

Deep Nesting5 hits · 5 pts

Severity	File	Line	Context
LOW	benchmarks/scripts/compare_versions.py	58	CODE
LOW	benchmarks/scripts/compare_versions.py	126	CODE
LOW	python_client/fdfs/connection.py	38	CODE
LOW	python_client/fdfs/connection.py	104	CODE
LOW	python_client/fdfs/errors.py	139	CODE

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	csharp_client/FastDFSClient.cs	41	/// Example usage:	COMMENT
LOW	csharp_client/FastDFSClientConfig.cs	28	/// Example usage:	COMMENT

Modern Structural Boilerplate2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	python_client/fdfs/__init__.py	50	__all__ = [	CODE
LOW	python_client/fdfs/operations.py	409	def set_metadata(self, file_id: str, metadata: Dict[str, str], flag: MetadataFlag) -> None:	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings