4.7

Adjusted Signal

4.7

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

6.8K

Stars

Solidity

Language

34.9K

Lines of Code

Files

122

Pattern Hits

2026-10-31

Scan Date

0.02

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 11.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 89 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.2/100 · LOW

Are imports declared and package/API names verified? 8 finding(s).

Agent Over-Engineering Ratio 14.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 90 finding(s).

PR Review Velocity Impact 23.6/100 · LOW

Which changes need focused human review? 122 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 2HIGH 0MEDIUM 24LOW 96

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 122 distinct pattern matches across 7 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.

Excessive Try-Catch Wrapping25 hits · 60 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	add_new_entry.py	355	print(f"Error: {self.constants.FOUNDRY_TOML_PATH} not found. Please ensure the file exists in the current di	CODE
MEDIUM⚡	add_new_entry.py	358	print(f"Error: Could not decode {self.constants.FOUNDRY_TOML_PATH}. Please check its format.")	CODE
MEDIUM⚡	add_new_entry.py	361	print(f"Error: Could not read {self.constants.FOUNDRY_TOML_PATH}: {e}")	CODE
MEDIUM⚡	add_new_entry.py	375	print(f"Error: {self.constants.FOUNDRY_TOML_PATH} not found. Cannot update RPC endpoints.")	CODE
MEDIUM⚡	add_new_entry.py	378	print(f"Error: Could not decode {self.constants.FOUNDRY_TOML_PATH}. Cannot update RPC endpoints.")	CODE
MEDIUM⚡	add_new_entry.py	381	print(f"Error: Could not read {self.constants.FOUNDRY_TOML_PATH}: {e}")	CODE
MEDIUM⚡	add_new_entry.py	390	print(f"Error: Could not write to {self.constants.FOUNDRY_TOML_PATH}: {e}")	CODE
MEDIUM⚡	add_new_entry.py	463	print(f"Error calling 'cast' for {command_description}: {e}")	CODE
MEDIUM⚡	add_new_entry.py	468	print(f"Error parsing JSON output from 'cast' for {command_description}.")	CODE
MEDIUM⚡	add_new_entry.py	650	print(f"Error: Could not find insertion point in {self.constants.README_PATH} using regex: {self.constants.L	CODE
MEDIUM⚡	add_new_entry.py	664	print(f"Error: Could not find Table of Contents section in {self.constants.README_PATH} using regex: {self.c	CODE
MEDIUM⚡	add_new_entry.py	728	print(f"Error: Could not create directory {os.path.dirname(new_file_path)}: {e}")	CODE
MEDIUM⚡	add_new_entry.py	736	print(f"Error: {self.constants.POC_TEMPLATE_PATH} not found. Cannot create POC file.")	CODE
MEDIUM⚡	add_new_entry.py	739	print(f"Error: Could not read POC template {self.constants.POC_TEMPLATE_PATH}: {e}")	CODE
MEDIUM	add_new_entry.py	303	print(f"Error: network '{args.network}' not found in {self.constants.FOUNDRY_TOML_PATH}. "	CODE
MEDIUM	add_new_entry.py	308	print("Error: could not register the network in "	CODE
MEDIUM	add_new_entry.py	329	print("Error: POC file was not created. Aborting.")	CODE
MEDIUM	add_new_entry.py	334	print("Error: README.md was not updated. Aborting.")	CODE
MEDIUM	add_new_entry.py	590	print(f"Error: {self.constants.README_PATH} not found. Please ensure the file exists in the current director	CODE
MEDIUM	add_new_entry.py	594	print(f"Error: Could not read {self.constants.README_PATH}: {e}")	CODE
MEDIUM	add_new_entry.py	606	print(f"Error: Could not write to {self.constants.README_PATH}: {e}")	CODE
MEDIUM	add_new_entry.py	694	print(f"Error: {self.constants.README_PATH} not found. Cannot check for existing entries.")	CODE
MEDIUM	add_new_entry.py	773	print(f"Error: Could not write POC file {new_file_path}: {e}")	CODE
LOW⚡	add_new_entry.py	473	except Exception as e:	CODE
MEDIUM	test.py	31	print("Error: Could not import the DefiHackLibrary module.")	CODE

Hyper-Verbose Identifiers65 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW⚡	add_new_entry.py	656	def _update_table_of_contents(self, content: str, formatted_date: str, name: str, additional_details: str) -> str:	CODE
LOW	add_new_entry.py	447	def is_cast_command_available(self) -> bool:	CODE
LOW	add_new_entry.py	489	def get_timestamp_from_tx_hash(self, tx_hash: str, rpc_url: str, auto_confirm: bool = False) -> str:	CODE
LOW	add_new_entry.py	541	def get_addresses_from_tx_hash(self, tx_hash: str, rpc_url: str) -> Optional[Tuple[str, str, str]]:	CODE
LOW	add_new_entry.py	800	def get_uncommitted_sol_files(self):	CODE
LOW	add_new_entry.py	817	def get_recently_committed_sol_files(self) -> list:	CODE
LOW⚡	test.py	168	def test_update_foundry_toml_file_not_found(self, mock_open):	CODE
LOW⚡	test.py	178	def test_update_foundry_toml_read_failure_returns_false(self, mock_open):	CODE
LOW⚡	test.py	184	def test_update_foundry_toml_write_failure_returns_false(self, mock_open):	CODE
LOW⚡	test.py	194	def test_select_network_choose_existing(self, mock_input):	CODE
LOW⚡	test.py	1014	def test_timestamp_and_tx_hash_are_mutually_exclusive(self):	CODE
LOW⚡	test.py	1019	def test_main_without_network_runs_interactive(self):	CODE
LOW⚡	test.py	1027	def test_main_non_interactive_requires_file_and_amount(self):	CODE
LOW⚡	test.py	1033	def test_main_non_interactive_dispatches_to_add_entry_cli(self):	CODE
LOW⚡	test.py	1042	def test_add_entry_cli_updates_readme_with_network(self):	CODE
LOW	test.py	39	def test_constants_initialization(self):	CODE
LOW	test.py	110	def test_parse_foundry_toml_file_not_found(self, mock_open):	CODE
LOW	test.py	122	def test_parse_foundry_toml_decode_error(self, mock_open):	CODE
LOW	test.py	137	def test_update_foundry_toml_success(self, mock_open):	CODE
LOW	test.py	213	def test_select_network_add_new(self, mock_input):	CODE
LOW	test.py	256	def test_select_network_invalid_choice(self, mock_input):	CODE
LOW	test.py	282	def test_is_cast_command_available_true(self, mock_check_output):	CODE
LOW	test.py	293	def test_is_cast_command_available_false(self, mock_check_output):	CODE
LOW	test.py	305	def test_run_cast_command_success(self, mock_run):	CODE
LOW	test.py	329	def test_run_cast_command_error(self, mock_run):	CODE
LOW	test.py	354	def test_get_timestamp_from_str_valid(self):	CODE
LOW	test.py	364	def test_get_timestamp_from_str_empty(self):	CODE
LOW	test.py	376	def test_get_timestamp_from_str_invalid(self):	CODE
LOW	test.py	392	def test_get_timestamp_from_tx_hash_success(self, mock_input):	CODE
LOW	test.py	422	def test_get_addresses_from_tx_hash_success(self, mock_run_cast):	CODE
LOW	test.py	450	def test_get_addresses_from_tx_hash_with_contract_creation(self, mock_run_cast):	CODE
LOW	test.py	519	def test_update_readme_file_not_found(self, mock_open):	CODE
LOW	test.py	533	def test_update_readme_read_failure_returns_false(self, mock_open):	CODE
LOW	test.py	542	def test_update_readme_write_failure_returns_false(self, mock_open):	CODE
LOW	test.py	627	def test_update_sum_of_incidents(self):	CODE
LOW	test.py	635	def test_get_run_command_without_shanghai(self):	CODE
LOW	test.py	647	def test_get_run_command_with_shanghai(self):	CODE
LOW	test.py	660	def test_check_readme_entry_exists(self, mock_open):	CODE
LOW	test.py	670	def test_check_readme_entry_not_exists(self, mock_open):	CODE
LOW	test.py	747	def test_create_poc_solidity_file_template_not_found(self, mock_open):	CODE
LOW	test.py	765	def test_create_poc_solidity_file_template_read_failure_returns_false(self, mock_open, mock_makedirs):	CODE
LOW	test.py	778	def test_create_poc_solidity_file_write_failure_returns_false(self, mock_open, mock_makedirs):	CODE
LOW	test.py	791	def test_replace_placeholders(self):	CODE
LOW	test.py	811	def test_is_git_command_available_true(self, mock_check_output):	CODE
LOW	test.py	822	def test_is_git_command_available_false(self, mock_check_output):	CODE
LOW	test.py	832	def test_get_uncommitted_sol_files_success(self, mock_check_output):	CODE
LOW	test.py	846	def test_get_uncommitted_sol_files_git_not_available(self):	CODE
LOW	test.py	857	def test_get_recently_committed_sol_files_success(self, mock_check_output):	CODE
LOW	test.py	871	def test_get_recently_committed_sol_files_git_not_available(self):	CODE
LOW	test.py	913	def test_get_file_extra_info_basic(self, mock_input):	CODE
LOW	test.py	939	def test_add_new_entry_with_poc_file(self, mock_input):	CODE
LOW	test.py	985	def test_process_existing_files(self, mock_input):	CODE
LOW	test.py	1055	def test_add_entry_cli_unknown_network_without_rpc_fails(self):	CODE
LOW	test.py	1065	def test_add_entry_cli_registers_network_with_rpc(self):	CODE
LOW	test.py	1077	def test_add_entry_cli_create_poc(self):	CODE
LOW	test.py	1119	def test_add_entry_cli_fails_when_readme_missing(self):	CODE
LOW	test.py	1129	def test_add_entry_cli_fails_when_poc_template_missing(self):	CODE
LOW	test.py	1143	def test_add_entry_cli_fails_when_foundry_toml_update_fails(self):	CODE
LOW	test.py	1156	def test_get_timestamp_auto_confirm_skips_prompt(self):	CODE
LOW	test.py	89	def test_parse_foundry_toml_success(self, mock_open):	STRING
5 more matches not shown…

Structural Annotation Overuse16 hits · 30 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	19	### Step 1: Fork and Clone the Repository	COMMENT
LOW⚡	CONTRIBUTING.md	118	### Step 2: Automatic Updates	COMMENT
LOW⚡	CONTRIBUTING.md	126	### Step 3: Implement the Exploit Code	COMMENT
LOW⚡	CONTRIBUTING.md	136	### Step 4: Test and Commit Your Changes	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/ko/readme.md	314	### Step 4: 취약점 분석	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/ko/readme.md	382	### Step 5: 공격 재현	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/en/readme.md	95	### Step 1: Information gathering	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/en/readme.md	114	### Step 2: Transaction Debugging	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/en/readme.md	166	### Step 3: Reproduce code	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/en/readme.md	310	### Step 4: Analyzing the exploit	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/en/readme.md	379	### Step 5: Reproduce	COMMENT
LOW⚡	academy/user_awareness/06_Report_stolen/en/readme.md	103	### Step 1: transfer any remaining assets	COMMENT
LOW⚡	academy/user_awareness/06_Report_stolen/en/readme.md	111	### Step 2: seek help from a security team and track funds	COMMENT
LOW⚡	academy/user_awareness/06_Report_stolen/en/readme.md	119	### Step 3: Count the amount of your stolen funds and keep related evidence	COMMENT
LOW⚡	academy/user_awareness/06_Report_stolen/en/readme.md	123	### Step 4: report the case to the law enforcement agency	COMMENT
LOW⚡	academy/user_awareness/06_Report_stolen/en/readme.md	127	### Step 5: continue to follow up and maintain communication	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	test.py	516	mock_open.return_value.__enter__.return_value.write.assert_called_with("Updated README")	CODE
CRITICAL	test.py	744	mock_open.return_value.__enter__.return_value.write.assert_called_with("Modified template content")	CODE

Over-Commented Block4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ademy/onchain_debug/03_write_your_own_poc/ja/readme.md	181		COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/ko/readme.md	181	import "forge-std/Test.sol";	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/es/readme.md	181	// Attack Contract : 0xc30808d9373093fbfcec9e026457c6a9dab706a7	COMMENT
LOW	…ademy/onchain_debug/03_write_your_own_poc/en/readme.md	181	// Attacker : 0xee0221d76504aec40f63ad7e36855eebf5ea5edd	COMMENT

Unused Imports6 hits · 3 pts

Severity	File	Line	Context
LOW	add_new_entry.py	16	CODE
LOW	test.py	11	CODE
LOW	test.py	12	CODE
LOW	test.py	13	CODE
LOW	test.py	19	CODE
LOW	test.py	24	CODE

Deep Nesting4 hits · 2 pts

Severity	File	Line	Context
LOW	add_new_entry.py	396	CODE
LOW	add_new_entry.py	489	CODE
LOW	test.py	939	CODE
LOW	test.py	985	CODE

SunWeb3Sec/DeFiHackLabs

Open-Source Code Quality, Security and Technical Debt Review