Datasets:

jumplander
/

AIForge-1K-Security

Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
name: string
pretty_name: string
category: string
samples: int64
language: string
license: string
format: list<item: string>
  child 0, item: string
to
{'id': Value('string'), 'category': Value('string'), 'language': Value('string'), 'vulnerability_type': Value('string'), 'severity': Value('string'), 'cwe': Value('string'), 'owasp': Value('string'), 'domain': Value('string'), 'prompt': Value('string'), 'code': Value('string'), 'analysis': Value('string'), 'impact': Value('string'), 'remediation': Value('string'), 'secure_code': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  num_examples, num_bytes = writer.finalize()
                                            ^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 781, in finalize
                  self.write_rows_on_file()
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 663, in write_rows_on_file
                  self._write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              name: string
              pretty_name: string
              category: string
              samples: int64
              language: string
              license: string
              format: list<item: string>
                child 0, item: string
              to
              {'id': Value('string'), 'category': Value('string'), 'language': Value('string'), 'vulnerability_type': Value('string'), 'severity': Value('string'), 'cwe': Value('string'), 'owasp': Value('string'), 'domain': Value('string'), 'prompt': Value('string'), 'code': Value('string'), 'analysis': Value('string'), 'impact': Value('string'), 'remediation': Value('string'), 'secure_code': Value('string')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1361, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 940, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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id string	category string	language string	vulnerability_type string	severity string	cwe string	owasp string	domain string	prompt string	code string	analysis string	impact string	remediation string	secure_code string
AISEC_00001	security	bash	SQL Injection	Low	CWE-89	A03:2021 Injection	uploads	Perform a security review of this Bash code in the uploads domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate order data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00002	security	sql	Cross-Site Scripting	Medium	CWE-79	A03:2021 Injection	webhooks	Perform a security review of this SQL code in the webhooks domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate cache_key data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00003	security	python	Insecure Direct Object Reference	High	CWE-639	A01:2021 Broken Access Control	profiles	Perform a security review of this Python code in the profiles domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate job data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00004	security	javascript	Hardcoded Secret	Critical	CWE-798	A02:2021 Cryptographic Failures	checkout	Perform a security review of this JavaScript code in the checkout domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate event data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00005	security	typescript	Path Traversal	Low	CWE-22	A01:2021 Broken Access Control	inventory	Perform a security review of this TypeScript code in the inventory domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate payload data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00006	security	java	Command Injection	Medium	CWE-78	A03:2021 Injection	recommendations	Perform a security review of this Java code in the recommendations domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate file data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00007	security	go	Weak Password Storage	High	CWE-916	A02:2021 Cryptographic Failures	audit	Perform a security review of this Go code in the audit domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate record data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00008	security	rust	Insecure Randomness	Critical	CWE-338	A02:2021 Cryptographic Failures	logging	Perform a security review of this Rust code in the logging domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate metric data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00009	security	cpp	Missing Authentication	Low	CWE-306	A01:2021 Broken Access Control	sync	Perform a security review of this C++ code in the sync domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate notification data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00010	security	bash	SSRF	Medium	CWE-918	A10:2021 Server-Side Request Forgery	streaming	Perform a security review of this Bash code in the streaming domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate task data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00011	security	sql	SQL Injection	High	CWE-89	A03:2021 Injection	exports	Perform a security review of this SQL code in the exports domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate route data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00012	security	python	Cross-Site Scripting	Critical	CWE-79	A03:2021 Injection	imports	Perform a security review of this Python code in the imports domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate service data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00013	security	javascript	Insecure Direct Object Reference	Low	CWE-639	A01:2021 Broken Access Control	payments	Perform a security review of this JavaScript code in the payments domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate adapter data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00014	security	typescript	Hardcoded Secret	Medium	CWE-798	A02:2021 Cryptographic Failures	messaging	Perform a security review of this TypeScript code in the messaging domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate handler data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00015	security	java	Path Traversal	High	CWE-22	A01:2021 Broken Access Control	admin	Perform a security review of this Java code in the admin domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate controller data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00016	security	go	Command Injection	Critical	CWE-78	A03:2021 Injection	dashboard	Perform a security review of this Go code in the dashboard domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate repository data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00017	security	rust	Weak Password Storage	Low	CWE-916	A02:2021 Cryptographic Failures	billing	Perform a security review of this Rust code in the billing domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate client data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00018	security	cpp	Insecure Randomness	Medium	CWE-338	A02:2021 Cryptographic Failures	auth	Perform a security review of this C++ code in the auth domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate pipeline data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00019	security	bash	Missing Authentication	High	CWE-306	A01:2021 Broken Access Control	search	Perform a security review of this Bash code in the search domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate module data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00020	security	sql	SSRF	Critical	CWE-918	A10:2021 Server-Side Request Forgery	analytics	Perform a security review of this SQL code in the analytics domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate invoice data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00021	security	python	SQL Injection	Low	CWE-89	A03:2021 Injection	notifications	Perform a security review of this Python code in the notifications domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate session data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00022	security	javascript	Cross-Site Scripting	Medium	CWE-79	A03:2021 Injection	reports	Perform a security review of this JavaScript code in the reports domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate token data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00023	security	typescript	Insecure Direct Object Reference	High	CWE-639	A01:2021 Broken Access Control	cache	Perform a security review of this TypeScript code in the cache domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate queue data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00024	security	java	Hardcoded Secret	Critical	CWE-798	A02:2021 Cryptographic Failures	scheduler	Perform a security review of this Java code in the scheduler domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate worker data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00025	security	go	Path Traversal	Low	CWE-22	A01:2021 Broken Access Control	uploads	Perform a security review of this Go code in the uploads domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate parser data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00026	security	rust	Command Injection	Medium	CWE-78	A03:2021 Injection	webhooks	Perform a security review of this Rust code in the webhooks domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate report data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00027	security	cpp	Weak Password Storage	High	CWE-916	A02:2021 Cryptographic Failures	profiles	Perform a security review of this C++ code in the profiles domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate profile data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00028	security	bash	Insecure Randomness	Critical	CWE-338	A02:2021 Cryptographic Failures	checkout	Perform a security review of this Bash code in the checkout domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate cart data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00029	security	sql	Missing Authentication	Low	CWE-306	A01:2021 Broken Access Control	inventory	Perform a security review of this SQL code in the inventory domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate order data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00030	security	python	SSRF	Medium	CWE-918	A10:2021 Server-Side Request Forgery	recommendations	Perform a security review of this Python code in the recommendations domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate cache_key data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00031	security	javascript	SQL Injection	High	CWE-89	A03:2021 Injection	audit	Perform a security review of this JavaScript code in the audit domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate job data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00032	security	typescript	Cross-Site Scripting	Critical	CWE-79	A03:2021 Injection	logging	Perform a security review of this TypeScript code in the logging domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate event data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00033	security	java	Insecure Direct Object Reference	Low	CWE-639	A01:2021 Broken Access Control	sync	Perform a security review of this Java code in the sync domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate payload data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00034	security	go	Hardcoded Secret	Medium	CWE-798	A02:2021 Cryptographic Failures	streaming	Perform a security review of this Go code in the streaming domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate file data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00035	security	rust	Path Traversal	High	CWE-22	A01:2021 Broken Access Control	exports	Perform a security review of this Rust code in the exports domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate record data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00036	security	cpp	Command Injection	Critical	CWE-78	A03:2021 Injection	imports	Perform a security review of this C++ code in the imports domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate metric data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00037	security	bash	Weak Password Storage	Low	CWE-916	A02:2021 Cryptographic Failures	payments	Perform a security review of this Bash code in the payments domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate notification data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00038	security	sql	Insecure Randomness	Medium	CWE-338	A02:2021 Cryptographic Failures	messaging	Perform a security review of this SQL code in the messaging domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate task data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00039	security	python	Missing Authentication	High	CWE-306	A01:2021 Broken Access Control	admin	Perform a security review of this Python code in the admin domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate route data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00040	security	javascript	SSRF	Critical	CWE-918	A10:2021 Server-Side Request Forgery	dashboard	Perform a security review of this JavaScript code in the dashboard domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate service data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00041	security	typescript	SQL Injection	Low	CWE-89	A03:2021 Injection	billing	Perform a security review of this TypeScript code in the billing domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate adapter data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00042	security	java	Cross-Site Scripting	Medium	CWE-79	A03:2021 Injection	auth	Perform a security review of this Java code in the auth domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate handler data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00043	security	go	Insecure Direct Object Reference	High	CWE-639	A01:2021 Broken Access Control	search	Perform a security review of this Go code in the search domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate controller data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00044	security	rust	Hardcoded Secret	Critical	CWE-798	A02:2021 Cryptographic Failures	analytics	Perform a security review of this Rust code in the analytics domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate repository data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00045	security	cpp	Path Traversal	Low	CWE-22	A01:2021 Broken Access Control	notifications	Perform a security review of this C++ code in the notifications domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate client data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00046	security	bash	Command Injection	Medium	CWE-78	A03:2021 Injection	reports	Perform a security review of this Bash code in the reports domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate pipeline data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00047	security	sql	Weak Password Storage	High	CWE-916	A02:2021 Cryptographic Failures	cache	Perform a security review of this SQL code in the cache domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate module data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00048	security	python	Insecure Randomness	Critical	CWE-338	A02:2021 Cryptographic Failures	scheduler	Perform a security review of this Python code in the scheduler domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate invoice data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00049	security	javascript	Missing Authentication	Low	CWE-306	A01:2021 Broken Access Control	uploads	Perform a security review of this JavaScript code in the uploads domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate session data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00050	security	typescript	SSRF	Medium	CWE-918	A10:2021 Server-Side Request Forgery	webhooks	Perform a security review of this TypeScript code in the webhooks domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate token data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00051	security	java	SQL Injection	High	CWE-89	A03:2021 Injection	profiles	Perform a security review of this Java code in the profiles domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate queue data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00052	security	go	Cross-Site Scripting	Critical	CWE-79	A03:2021 Injection	checkout	Perform a security review of this Go code in the checkout domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate worker data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00053	security	rust	Insecure Direct Object Reference	Low	CWE-639	A01:2021 Broken Access Control	inventory	Perform a security review of this Rust code in the inventory domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate parser data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00054	security	cpp	Hardcoded Secret	Medium	CWE-798	A02:2021 Cryptographic Failures	recommendations	Perform a security review of this C++ code in the recommendations domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate report data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00055	security	bash	Path Traversal	High	CWE-22	A01:2021 Broken Access Control	audit	Perform a security review of this Bash code in the audit domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate profile data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00056	security	sql	Command Injection	Critical	CWE-78	A03:2021 Injection	logging	Perform a security review of this SQL code in the logging domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate cart data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00057	security	python	Weak Password Storage	Low	CWE-916	A02:2021 Cryptographic Failures	sync	Perform a security review of this Python code in the sync domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate order data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00058	security	javascript	Insecure Randomness	Medium	CWE-338	A02:2021 Cryptographic Failures	streaming	Perform a security review of this JavaScript code in the streaming domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate cache_key data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00059	security	typescript	Missing Authentication	High	CWE-306	A01:2021 Broken Access Control	exports	Perform a security review of this TypeScript code in the exports domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate job data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00060	security	java	SSRF	Critical	CWE-918	A10:2021 Server-Side Request Forgery	imports	Perform a security review of this Java code in the imports domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate event data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00061	security	go	SQL Injection	Low	CWE-89	A03:2021 Injection	payments	Perform a security review of this Go code in the payments domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate payload data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00062	security	rust	Cross-Site Scripting	Medium	CWE-79	A03:2021 Injection	messaging	Perform a security review of this Rust code in the messaging domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate file data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00063	security	cpp	Insecure Direct Object Reference	High	CWE-639	A01:2021 Broken Access Control	admin	Perform a security review of this C++ code in the admin domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate record data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00064	security	bash	Hardcoded Secret	Critical	CWE-798	A02:2021 Cryptographic Failures	dashboard	Perform a security review of this Bash code in the dashboard domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate metric data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00065	security	sql	Path Traversal	Low	CWE-22	A01:2021 Broken Access Control	billing	Perform a security review of this SQL code in the billing domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate notification data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00066	security	python	Command Injection	Medium	CWE-78	A03:2021 Injection	auth	Perform a security review of this Python code in the auth domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate task data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00067	security	javascript	Weak Password Storage	High	CWE-916	A02:2021 Cryptographic Failures	search	Perform a security review of this JavaScript code in the search domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate route data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00068	security	typescript	Insecure Randomness	Critical	CWE-338	A02:2021 Cryptographic Failures	analytics	Perform a security review of this TypeScript code in the analytics domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate service data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00069	security	java	Missing Authentication	Low	CWE-306	A01:2021 Broken Access Control	notifications	Perform a security review of this Java code in the notifications domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate adapter data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00070	security	go	SSRF	Medium	CWE-918	A10:2021 Server-Side Request Forgery	reports	Perform a security review of this Go code in the reports domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate handler data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00071	security	rust	SQL Injection	High	CWE-89	A03:2021 Injection	cache	Perform a security review of this Rust code in the cache domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate controller data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00072	security	cpp	Cross-Site Scripting	Critical	CWE-79	A03:2021 Injection	scheduler	Perform a security review of this C++ code in the scheduler domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate repository data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00073	security	bash	Insecure Direct Object Reference	Low	CWE-639	A01:2021 Broken Access Control	uploads	Perform a security review of this Bash code in the uploads domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate client data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00074	security	sql	Hardcoded Secret	Medium	CWE-798	A02:2021 Cryptographic Failures	webhooks	Perform a security review of this SQL code in the webhooks domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate pipeline data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00075	security	python	Path Traversal	High	CWE-22	A01:2021 Broken Access Control	profiles	Perform a security review of this Python code in the profiles domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate module data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00076	security	javascript	Command Injection	Critical	CWE-78	A03:2021 Injection	checkout	Perform a security review of this JavaScript code in the checkout domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate invoice data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00077	security	typescript	Weak Password Storage	Low	CWE-916	A02:2021 Cryptographic Failures	inventory	Perform a security review of this TypeScript code in the inventory domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate session data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00078	security	java	Insecure Randomness	Medium	CWE-338	A02:2021 Cryptographic Failures	recommendations	Perform a security review of this Java code in the recommendations domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate token data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00079	security	go	Missing Authentication	High	CWE-306	A01:2021 Broken Access Control	audit	Perform a security review of this Go code in the audit domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate queue data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00080	security	rust	SSRF	Critical	CWE-918	A10:2021 Server-Side Request Forgery	logging	Perform a security review of this Rust code in the logging domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate worker data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00081	security	cpp	SQL Injection	Low	CWE-89	A03:2021 Injection	sync	Perform a security review of this C++ code in the sync domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate parser data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00082	security	bash	Cross-Site Scripting	Medium	CWE-79	A03:2021 Injection	streaming	Perform a security review of this Bash code in the streaming domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate report data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00083	security	sql	Insecure Direct Object Reference	High	CWE-639	A01:2021 Broken Access Control	exports	Perform a security review of this SQL code in the exports domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate profile data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00084	security	python	Hardcoded Secret	Critical	CWE-798	A02:2021 Cryptographic Failures	imports	Perform a security review of this Python code in the imports domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate cart data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00085	security	javascript	Path Traversal	Low	CWE-22	A01:2021 Broken Access Control	payments	Perform a security review of this JavaScript code in the payments domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate order data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00086	security	typescript	Command Injection	Medium	CWE-78	A03:2021 Injection	messaging	Perform a security review of this TypeScript code in the messaging domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate cache_key data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00087	security	java	Weak Password Storage	High	CWE-916	A02:2021 Cryptographic Failures	admin	Perform a security review of this Java code in the admin domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate job data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00088	security	go	Insecure Randomness	Critical	CWE-338	A02:2021 Cryptographic Failures	dashboard	Perform a security review of this Go code in the dashboard domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate event data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00089	security	rust	Missing Authentication	Low	CWE-306	A01:2021 Broken Access Control	billing	Perform a security review of this Rust code in the billing domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate payload data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00090	security	cpp	SSRF	Medium	CWE-918	A10:2021 Server-Side Request Forgery	auth	Perform a security review of this C++ code in the auth domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate file data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)
AISEC_00091	security	bash	SQL Injection	High	CWE-89	A03:2021 Injection	search	Perform a security review of this Bash code in the search domain and explain the vulnerability.	query = f"SELECT * FROM users WHERE id = {user_id}"	User-controlled input is concatenated directly into the SQL query.	The issue can expose or manipulate record data in production.	Apply least privilege, input validation, and safe framework APIs.	cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))
AISEC_00092	security	sql	Cross-Site Scripting	Critical	CWE-79	A03:2021 Injection	analytics	Perform a security review of this SQL code in the analytics domain and explain the vulnerability.	html = f"<div>{comment}</div>"	Untrusted content is rendered into HTML without encoding.	The issue can expose or manipulate metric data in production.	Apply least privilege, input validation, and safe framework APIs.	html = f"<div>{escape(comment)}</div>"
AISEC_00093	security	python	Insecure Direct Object Reference	Low	CWE-639	A01:2021 Broken Access Control	notifications	Perform a security review of this Python code in the notifications domain and explain the vulnerability.	record = db.get_invoice(invoice_id) return record	Access is controlled only by identifier, not by authorization context.	The issue can expose or manipulate notification data in production.	Apply least privilege, input validation, and safe framework APIs.	record = db.get_invoice_for_user(invoice_id, current_user.id) return record
AISEC_00094	security	javascript	Hardcoded Secret	Medium	CWE-798	A02:2021 Cryptographic Failures	reports	Perform a security review of this JavaScript code in the reports domain and explain the vulnerability.	API_KEY = "sk_live_example_secret"	A secret is embedded directly in source code.	The issue can expose or manipulate task data in production.	Apply least privilege, input validation, and safe framework APIs.	API_KEY = os.getenv("API_KEY")
AISEC_00095	security	typescript	Path Traversal	High	CWE-22	A01:2021 Broken Access Control	cache	Perform a security review of this TypeScript code in the cache domain and explain the vulnerability.	path = f"/uploads/{filename}" open(path)	A user-controlled filename can escape the intended directory.	The issue can expose or manipulate route data in production.	Apply least privilege, input validation, and safe framework APIs.	safe = os.path.basename(filename) path = f"/uploads/{safe}" open(path)
AISEC_00096	security	java	Command Injection	Critical	CWE-78	A03:2021 Injection	scheduler	Perform a security review of this Java code in the scheduler domain and explain the vulnerability.	os.system(f"ping {host}")	Shell command is constructed from untrusted input.	The issue can expose or manipulate service data in production.	Apply least privilege, input validation, and safe framework APIs.	subprocess.run(["ping", host], check=True)
AISEC_00097	security	go	Weak Password Storage	Low	CWE-916	A02:2021 Cryptographic Failures	uploads	Perform a security review of this Go code in the uploads domain and explain the vulnerability.	stored = password	Passwords must never be stored in plaintext.	The issue can expose or manipulate adapter data in production.	Apply least privilege, input validation, and safe framework APIs.	stored = bcrypt.hashpw(password.encode(), bcrypt.gensalt())
AISEC_00098	security	rust	Insecure Randomness	Medium	CWE-338	A02:2021 Cryptographic Failures	webhooks	Perform a security review of this Rust code in the webhooks domain and explain the vulnerability.	token = random.randint(100000, 999999)	Predictable randomness is not suitable for security tokens.	The issue can expose or manipulate handler data in production.	Apply least privilege, input validation, and safe framework APIs.	token = secrets.randbelow(900000) + 100000
AISEC_00099	security	cpp	Missing Authentication	High	CWE-306	A01:2021 Broken Access Control	profiles	Perform a security review of this C++ code in the profiles domain and explain the vulnerability.	def export_report(request): return build_report()	Sensitive functionality is exposed without identity verification.	The issue can expose or manipulate controller data in production.	Apply least privilege, input validation, and safe framework APIs.	def export_report(request): if not request.user.is_authenticated: raise PermissionError() return build_report()
AISEC_00100	security	bash	SSRF	Critical	CWE-918	A10:2021 Server-Side Request Forgery	checkout	Perform a security review of this Bash code in the checkout domain and explain the vulnerability.	response = requests.get(url)	The server fetches arbitrary URLs without destination validation.	The issue can expose or manipulate repository data in production.	Apply least privilege, input validation, and safe framework APIs.	allowed = is_allowed_host(url) if allowed: response = requests.get(url, timeout=3)

End of preview.

AIForge-03-Security

Security Dataset for AI and Programming Tasks

Overview

AIForge-03-Security is a curated English dataset designed for AI systems working on security tasks in software engineering and programming.

data.jsonl
data.json
metadata.json

Use Cases

AI agent training
Supervised fine-tuning
Evaluation and benchmarking
Software engineering research

Example Record

{
  "id": "AISEC_00001",
  "category": "security",
  "language": "bash",
  "vulnerability_type": "SQL Injection",
  "severity": "Low",
  "cwe": "CWE-89",
  "owasp": "A03:2021 Injection",
  "domain": "uploads",
  "prompt": "Perform a security review of this Bash code in the uploads domain and explain the vulnerability.",
  "code": "query = f\"SELECT * FROM users WHERE id = {user_id}\"",
  "analysis": "User-controlled input is concatenated directly into the SQL query.",
  "impact": "The issue can expose or manipulate order data in production.",
  "remediation": "Apply least privilege, input validation, and safe framework APIs.",
  "secure_code": "cursor.execute('SELECT * FROM users WHERE id = ?', (user_id,))"
}

License

Released under CC BY 4.0.

Source

JumpLander

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Total file size:

1.45 MB