Spaces:
Running on CPU Upgrade
Running on CPU Upgrade
File size: 28,941 Bytes
d543fc1 18fa812 d543fc1 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 | """
api_security_scanner.py β Advanced REST/GraphQL/gRPC API Security Scanner
==========================================================================
Goes beyond basic API fuzzing to test:
1. Mass Assignment via field injection on POST/PUT/PATCH
2. Parameter pollution (HPP) on REST APIs
3. Versioned API endpoint enumeration (v1, v2, v3...)
4. API key leakage in responses, headers, and error messages
5. HTTP verb tunneling (X-HTTP-Method-Override bypass)
6. API rate limit bypass via header manipulation
7. Unauthenticated GraphQL introspection
8. REST API response data over-exposure (sensitive field detection)
9. JWT none-algorithm and algorithm confusion probing
10. API documentation endpoint exposure (Swagger, OpenAPI, Postman)
"""
import re
import json
import time
import urllib.parse
import urllib.request
import urllib.error
import ssl
import base64
from scanners.base_scanner import BaseScanner
# ββ Patterns ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
API_KEY_PATTERNS = [
(r'(?i)api[_\-]?key\s*[:=]\s*["\']?([A-Za-z0-9_\-]{20,})["\']?', "API Key"),
(r'(?i)secret\s*[:=]\s*["\']?([A-Za-z0-9_\-]{20,})["\']?', "Secret"),
(r'(?i)access[_\-]?token\s*[:=]\s*["\']?([A-Za-z0-9_\-\.]{20,})["\']?', "Access Token"),
(r'(?i)auth[_\-]?token\s*[:=]\s*["\']?([A-Za-z0-9_\-\.]{20,})["\']?', "Auth Token"),
(r'(?i)password\s*[:=]\s*["\']?([^\s"\']{8,})["\']?', "Password"),
(r'(?i)client[_\-]?secret\s*[:=]\s*["\']?([A-Za-z0-9_\-]{16,})["\']?', "Client Secret"),
(r'sk_live_[A-Za-z0-9]{24,}', "Stripe Live Key"),
(r'sk_test_[A-Za-z0-9]{24,}', "Stripe Test Key"),
(r'AKIA[0-9A-Z]{16}', "AWS Access Key"),
(r'AIza[0-9A-Za-z_\-]{35}', "Google API Key"),
(r'(?i)mongodb\+srv://[^\s"\'<>]+', "MongoDB Connection String"),
]
SENSITIVE_RESPONSE_FIELDS = [
"password", "passwd", "pwd", "hash", "secret", "salt",
"ssn", "social_security", "credit_card", "card_number", "cvv",
"private_key", "api_key", "access_token", "refresh_token",
"session_token", "auth_token", "otp_secret", "totp_secret",
"internal_ip", "server_ip", "db_host", "db_password",
"admin_email", "admin_pass",
]
DOC_ENDPOINTS = [
"/api/docs", "/api/swagger", "/api/openapi", "/swagger",
"/swagger-ui", "/swagger-ui.html", "/swagger/index.html",
"/api/swagger.json", "/api/openapi.json", "/openapi.json",
"/swagger.yaml", "/openapi.yaml", "/api/v1/swagger.json",
"/api/v2/swagger.json", "/v1/api-docs", "/v2/api-docs",
"/docs", "/redoc", "/api/redoc",
"/postman.json", "/postman_collection.json",
"/.well-known/openid-configuration",
"/graphql/playground", "/graphiql", "/altair",
]
API_VERSION_PATTERNS = [
"/api/v{n}", "/api/{n}", "/v{n}", "/v{n}/api",
"/api/version{n}", "/rest/v{n}",
]
MASS_ASSIGN_FIELDS = [
"is_admin", "role", "admin", "superuser", "is_superuser",
"is_staff", "permissions", "privilege", "level", "account_type",
"verified", "is_verified", "subscription_tier", "plan",
"credits", "balance", "discount",
]
HTTP_VERB_OVERRIDES = [
"X-HTTP-Method-Override",
"X-HTTP-Method",
"X-Method-Override",
"_method",
]
RATE_LIMIT_BYPASS_HEADERS = [
{"X-Forwarded-For": "127.0.0.1"},
{"X-Real-IP": "127.0.0.1"},
{"X-Originating-IP": "127.0.0.1"},
{"X-Remote-IP": "127.0.0.1"},
{"CF-Connecting-IP": "127.0.0.1"},
{"True-Client-IP": "127.0.0.1"},
{"X-Forwarded-For": "10.0.0.1, 127.0.0.1"},
{"X-Cluster-Client-IP": "127.0.0.1"},
]
def _ssl_context() -> ssl.SSLContext:
ctx = ssl.create_default_context()
ctx.check_hostname = False
ctx.verify_mode = ssl.CERT_NONE
return ctx
def _request(url: str, method: str = "GET", body: bytes | None = None,
extra_headers: dict | None = None, timeout: int = 8) -> tuple[str, int, dict]:
"""Make HTTP request, returning (body_text, status_code, response_headers)."""
try:
headers = {"User-Agent": "LarShield/2.0-APIScanner", "Accept": "application/json"}
if extra_headers:
headers.update(extra_headers)
req = urllib.request.Request(url, data=body, method=method, headers=headers)
with urllib.request.urlopen(req, timeout=timeout, context=_ssl_context()) as r:
resp_body = r.read().decode("utf-8", errors="ignore")
return resp_body, r.status, dict(r.headers)
except urllib.error.HTTPError as e:
try:
body_text = e.read().decode("utf-8", errors="ignore")
except Exception:
body_text = ""
return body_text, e.code, {}
except Exception:
return "", 0, {}
def _check_api_key_in_response(body: str, headers: dict) -> list[tuple[str, str]]:
"""Scan response body and headers for exposed secrets."""
found = []
combined = body + " " + " ".join(f"{k}: {v}" for k, v in headers.items())
for pattern, label in API_KEY_PATTERNS:
for m in re.finditer(pattern, combined):
found.append((label, m.group(0)[:80]))
return found
def _check_sensitive_fields(body: str) -> list[str]:
"""Find sensitive field names in JSON response."""
found = []
try:
data = json.loads(body)
except Exception:
# Fallback: regex search
data = None
if data:
def _scan_dict(d, depth=0):
if depth > 5 or not isinstance(d, (dict, list)):
return
if isinstance(d, dict):
for key in d.keys():
if any(sf in key.lower() for sf in SENSITIVE_RESPONSE_FIELDS):
found.append(key)
_scan_dict(d[key], depth + 1)
elif isinstance(d, list):
for item in d[:5]:
_scan_dict(item, depth + 1)
_scan_dict(data)
else:
for sf in SENSITIVE_RESPONSE_FIELDS:
if re.search(rf'["\']?{sf}["\']?\s*[:=]', body, re.IGNORECASE):
found.append(sf)
return list(set(found))
class ApiSecurityScanner(BaseScanner):
"""
Advanced REST/GraphQL API Security Scanner.
Performs real probes against discovered API endpoints.
"""
SCANNER_NAME = "Advanced API Security Scanner"
def run(self) -> list:
self.log("INFO", f"[AdvAPI] Starting advanced API security scan on {self.target}")
self._seen: set = set()
parsed = urllib.parse.urlparse(self.target)
self._base = f"{parsed.scheme}://{parsed.netloc}"
# ββ 1. API documentation endpoint exposure βββββββββββββββββββββββββββ
self.log("INFO", "[AdvAPI] Probing for exposed API documentation endpoints...")
self._check_doc_exposure()
# ββ 2. API version enumeration βββββββββββββββββββββββββββββββββββββββ
self.log("INFO", "[AdvAPI] Enumerating versioned API endpoints...")
found_versions = self._enumerate_api_versions()
# ββ 3. Mass assignment injection βββββββββββββββββββββββββββββββββββββ
self.log("INFO", "[AdvAPI] Testing mass assignment vulnerabilities...")
self._check_mass_assignment(found_versions)
# ββ 4. HTTP verb tunneling ββββββββββββββββββββββββββββββββββββββββββββ
self.log("INFO", "[AdvAPI] Testing HTTP verb tunneling bypass...")
self._check_verb_tunneling()
# ββ 5. API rate limit bypass via header spoofing βββββββββββββββββββββ
self.log("INFO", "[AdvAPI] Testing rate limit bypass techniques...")
self._check_rate_limit_bypass()
# ββ 6. GraphQL introspection βββββββββββββββββββββββββββββββββββββββββ
self.log("INFO", "[AdvAPI] Checking GraphQL introspection access...")
self._check_graphql_introspection()
# ββ 7. Response data over-exposure βββββββββββββββββββββββββββββββββββ
self.log("INFO", "[AdvAPI] Checking API responses for sensitive data over-exposure...")
self._check_data_overexposure(found_versions)
count = len(self.vulns)
self.log(
"WARNING" if count else "SUCCESS",
f"[AdvAPI] Complete β {count} API security issue(s) detected"
)
return self.vulns
def _check_doc_exposure(self):
"""Check if API documentation is publicly accessible."""
for path in DOC_ENDPOINTS:
url = self._base + path
body, status, headers = _request(url, timeout=6)
if status == 200 and body:
# Verify it's actual API docs, not a generic 200
is_docs = any(kw in body.lower() for kw in [
"swagger", "openapi", "paths", "definitions",
"graphql", "playground", "mutation", "query",
"postman", "endpoint",
])
if is_docs:
key = f"apidoc:{path}"
if key not in self._seen:
self._seen.add(key)
self.log("HIGH", f"[AdvAPI] API documentation exposed: {url}")
self.add_vuln(
title=f"API Documentation Publicly Exposed: {path}",
severity="High",
category="API Security / Information Disclosure",
cvss_score=7.5,
cwe_ids=["CWE-538", "CWE-200"],
owasp_category="A09:2021 β Security Logging and Monitoring Failures",
description=(
f"The API documentation endpoint `{url}` is publicly accessible. "
f"Exposed API docs (Swagger, OpenAPI, GraphQL Playground) provide attackers "
f"with a complete blueprint of all API endpoints, parameters, authentication "
f"methods, and data models β dramatically accelerating attack reconnaissance."
),
remediation=(
"1. Restrict API documentation to authenticated users or internal networks only.\n"
"2. Disable interactive API explorers (Swagger UI, GraphiQL) in production.\n"
"3. Use IP allowlisting for documentation endpoints.\n"
"4. Implement authentication middleware before documentation routes."
),
evidence=f"HTTP {status} response from {url} with API documentation content",
request_details=f"GET {url}",
)
def _enumerate_api_versions(self) -> list[str]:
"""Discover active API versioned base URLs."""
found = []
parsed = urllib.parse.urlparse(self.target)
base_path = parsed.path.rstrip("/")
for n in range(1, 6):
for pattern in ["/api/v{n}", "/v{n}", "/api/v{n}/", "/v{n}/api"]:
path = pattern.replace("{n}", str(n))
url = self._base + path
body, status, _ = _request(url, timeout=5)
if status in (200, 401, 403, 405):
# Status 401/403/405 still means the endpoint exists
if url not in found:
found.append(url)
self.log("INFO", f"[AdvAPI] Found API version endpoint: {url} (HTTP {status})")
return found
def _check_mass_assignment(self, api_bases: list[str]):
"""Attempt mass assignment on common CRUD endpoints."""
endpoints_to_try = [self.target, self._base + "/api/user", self._base + "/api/users", self._base + "/api/profile"]
endpoints_to_try.extend(api_bases[:3])
for base_url in endpoints_to_try[:5]:
# Send a POST/PUT with extra privileged fields
payload_dict = {
"name": "test",
"email": "test@example.com",
}
# Add mass assignment fields
for field in MASS_ASSIGN_FIELDS[:5]:
payload_dict[field] = True
body_bytes = json.dumps(payload_dict).encode()
for method in ["POST", "PUT"]:
resp_body, status, resp_headers = _request(
base_url, method=method, body=body_bytes,
extra_headers={"Content-Type": "application/json"},
timeout=7
)
if status in (200, 201, 204):
# Check if the server reflected any privileged field back
reflected_fields = []
try:
resp_data = json.loads(resp_body)
for field in MASS_ASSIGN_FIELDS:
if field in resp_data:
reflected_fields.append(field)
except Exception:
for field in MASS_ASSIGN_FIELDS:
if re.search(rf'["\']?{field}["\']?\s*:', resp_body, re.IGNORECASE):
reflected_fields.append(field)
if reflected_fields:
key = f"massassign:{base_url}:{method}"
if key not in self._seen:
self._seen.add(key)
self.log("CRITICAL", f"[AdvAPI] Mass assignment: {reflected_fields} reflected in {method} {base_url}")
self.add_vuln(
title=f"Mass Assignment Vulnerability via {method} {base_url}",
severity="Critical",
category="API Security / Mass Assignment",
cvss_score=9.1,
cwe_ids=["CWE-915"],
owasp_category="API6:2023 β Unrestricted Access to Sensitive Business Flows",
description=(
f"The endpoint `{base_url}` accepts and reflects privileged fields "
f"(`{', '.join(reflected_fields)}`) in a {method} request without "
f"filtering. An attacker can escalate privileges by submitting fields "
f"like `is_admin: true`, `role: 'admin'`, or `credits: 99999` in the request body."
),
remediation=(
"1. Implement an explicit allowlist of accepted fields (not a blocklist).\n"
"2. Use Data Transfer Objects (DTOs) that only bind permitted fields.\n"
"3. Never bind the entire request body directly to database models.\n"
"4. Implement object-level authorization checks after field binding."
),
evidence=f"Privileged fields reflected: {reflected_fields}",
request_details=f"{method} {base_url}\nBody: {json.dumps(payload_dict)[:200]}",
payload=json.dumps({f: True for f in reflected_fields}),
)
def _check_verb_tunneling(self):
"""Test HTTP verb tunneling via method override headers."""
test_url = self._base + "/api/admin"
for header in HTTP_VERB_OVERRIDES:
extra = {header: "DELETE"}
body, status, resp_headers = _request(test_url, method="POST", extra_headers=extra, timeout=6)
if status not in (404, 405):
# Check if a normally-disallowed method was accepted
normal_body, normal_status, _ = _request(test_url, method="DELETE", timeout=6)
if status != normal_status and status in (200, 204, 401, 403):
key = f"verbtunn:{header}"
if key not in self._seen:
self._seen.add(key)
self.log("HIGH", f"[AdvAPI] Verb tunneling via {header} accepted (HTTP {status})")
self.add_vuln(
title=f"HTTP Verb Tunneling via {header} Header",
severity="High",
category="API Security / Access Control",
cvss_score=7.3,
cwe_ids=["CWE-650"],
owasp_category="API1:2023 β Broken Object Level Authorization",
description=(
f"The server accepts `{header}: DELETE` in a POST request, tunneling "
f"a restricted HTTP method. This bypasses WAF/firewall rules that only "
f"block explicit DELETE/PUT methods, allowing attackers to perform "
f"destructive operations through a POST wrapper."
),
remediation=(
f"1. Disable `{header}` header processing on production APIs.\n"
"2. Validate that WAF rules apply to effective HTTP method, not tunneled method.\n"
"3. Use framework-level configuration to disable method override middleware.\n"
"4. Implement resource-level authorization that doesn't depend on HTTP method alone."
),
evidence=f"POST with {header}: DELETE returned HTTP {status} vs DELETE returning {normal_status}",
request_details=f"POST {test_url}\n{header}: DELETE",
payload=f"{header}: DELETE",
)
def _check_rate_limit_bypass(self):
"""Check if rate limits can be bypassed via IP spoofing headers."""
test_url = self.target
# Get baseline response
baseline_body, baseline_status, baseline_headers = _request(test_url, timeout=6)
rate_limited = False
# Send 20 rapid requests to trigger rate limiting
for _ in range(20):
body, status, _ = _request(test_url, timeout=3)
if status == 429:
rate_limited = True
break
# No sleep needed β requests run as fast as socket allows
if rate_limited:
# Try bypass headers
for bypass_header in RATE_LIMIT_BYPASS_HEADERS:
body, status, _ = _request(test_url, extra_headers=bypass_header, timeout=6)
if status != 429:
header_name, header_val = list(bypass_header.items())[0]
key = f"ratelimit_bypass:{header_name}"
if key not in self._seen:
self._seen.add(key)
self.log("HIGH", f"[AdvAPI] Rate limit bypassed via {header_name}: {header_val}")
self.add_vuln(
title=f"Rate Limit Bypass via {header_name} IP Spoofing Header",
severity="High",
category="API Security / Rate Limiting",
cvss_score=7.5,
cwe_ids=["CWE-799", "CWE-290"],
owasp_category="API4:2023 β Unrestricted Resource Consumption",
description=(
f"The rate limiting mechanism trusts the `{header_name}` header "
f"for IP identification. By setting `{header_name}: {header_val}`, "
f"an attacker can bypass rate limits entirely, enabling:\n"
f"- Brute force attacks on authentication endpoints\n"
f"- Credential stuffing at scale\n"
f"- API denial-of-service with rotating fake IPs"
),
remediation=(
"1. Use the actual TCP connection IP for rate limiting, not forwarded headers.\n"
"2. If behind a trusted proxy, validate the proxy IP before trusting forwarded headers.\n"
"3. Implement rate limiting at the TCP/network layer (not just HTTP).\n"
f"4. Remove trust of `{header_name}` from untrusted sources."
),
evidence=f"429 rate limit triggered normally, then bypassed with {header_name}: {header_val}",
request_details=f"GET {test_url}\n{header_name}: {header_val}",
payload=f"{header_name}: {header_val}",
)
def _check_graphql_introspection(self):
"""Check for unauthenticated GraphQL introspection."""
gql_paths = ["/graphql", "/api/graphql", "/gql", "/query", "/api/query"]
introspection_query = json.dumps({
"query": "{ __schema { types { name } } }"
}).encode()
for path in gql_paths:
url = self._base + path
body, status, headers = _request(
url, method="POST", body=introspection_query,
extra_headers={"Content-Type": "application/json"},
timeout=7
)
if status == 200 and '"__schema"' in body and '"types"' in body:
key = f"gql_introspect:{path}"
if key not in self._seen:
self._seen.add(key)
# Count type count as a measure of exposure
type_count = body.count('"name"')
self.log("HIGH", f"[AdvAPI] GraphQL introspection open at {url} ({type_count} types exposed)")
self.add_vuln(
title="GraphQL Introspection Enabled in Production",
severity="High",
category="API Security / GraphQL",
cvss_score=7.5,
cwe_ids=["CWE-200"],
owasp_category="A09:2021 β Security Logging and Monitoring Failures",
description=(
f"GraphQL introspection is enabled at `{url}` without authentication. "
f"Introspection exposes the complete schema ({type_count} type references), "
f"including all queries, mutations, fields, arguments, and data models. "
f"This provides attackers with a full API blueprint for further targeted attacks."
),
remediation=(
"1. Disable introspection in production GraphQL configurations.\n"
"2. For Apollo Server: `introspection: false`.\n"
"3. For Hasura: set HASURA_GRAPHQL_ENABLE_INTROSPECTION=false.\n"
"4. Restrict introspection to authenticated admin users only.\n"
"5. Implement query depth limiting and complexity analysis."
),
evidence=f"GraphQL introspection returned {type_count} type references",
request_details=f'POST {url}\nBody: {{"query": "{{ __schema {{ types {{ name }} }} }}"}}',
payload='{ __schema { types { name } } }',
)
def _check_data_overexposure(self, api_bases: list[str]):
"""Check API responses for sensitive fields that shouldn't be exposed."""
endpoints = [self.target, self._base + "/api/user", self._base + "/api/me", self._base + "/api/profile"]
endpoints.extend(api_bases[:2])
for url in endpoints[:6]:
body, status, headers = _request(url, timeout=6)
if status == 200 and body:
# Check for API key leakage
secrets = _check_api_key_in_response(body, headers)
for secret_type, secret_val in secrets:
key = f"secretleak:{secret_type}:{url}"
if key not in self._seen:
self._seen.add(key)
self.log("CRITICAL", f"[AdvAPI] Secret leaked in response: {secret_type} at {url}")
self.add_vuln(
title=f"Sensitive Credential Exposed in API Response: {secret_type}",
severity="Critical",
category="API Security / Information Disclosure",
cvss_score=9.1,
cwe_ids=["CWE-200", "CWE-312"],
owasp_category="API3:2023 β Broken Object Property Level Authorization",
description=(
f"The API endpoint `{url}` returns a **{secret_type}** in its response body or headers. "
f"This exposes sensitive credentials that can be used to authenticate as the affected "
f"user/service, access third-party APIs, or perform actions on behalf of the system.\n\n"
f"**Detected pattern:** `{secret_val}`"
),
remediation=(
"1. Remove all sensitive fields from API responses using response DTOs/serializers.\n"
"2. Never return API keys, tokens, or passwords in any API response.\n"
"3. Audit all API endpoints with automated secret scanning in CI/CD.\n"
"4. Rotate any exposed credentials immediately.\n"
"5. Implement response filtering middleware to block secret patterns."
),
evidence=f"{secret_type} found in response from {url}: {secret_val[:30]}...",
request_details=f"GET {url}",
)
# Check for sensitive field over-exposure
sensitive = _check_sensitive_fields(body)
if sensitive:
key = f"overexpose:{url}"
if key not in self._seen:
self._seen.add(key)
self.log("HIGH", f"[AdvAPI] Data over-exposure: {sensitive} at {url}")
self.add_vuln(
title=f"API Response Data Over-Exposure β Sensitive Fields Returned",
severity="High",
category="API Security / Data Exposure",
cvss_score=7.5,
cwe_ids=["CWE-213"],
owasp_category="API3:2023 β Broken Object Property Level Authorization",
description=(
f"The API endpoint `{url}` returns sensitive fields that should not be exposed to clients: "
f"`{'`, `'.join(sensitive[:8])}`.\n\n"
f"Over-exposure occurs when API responses include more data than the frontend actually needs, "
f"relying on the UI to 'hide' sensitive information that is still transmitted over the network."
),
remediation=(
"1. Implement field-level filtering in API serializers β only return fields the client needs.\n"
"2. Use separate response schemas for different user roles.\n"
"3. Avoid returning full database model objects directly as API responses.\n"
"4. Regularly audit API response fields using automated data classification tools."
),
evidence=f"Sensitive fields in response: {sensitive[:5]}",
request_details=f"GET {url}",
)
|