Every skill scanned against 51 patterns
We scan every published skill against a curated catalog of attack patterns drawn from the OWASP LLM Top 10, the Lakera and garak prompt-injection corpora, and known SKILL.md attacks (file-system escape, exfiltration, instruction override). Every pattern below is auditable by you, the people who install our skills.
51
Total patterns
34
High severity
16
Medium severity
1
Informational
Every match deducts from a 100-point baseline.
Each skill starts at 100. Error-severity matches deduct 15 points, warning matches deduct 5, and informational matches deduct 1. The final score maps to a letter grade: A (≥ 90), B (80-89), C (70-79), D (50-69), F (< 50). The grade and score are published on every skill page; the full findings are visible to the skill author and site admins.
Curated from the public attack-research record.
Patterns are drawn from the OWASP Top 10 for LLM Applications, the Lakera prompt-injection corpus, the garak red-teaming framework, and case studies of malicious SKILL.md files reported in 2025-2026. We add patterns conservatively, every new pattern must pass a true-negative test against the existing catalog before shipping.
All 51 patterns, grouped by category.
Prompt injection (6)
- error (−15)
Prompt injection
Instructions contain prompt injection attempts that try to override safety rules
prompt_injection
- error (−15)
Jailbreak suffix
Instructions contain known LLM jailbreak phrases (DAN, developer mode, pretend-evil)
prompt_injection_jailbreak_suffix
- error (−15)
Instruction-override marker
Instructions contain markers used to inject a fake system prompt (im_start, ###system###)
prompt_injection_instruction_override
- warning (−5)
System prompt extraction
Instructions try to extract the host system prompt or hidden context
system_prompt_leak
- warning (−5)
Role hijack
Instructions attempt to redefine the assistant's role or remove its constraints
prompt_injection_role_hijack
- warning (−5)
Hidden injection marker
Instructions contain hidden control markers commonly used in prompt-injection payloads
prompt_injection_hidden_marker
LLM-specific (OWASP LLM Top 10) (4)
- error (−15)
BYOK / key extraction
Instructions try to extract bring-your-own-key API keys or access tokens
llm_byok_extraction
- error (−15)
Environment variable extraction
Instructions ask the agent to read or output environment variables
llm_env_var_extraction
- error (−15)
Attacker-controlled domain
Instructions reference sending data to attacker-controlled placeholder domains
llm_attacker_domain
- error (−15)
Tool-output smuggling (markdown image exfil)
Instructions try to coerce markdown image tags that exfiltrate data via the URL query string
llm_tool_output_smuggling
Data exfiltration (5)
- error (−15)
Data exfiltration
Instructions appear to exfiltrate sensitive data to external services
data_exfiltration
- error (−15)
Environment variable exfiltration
Instructions dump environment variables to external destinations
env_dumping
- error (−15)
Suspicious external URLs
Instructions send data to IP addresses or known data collection services
suspicious_urls
- warning (−5)
data: URI payload
Instructions embed a data: URI carrying executable HTML or JavaScript
data_uri_payload
- error (−15)
Suspicious POST with sensitive payload
Instructions POST cookies, localStorage, env, or secrets to an external endpoint
suspicious_post_to_external
Hardcoded secrets (9)
- error (−15)
Hardcoded AWS credentials
Instructions contain what appears to be an AWS access key or secret key
hardcoded_aws_key
- error (−15)
Hardcoded GitHub token
Instructions contain what appears to be a GitHub personal access token
hardcoded_github_token
- error (−15)
Hardcoded Stripe secret key
Instructions contain what appears to be a live Stripe secret key
hardcoded_stripe_key
- error (−15)
Hardcoded secret value
Instructions contain a hardcoded secret, password, or API key value
hardcoded_generic_secret
- error (−15)
Hardcoded OpenAI API key
Instructions contain what appears to be an OpenAI API key (sk-...)
hardcoded_openai_key
- error (−15)
Hardcoded Anthropic API key
Instructions contain what appears to be an Anthropic API key (sk-ant-...)
hardcoded_anthropic_key
- warning (−5)
Hardcoded Slack webhook
Instructions contain a Slack incoming-webhook URL — leak vector if posted publicly
hardcoded_slack_webhook
- error (−15)
Hardcoded Google API key
Instructions contain what appears to be a Google API key (AIza...)
hardcoded_google_api_key
- error (−15)
Private key block
Instructions contain a PEM-encoded private key (RSA, EC, OPENSSH, PGP)
private_key_block
Command injection (5)
- error (−15)
Unsafe eval() usage
Instructions use eval() which can execute arbitrary code
unsafe_eval
- error (−15)
Function constructor
Instructions use `new Function(...)` which dynamically evaluates strings as code
function_constructor
- warning (−5)
setTimeout/setInterval with string arg
Instructions pass a string to setTimeout or setInterval, which is evaluated as code
set_timeout_string
- error (−15)
child_process with user input
Instructions concatenate user input into child_process.exec/spawn (command injection)
child_process_user_input
- warning (−5)
subprocess with shell=True
Instructions invoke subprocess with shell=True, which is unsafe with untrusted input
python_subprocess_shell_true
File-system escape (6)
- warning (−5)
Sensitive file access
Instructions access sensitive system files (passwords, SSH keys, credentials)
sensitive_file_access
- error (−15)
Unrestricted file system write
Instructions write to system directories outside project scope
unrestricted_fs_write
- error (−15)
Path traversal
Instructions contain path traversal sequences (../../) that could escape sandboxes
path_traversal
- warning (−5)
Sensitive system file reference
Instructions reference /etc/passwd, /etc/shadow, /etc/hosts, or /etc/sudoers
fs_escape_etc_passwd
- error (−15)
SSH private key path
Instructions reference SSH private key paths (~/.ssh/id_rsa, authorized_keys)
fs_escape_ssh_keys
- error (−15)
AWS credentials file path
Instructions reference the local AWS credentials file path
fs_escape_aws_credentials
Server-side request forgery (SSRF) (5)
- warning (−5)
Requests to arbitrary IPs
Instructions make HTTP requests to raw IP addresses instead of domain names
arbitrary_ip_requests
- warning (−5)
Internal network / metadata access
Instructions reference localhost, link-local, or cloud metadata endpoints
dns_rebinding
- warning (−5)
SSRF to localhost
Instructions issue HTTP requests to localhost / 0.0.0.0 / IPv6 loopback
ssrf_localhost_url
- error (−15)
AWS IMDS endpoint
Instructions reference the AWS Instance Metadata Service (169.254.169.254) — a classic SSRF target
ssrf_aws_imds
- info (−1)
Private CIDR reference
Instructions reference RFC1918 private network ranges (10/8, 192.168/16, 172.16/12)
ssrf_private_cidr
Shell / OS abuse (3)
- error (−15)
Destructive shell commands
Instructions contain destructive shell patterns (pipe to shell, rm -rf /, disk overwrite)
shell_injection
- error (−15)
Cryptocurrency mining
Instructions reference cryptocurrency mining tools or pools
crypto_mining
- error (−15)
Reverse shell
Instructions contain reverse shell patterns that could give remote access
reverse_shell
SQL injection (1)
- error (−15)
SQL injection patterns
Instructions contain SQL injection patterns (string interpolation in queries, tautologies)
sql_injection
Unsafe deserialization (1)
- error (−15)
Unsafe deserialization
Instructions use unsafe deserialization (pickle, yaml.load without SafeLoader)
unsafe_deserialization
Obfuscation (2)
- error (−15)
Obfuscated commands
Instructions contain base64-encoded commands piped to shell execution
obfuscated_commands
- warning (−5)
Long base64 blob in decoder
Instructions contain a base64 blob >100 chars passed to a decoder (atob/Buffer.from), suggesting hidden payload
long_base64_blob
Supply chain (1)
- warning (−5)
Dependency confusion risk
Instructions install packages from non-standard registries (potential typosquatting)
dependency_confusion
Privilege escalation (2)
- warning (−5)
Security bypass
Instructions disable security features or escalate privileges
disable_security
- warning (−5)
Privilege escalation
Instructions attempt to escalate system privileges
privilege_escalation
Container escape (1)
- error (−15)
Container escape attempt
Instructions contain patterns that could escape container sandboxes
container_escape
Report a vulnerability or a missing pattern.
If you discover a skill that should have been flagged, or you have a pattern proposal grounded in primary research, email [email protected]. We re-grade the entire catalog whenever the pattern set changes.