Zero-Shot Classification
Transformers
Safetensors
qwen3_5
feature-extraction
security
code-review
ai-agents
decision-model
d3
system-one
pre-release
custom_code
Instructions to use stonefish-labs/d3-mini-agentcode with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use stonefish-labs/d3-mini-agentcode with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-classification", model="stonefish-labs/d3-mini-agentcode", trust_remote_code=True)# pip install -U transformers accelerate # Load model directly from transformers import AutoProcessor, AutoModel processor = AutoProcessor.from_pretrained("stonefish-labs/d3-mini-agentcode", trust_remote_code=True) model = AutoModel.from_pretrained("stonefish-labs/d3-mini-agentcode", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
File size: 10,710 Bytes
21a9138 | 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 | """Language-neutral patterns: credential locations, persistence locations, TLS/registry settings, obfuscation markers
and the workspace-scope classifier for paths.
"""
from __future__ import annotations
import re
_SEP = r"""['"\s,/\\+)(]{0,8}""" # tolerate Path("~") / ".ssh" / "id_rsa" style construction
SECRET_PATTERNS = [
("~/.ssh", re.compile(r"\.ssh\b(?!_)" + r"|\bid_(rsa|dsa|ecdsa|ed25519)\b|\bauthorized_keys\b|\bknown_hosts\b")),
("~/.aws credentials", re.compile(r"\.aws" + _SEP + r"(credentials|config)\b|\bAWS_SECRET_ACCESS_KEY\b|\bAWS_SESSION_TOKEN\b")),
("~/.npmrc", re.compile(r"\.npmrc\b|_authToken\b")),
("~/.pypirc", re.compile(r"\.pypirc\b")),
("~/.netrc", re.compile(r"(?<![\w])\.netrc\b|\b_netrc\b")),
("git credentials", re.compile(r"\.git-credentials\b|credential\.helper\b")),
("docker config", re.compile(r"\.docker" + _SEP + r"config\.json")),
("kube config", re.compile(r"\.kube" + _SEP + r"config\b|\bKUBECONFIG\b")),
("gcloud credentials", re.compile(r"(\.config" + _SEP + r")?gcloud" + _SEP + r"\w*credentials|application_default_credentials|GOOGLE_APPLICATION_CREDENTIALS")),
("azure credentials", re.compile(r"\.azure" + _SEP + r"(accessTokens|msal_token_cache|azureProfile)")),
("gnupg", re.compile(r"\.gnupg\b|secring\.gpg|private-keys-v1\.d")),
(".env file", re.compile(r"""(^|['"/\s])\.env(\.(local|production|prod|development|dev|test|staging))?(['"\s]|$)""")),
("keychain", re.compile(r"\bkeychain\b|login\.keychain|find-generic-password|find-internet-password|\bkeyring\.get_password|secret-tool\s+lookup|libsecret|CredRead\w*|vaultcmd", re.I)),
("browser credential store", re.compile(r"Login Data\b|\bCookies\.sqlite|\bkey4\.db\b|logins\.json|Local State\b|\bcookies\.sqlite\b", re.I)),
("crypto wallet", re.compile(r"wallet\.dat\b|\bkeystore\b.*\bethereum|\.electrum\b|\bexodus\b.*wallet|metamask", re.I)),
("/etc/shadow", re.compile(r"/etc/(shadow|sudoers|gshadow)\b")),
("cloud metadata", re.compile(r"169\.254\.169\.254|metadata\.google\.internal|/latest/meta-data|100\.100\.100\.200")),
("ssh/gh/cloud CLI token files", re.compile(r"\.config" + _SEP + r"(gh" + _SEP + r"hosts\.yml|hub\b)|\.terraform\.d" + _SEP + r"credentials|\.vault-token|\.cargo" + _SEP + r"credentials|\.gem" + _SEP + r"credentials|\.composer" + _SEP + r"auth\.json")),
]
TOKEN_LITERAL = re.compile(r"\b(ghp_[A-Za-z0-9]{30,}|github_pat_[A-Za-z0-9_]{40,}|gh[ousr]_[A-Za-z0-9]{30,}|xox[abpr]-[A-Za-z0-9-]{10,}|"
r"AKIA[0-9A-Z]{16}|sk-[A-Za-z0-9_-]{20,}|npm_[A-Za-z0-9]{36}|pypi-[A-Za-z0-9_-]{50,}|"
r"-----BEGIN (RSA |EC |OPENSSH |DSA )?PRIVATE KEY-----)")
CI_SECRET = re.compile(r"\$\{\{\s*secrets\.([A-Za-z0-9_]+)\s*\}\}")
SECRET_ENV_NAME = re.compile(r"(TOKEN|SECRET|PASSW(OR)?D|PASSWD|API_?KEY|PRIVATE_KEY|ACCESS_KEY|CREDENTIAL|AUTH)", re.I)
SECRET_MARKER_LITERAL = re.compile(r"""['"](TOKEN|SECRET|KEY|PASSWORD|PASSWD|CREDENTIAL|AUTH|API_KEY|PRIVATE)['"]""", re.I)
def secret_hits(text: str):
hits = [label for label, rx in SECRET_PATTERNS if rx.search(text)]
m = TOKEN_LITERAL.search(text)
if m:
hits.append("token literal " + m.group(0)[:12] + "…")
return hits
PERSIST_LOCATIONS = [
("shell rc file", re.compile(r"(?<![\w-])\.(bashrc|bash_profile|bash_login|zshrc|zprofile|zshenv|zlogin|profile|"
r"cshrc|tcshrc|kshrc|config/fish/config\.fish)\b|/etc/(profile|bash\.bashrc|zshrc|profile\.d)\b"
r"|\bPROMPT_COMMAND\b")),
("cron", re.compile(r"/etc/cron|/var/spool/cron|\bcrontab\b|@reboot\b|\bcron\.d\b")),
("git hooks", re.compile(r"\.git" + _SEP + r"hooks\b|\bcore\.hooksPath\b|\.husky/|"
r"""['"/](pre-commit|post-commit|post-checkout|post-merge|pre-push|prepare-commit-msg|commit-msg|post-rewrite)['"]""")),
("systemd unit", re.compile(r"/etc/systemd/|\.config" + _SEP + r"systemd|systemd" + _SEP + r"user|\.service['\"]|\bsystemctl\s+(--user\s+)?enable\b")),
("launchd", re.compile(r"LaunchAgents|LaunchDaemons|\blaunchctl\s+(load|bootstrap)")),
("autostart", re.compile(r"\.config" + _SEP + r"autostart|\\Start Menu\\Programs\\Startup|CurrentVersion\\Run\b|"
r"\bschtasks\b|/etc/rc\.local|/etc/init\.d/|\bupdate-rc\.d\b|\.xinitrc|\.xprofile")),
("python startup (sitecustomize/.pth)", re.compile(r"\b(sitecustomize|usercustomize)(\.py)?\b|['\"][^'\"]*\.pth['\"]|site-packages" + _SEP + r"[\w-]*\.pth")),
("editor/IDE autorun", re.compile(r"\.vscode" + _SEP + r"tasks\.json|runOn['\"]?\s*:\s*['\"]folderOpen")),
("ssh authorized_keys", re.compile(r"authorized_keys")),
]
CRON_LINE = re.compile(r"^\s*(@(reboot|hourly|daily|weekly|monthly|yearly|annually)|"
r"([\d*/,-]+\s+){4}[\d*/,A-Za-z-]+)\s+\S")
TLS_OFF = [
(re.compile(r"\bverify\s*=\s*False\b"), "verify=False"),
(re.compile(r"ssl\._create_unverified_context|_create_default_https_context\s*="), "ssl unverified context"),
(re.compile(r"\bCERT_NONE\b"), "ssl.CERT_NONE"),
(re.compile(r"check_hostname\s*=\s*False"), "check_hostname=False"),
(re.compile(r"urllib3\.disable_warnings|InsecureRequestWarning"), "urllib3 insecure warnings silenced"),
(re.compile(r"rejectUnauthorized['\"]?\s*:\s*false|rejectUnauthorized\s*=\s*false"), "rejectUnauthorized: false"),
(re.compile(r"NODE_TLS_REJECT_UNAUTHORIZED['\"]?\]?\s*[:=]\s*['\"]?0"), "NODE_TLS_REJECT_UNAUTHORIZED=0"),
(re.compile(r"PYTHONHTTPSVERIFY['\"]?\]?\s*[:=]\s*['\"]?0"), "PYTHONHTTPSVERIFY=0"),
(re.compile(r"strict-ssl\s*[=:]?\s*['\"]?false|strictSSL['\"]?\s*:\s*false|enableStrictSsl['\"]?\s*:\s*false", re.I), "strict-ssl false"),
(re.compile(r"InsecureSkipVerify\s*:\s*true|insecure_skip_verify\s*=\s*true", re.I), "InsecureSkipVerify"),
(re.compile(r"sslverify\s*=?\s*false|GIT_SSL_NO_VERIFY", re.I), "git sslVerify off"),
(re.compile(r"\bssl\s*=\s*False\b|\bverify_ssl\s*=\s*False\b|\bverify_certs\s*=\s*False\b"), "ssl=False"),
]
REGISTRY = [
(re.compile(r"^\s*(@[\w-]+:)?registry\s*=\s*(\S+)", re.M), "npm registry"),
(re.compile(r"""['"]registry['"]\s*:\s*['"]([^'"]+)['"]"""), "registry setting"),
(re.compile(r"npmRegistryServer\s*:\s*['\"]?(\S+?)['\"]?\s*$", re.M), "yarn registry"),
(re.compile(r"^\s*(--)?(index-url|extra-index-url|trusted-host|find-links)\s*[= ]\s*(\S+)", re.M), "pip index"),
(re.compile(r"""\b(index[-_]url|extra[-_]index[-_]url|trusted[-_]host)['"]?\s*[:=,]\s*\[?\s*['"]?([^'"\s,\]]+)""", re.I), "python index"),
]
PRIV_GRANT = [
(re.compile(r"\bis_superuser\s*[=:]\s*True|['\"]is_superuser['\"]\s*:\s*True"), "account superuser grant"),
(re.compile(r"\bis_staff\s*[=:]\s*True|['\"]is_staff['\"]\s*:\s*True"), "account staff grant"),
(re.compile(r"\bcreatesuperuser\b|create_superuser\("), "superuser creation"),
(re.compile(r"ALLOWED_HOSTS\s*=\s*\[\s*['\"]\*['\"]\s*\]"), "ALLOWED_HOSTS=*"),
(re.compile(r"CORS_(ORIGIN_)?ALLOW_ALL(_ORIGINS)?\s*=\s*True"), "CORS allow all"),
(re.compile(r"\bpermissions\s*:\s*write-all\b"), "CI token permissions write-all"),
(re.compile(r"\bAllowAny\b|permission_classes\s*=\s*\[\s*\]|@csrf_exempt|csrf\s*=\s*False"), "auth/CSRF check relaxed"),
(re.compile(r"NOPASSWD\s*:"), "sudo NOPASSWD"),
(re.compile(r"\bchmod\b.*\b(777|u\+s|4755)\b|0o?777\b|S_ISUID"), "broad/setuid permission"),
]
OBF_HEX_NAME = re.compile(r"\b_0x[0-9a-fA-F]{3,}\b")
OBF_PACKED = re.compile(r"eval\(function\(p,a,c,k,e,[rd]\)|\bJSFuck\b|\[\]\[\(!\[\]\+\[\]\)|\bjjencode\b|゚ω゚")
OBF_B64 = re.compile(r"[A-Za-z0-9+/]{200,}={0,2}")
OBF_HEX = re.compile(r"(?:\\x[0-9a-fA-F]{2}){20,}|\b[0-9a-fA-F]{240,}\b")
OBF_CHARCODES = re.compile(r"fromCharCode\s*\(\s*(\d+\s*,\s*){8,}|\bchr\(\d+\)\s*\+\s*chr\(\d+\)\s*\+\s*chr\(|(\[\s*(\d{2,3}\s*,\s*){24,}\d{2,3}\s*\])")
BIDI = re.compile("[--]")
def obfuscation(line: str, lang: str):
out = []
if lang in ("javascript", "typescript", "tsx", "sfc", "python", "shell", "other"):
n = len(OBF_HEX_NAME.findall(line))
if n >= 2:
out.append((f"_0x identifiers ({n} on line)", "hex-named identifiers"))
if OBF_PACKED.search(line):
out.append(("packed/encoded JS", "packer signature"))
m = OBF_CHARCODES.search(line)
if m:
out.append(("charcode array/sequence", "numeric character codes"))
m = OBF_B64.search(line)
if m and not re.fullmatch(r"[A-Za-z]+", m.group(0)[:200]) and not re.search(r"sha\d+-|integrity|\"resolved\"", line):
out.append((f"base64-like blob ({len(m.group(0))} chars)", "long encoded literal"))
m = OBF_HEX.search(line)
if m and not re.search(r"sha\d+|integrity|hash|digest", line, re.I):
out.append((f"hex blob ({len(m.group(0))} chars)", "long encoded literal"))
if BIDI.search(line):
out.append(("bidi/zero-width unicode", "invisible or direction-changing characters"))
if len(line) > 2000 and lang in ("javascript", "typescript", "python", "tsx", "sfc"):
out.append((f"very long line ({len(line)} chars)", "minified or packed"))
return out
def path_scope(expr: str) -> str:
"""Classify a path expression: home, system, temp, workspace or unknown. Purely textual."""
e = expr.strip().strip("'\"`")
if not e or e == "dynamic":
return "unknown"
m = re.match(r"^\(?(?:pathlib\.)?(?:Path|PurePath|os\.path\.join|path\.join|path\.resolve)\(\s*['\"]([^'\"]+)['\"]", e)
if m and not re.search(r"home|expanduser|tmp|temp|environ|getenv|process\.env", e, re.I):
e = m.group(1)
if re.search(r"(^~|\$HOME\b|\$\{HOME\}|%USERPROFILE%|%APPDATA%|\bhomedir\(\)|Path\.home\(\)|expanduser|"
r"\bos\.homedir|HOMEPATH|\bAPPDATA\b|LOCALAPPDATA|getenv\(['\"]HOME|environ\[['\"]HOME|process\.env\.HOME)", e):
return "home"
if re.search(r"(^/tmp\b|^/var/tmp\b|\btempfile\b|\bmkdtemp|\bmkstemp|\btmpdir\(\)|\bgettempdir|\$TMPDIR|\bTemporaryDirectory|\btmp_path\b|\btmpdir\b|RUNNER_TEMP)", e):
return "temp"
if re.match(r"^(/(etc|usr|bin|sbin|lib|lib64|opt|var|boot|root|System|Library|Applications|private)\b|[A-Za-z]:\\\\?(Windows|Program))", e):
return "system"
if re.match(r"^/dev/", e):
return "device"
if re.search(r"(^|/)\.\.(/|$)", e) and not re.search(r"__file__|__dirname|import\.meta", e):
return "parent of workspace?"
if re.match(r"^/", e):
return "absolute (other)"
if re.match(r"^[\w.@-][\w./@-]*$", e) or re.search(r"__file__|__dirname|import\.meta\.url|cwd\(\)|getcwd", e):
return "workspace"
return "unknown"
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