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: 19,519 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 | """Shell command analysis, used for .sh files, CI run blocks, npm scripts, Dockerfile RUN, Makefile recipes, cron
entries and command text found inside string literals of other languages. Line-oriented and tokenizer-based; never
executes anything.
"""
from __future__ import annotations
import re
import shlex
from .model import Behaviour, clip
from . import patterns as P
TRIVIAL = {
"echo", "printf", "cd", "export", "set", "unset", "test", "[", "[[", "true", "false", "read", "local", "exit",
"return", "shift", "cat", "grep", "egrep", "fgrep", "sed", "awk", "head", "tail", "sort", "uniq", "cut", "tr",
"wc", "mkdir", "ls", "pwd", "basename", "dirname", "date", "sleep", "if", "then", "else", "elif", "fi", "for",
"while", "do", "done", "case", "esac", "function", "declare", "typeset", "readonly", "trap", "wait", "jobs",
":", "{", "}", "(", ")", "!", "seq", "xargs", "printenv", "env", "which", "command", "type", "hash", "touch",
"realpath", "readlink", "find", "stat", "du", "df", "whoami", "id", "uname", "hostname", "tee", "in", "select",
}
WRAPPERS = {"sudo", "nohup", "exec", "time", "nice", "ionice", "stdbuf", "timeout", "doas", "xargs", "command",
"builtin", "then", "do", "else", "!", "env"}
NET_CMDS = {"curl", "wget", "nc", "ncat", "netcat", "telnet", "ssh", "scp", "sftp", "ftp", "rsync", "socat",
"aria2c", "http", "https", "Invoke-WebRequest", "iwr", "Invoke-RestMethod", "irm", "certutil", "bitsadmin"}
INTERPRETERS = {"sh", "bash", "zsh", "dash", "ksh", "python", "python3", "python2", "node", "perl", "ruby", "php",
"pwsh", "powershell", "iex", "Invoke-Expression", "deno", "bun", "source", "."}
DELETE_CMDS = {"rm", "rmdir", "unlink", "shred", "srm", "Remove-Item", "del", "rd"}
WRITE_CMDS = {"cp", "mv", "install", "ln", "dd", "chmod", "chown", "rsync", "tee"}
COMMON_ENV = {"HOME", "PATH", "PWD", "USER", "SHELL", "TMPDIR", "TMP", "TEMP", "LANG", "LC_ALL", "TERM", "OLDPWD",
"IFS", "PS1", "HOSTNAME", "UID", "EUID", "RANDOM", "SECONDS", "LINENO", "BASH_SOURCE", "OSTYPE", "CI",
"GITHUB_WORKSPACE", "GITHUB_OUTPUT", "GITHUB_ENV", "GITHUB_PATH", "GITHUB_STEP_SUMMARY", "RUNNER_TEMP",
"RUNNER_OS", "DEBIAN_FRONTEND", "XDG_CONFIG_HOME", "XDG_CACHE_HOME", "XDG_DATA_HOME", "LOGNAME"}
_URL = re.compile(r"""(?:https?|ftp|wss?)://[^\s'"`<>)\]}|;]+""", re.I)
_HOSTPORT = re.compile(r"\b(\d{1,3}(?:\.\d{1,3}){3}|[a-z0-9-]+(?:\.[a-z0-9-]+)+)(?::\d+)?\b", re.I)
_VAR = re.compile(r"\$\{?([A-Za-z_][A-Za-z0-9_]*)")
_SPLIT = re.compile(r"\|\||&&|;|\||\$\(|`|\n|\(|\)|&(?!>)")
def _logical_lines(text: str):
"""Yield (line_no, text) joining backslash continuations."""
buf, start = "", None
for i, ln in enumerate(text.split("\n"), 1):
if start is None:
start = i
if ln.rstrip().endswith("\\"):
buf += ln.rstrip()[:-1] + " "
continue
buf += ln
yield start, buf, i
buf, start = "", None
if buf:
yield start, buf, start
def _blank_quotes(s: str) -> str:
"""Same length as s with quoted content replaced by '_' so separators inside quotes are ignored."""
out, q, i = list(s), None, 0
while i < len(s):
ch = s[i]
if q:
if ch == "\\" and q == '"' and i + 1 < len(s):
out[i] = out[i + 1] = "_"
i += 2
continue
if ch == q:
q = None
else:
out[i] = "_"
elif ch in ("'", '"'):
q = ch
i += 1
return "".join(out)
def _split_by(rx, s: str):
b = _blank_quotes(s)
parts, last = [], 0
for m in rx.finditer(b):
parts.append(s[last:m.start()])
last = m.end()
parts.append(s[last:])
return parts
_CHAIN = re.compile(r"\|\||&&|;|\$\(|`|\(|\)|&(?![>&])")
_PIPE = re.compile(r"(?<!\|)\|(?!\|)")
def _tokens(seg: str):
try:
lex = shlex.shlex(seg, posix=True, punctuation_chars="<>")
lex.whitespace_split = True
lex.commenters = ""
return list(lex)
except ValueError:
return seg.split()
def _argv0(toks):
i = 0
while i < len(toks):
t = toks[i]
if re.fullmatch(r"[A-Za-z_][A-Za-z0-9_]*=.*", t):
i += 1
continue
if t in ("command", "type", "hash") and i + 1 < len(toks) and toks[i + 1] in ("-v", "-V", "-p"):
return i, "command"
if t in WRAPPERS or t.startswith("-") and i > 0 and toks[i - 1] in WRAPPERS:
i += 1
continue
return i, t.rsplit("/", 1)[-1] if "/" in t and not t.startswith((".", "$")) else t
return len(toks), ""
def _scope(path: str) -> str:
return P.path_scope(path)
def analyse(text: str, path: str, *, base_line: int = 1, in_focus=lambda a, b: True, context: str = "",
embedded: str = "", emit_spawn: bool = True, src: str = "shell", line_patterns: bool = True):
"""Analyse shell text. `embedded` is a note such as 'in string literal'; base_line maps text line 1."""
out = []
lines_seen = 0
def add(kind, operand, line, ev, detail=""):
d = "; ".join(x for x in (detail, embedded) if x)
out.append(Behaviour(kind, path, line, clip(operand, 140) or "dynamic", ev, d, context, src))
for start, logical, end in _logical_lines(text):
a, b = base_line + start - 1, base_line + end - 1
lines_seen += 1
stripped = logical.strip()
if not stripped or stripped.startswith("#"):
continue
if not in_focus(a, b):
continue
ev = stripped
lower = stripped.lower()
line_out_start = len(out)
# Whole-line patterns first: pipelines into interpreters.
for chain in _split_by(_CHAIN, stripped):
pipe_parts = [p.strip() for p in _split_by(_PIPE, chain)]
if len(pipe_parts) < 2:
continue
heads = [_argv0(_tokens(p))[1] for p in pipe_parts]
for j in range(1, len(pipe_parts)):
h = heads[j]
if h in INTERPRETERS:
before = heads[:j]
if any(x in NET_CMDS for x in before):
add("download_then_exec", " | ".join(heads[:j + 1]), a, ev, "network output piped into interpreter")
elif re.search(r"base64\s+(-d|--decode|-D)|xxd\s+-r|openssl\s+(enc|base64)\s+-d|\b(gunzip|zcat)\b",
" | ".join(pipe_parts[:j])):
add("decode_then_exec", " | ".join(heads[:j + 1]), a, ev, "decoded data piped into interpreter")
if re.search(r"<\(\s*(curl|wget)\b|\$\(\s*(curl|wget)\b[^)]*\)\s*\"?\s*$|(sh|bash|python3?|node)\s+-c\s+\"?\$\(\s*(curl|wget)", stripped) and \
re.search(r"\b(bash|sh|zsh|source|\.|eval|python3?|node)\b", stripped):
add("download_then_exec", "process substitution of a download", a, ev, "network output executed")
if re.search(r"\beval\b.*\b(base64\s+(-d|--decode)|xxd\s+-r)", stripped):
add("decode_then_exec", "eval of decoded data", a, ev)
if "/dev/tcp/" in stripped or "/dev/udp/" in stripped:
m = re.search(r"/dev/(?:tcp|udp)/([^/\s]+)/(\d+)", stripped)
add("network_egress", m.group(1) + ":" + m.group(2) if m else "/dev/tcp", a, ev, "bash /dev/tcp socket")
# Per simple command.
for seg in _split_by(_SPLIT, stripped):
seg = seg.strip()
if not seg:
continue
toks = _tokens(seg)
i, cmd = _argv0(toks)
if not cmd or cmd.startswith("#"):
continue
args = toks[i + 1:]
argline = " ".join(args)
# assignments / exports with security relevance
for m in re.finditer(r"\b(NODE_TLS_REJECT_UNAUTHORIZED|PYTHONHTTPSVERIFY|GIT_SSL_NO_VERIFY|"
r"CURL_CA_BUNDLE|REQUESTS_CA_BUNDLE|NPM_CONFIG_STRICT_SSL|npm_config_strict_ssl|"
r"PIP_INDEX_URL|PIP_EXTRA_INDEX_URL|PIP_TRUSTED_HOST|NPM_CONFIG_REGISTRY|"
r"npm_config_registry|UV_INDEX_URL|YARN_REGISTRY)=(\S*)", seg):
add("security_setting_change", f"{m.group(1)}={m.group(2)}", a, ev, "environment setting")
if cmd in TRIVIAL and cmd not in ("tee", "find", "env", "printenv"):
pass
elif cmd in ("env", "printenv", "set", "export") and not args or cmd == "printenv" and not args:
add("env_read", "* (all)", a, ev, f"{cmd} dumps environment")
elif emit_spawn and cmd not in ("tee", "find", "env", "printenv"):
add("process_spawn", seg, a, ev)
if cmd in ("env", "printenv") and not args:
add("env_read", "* (all)", a, ev, f"{cmd} dumps environment")
if cmd in NET_CMDS:
urls = _URL.findall(seg)
if urls:
for u in urls:
add("network_egress", u, a, ev, _curl_detail(cmd, args))
else:
host = next((m.group(0) for t in args if not t.startswith("-")
for m in [re.search(r"(?:[\w.-]+@)?([\w.-]+\.[a-z]{2,}|\d+(?:\.\d+){3})(?::\S*)?", t, re.I)] if m), "")
add("network_egress", host or "dynamic", a, ev, _curl_detail(cmd, args))
if cmd == "curl" and re.search(r"(^|\s)(-k|--insecure)\b", argline):
add("security_setting_change", "curl --insecure", a, ev, "TLS verification off")
if cmd == "wget" and "--no-check-certificate" in argline:
add("security_setting_change", "wget --no-check-certificate", a, ev, "TLS verification off")
elif cmd == "git" and args:
sub = args[0]
if sub in ("clone", "fetch", "pull", "push", "ls-remote", "submodule") and _URL.search(argline):
add("network_egress", _URL.search(argline).group(0), a, ev, f"git {sub}")
elif sub in ("push",):
add("network_egress", "git remote " + " ".join(args[1:3]), a, ev, "git push")
if sub == "config":
if re.search(r"http\.sslverify\s+(false|0)", argline, re.I):
add("security_setting_change", "git http.sslVerify false", a, ev, "TLS verification off")
if "core.hookspath" in argline.lower():
add("persistence", "git core.hooksPath " + " ".join(args[2:3]), a, ev, "git hooks location")
if re.search(r"\burl\..*\.insteadof\b", argline, re.I):
add("security_setting_change", "git url.insteadOf " + clip(argline, 80), a, ev, "remote rewrite")
if sub == "clean" and re.search(r"-\w*[fdx]", argline):
add("file_delete", "git clean " + argline, a, ev, "untracked files")
elif cmd in ("npm", "yarn", "pnpm", "bun") and args:
if args[:2] == ["config", "set"] or args[:1] == ["set"] or args[:2] == ["config", "set"]:
kv = args[2:] if args[0] == "config" else args[1:]
k = kv[0] if kv else ""
v = kv[1] if len(kv) > 1 else (k.split("=", 1)[1] if "=" in k else "")
k = k.split("=", 1)[0]
if re.search(r"registry|strict-ssl|ca$|cafile|ignore-scripts|always-auth|_authtoken|npmRegistryServer|enableStrictSsl",
k, re.I):
add("security_setting_change", f"{cmd} config {k}={v}", a, ev,
"registry change" if "registry" in k.lower() else "package manager setting")
for t in args if args[0] != "config" else ():
if t.startswith("--registry"):
add("security_setting_change", f"{cmd} {t}", a, ev, "registry change")
if _URL.match(t) or re.match(r"(git\+|github:|gist:|file:)", t):
add("network_egress", t, a, ev, f"{cmd} install from URL")
elif cmd in ("pip", "pip3", "uv", "pipx", "poetry") or cmd in ("python", "python3") and args[:2] == ["-m", "pip"]:
for j, t in enumerate(args):
if t in ("-i", "--index-url", "--extra-index-url", "--trusted-host", "-f", "--find-links") or \
t.startswith(("--index-url=", "--extra-index-url=", "--trusted-host=")):
val = t.split("=", 1)[1] if "=" in t else (args[j + 1] if j + 1 < len(args) else "")
add("security_setting_change", f"pip {t.split('=')[0]} {val}", a, ev,
"trusted host" if "trusted" in t else "package index change")
elif _URL.match(t) or t.startswith("git+"):
add("network_egress", t, a, ev, "pip install from URL")
if args[:2] == ["config", "set"] and len(args) > 2:
add("security_setting_change", "pip config " + " ".join(args[2:4]), a, ev, "package index change")
if cmd in DELETE_CMDS or cmd == "find" and "-delete" in args:
targets = [t for t in args if not t.startswith("-")] or ["dynamic"]
for t in targets[:4] if cmd != "find" else targets[:1]:
add("file_delete", t, a, ev, ("recursive; " if re.search(r"(^|\s)-\w*r", argline) else "")
+ "scope " + _scope(t))
if cmd in WRITE_CMDS and args:
tgt = [t for t in args if not t.startswith("-")]
if cmd == "dd":
tgt = [t[3:] for t in args if t.startswith("of=")]
if tgt:
t = tgt[-1] if cmd != "chmod" else (tgt[-1] if len(tgt) > 1 else tgt[0])
det = {"chmod": "permission change " + (tgt[0] if len(tgt) > 1 else ""),
"ln": "symlink", "tee": "tee"}.get(cmd, cmd)
add("file_write", t, a, ev, f"{det.strip()}; scope {_scope(t)}")
if cmd == "chmod" and re.search(r"\b(777|666|[ugoa]*\+s|4755|2755)\b", argline):
add("security_setting_change", f"chmod {tgt[0]}", a, ev, "broad or setuid permission")
if cmd in ("sed", "perl") and re.search(r"(^|\s)-\w*i", argline):
tgt = [t for t in args if not t.startswith("-")]
if len(tgt) > 1:
add("file_write", tgt[-1], a, ev, f"{cmd} -i in-place edit; scope {_scope(tgt[-1])}")
if cmd == "crontab" or cmd in ("systemctl",) and args[:1] in (["enable"], ["daemon-reload"]) or \
cmd in ("launchctl",) and args[:1] in (["load"], ["bootstrap"]) or cmd in ("schtasks", "at",
"update-rc.d", "chkconfig"):
add("persistence", f"{cmd} {' '.join(args[:3])}".strip(), a, ev, "scheduler/service registration")
if cmd in ("reg", "reg.exe") and re.search(r"\\Run\b|CurrentVersion\\Run", argline, re.I):
add("persistence", "registry Run key", a, ev, "Windows autostart")
if cmd == "security" and args[:1] and re.match(r"(find|dump)-(generic|internet)-password|dump-keychain", args[0]):
add("secret_or_credential_path", "macOS keychain: " + args[0], a, ev, "keychain access")
if cmd in ("setenforce",) and args[:1] == ["0"] or cmd == "ufw" and args[:1] == ["disable"] or \
cmd == "iptables" and args[:1] in (["-F"], ["--flush"]):
add("security_setting_change", seg, a, ev, "host security control off")
if cmd == "eval":
add("dynamic_import_or_eval", "eval " + clip(argline, 80), a, ev, "shell eval")
if cmd in ("source", ".") and args and (_URL.search(argline) or "$(" in seg or "<(" in seg):
add("dynamic_import_or_eval", f"{cmd} {args[0]}", a, ev, "sources dynamic file")
if cmd in ("tar", "zip", "7z", "gzip", "unzip", "rar") and args:
mode = "creates" if cmd in ("zip", "7z", "gzip", "rar") and not (cmd == "7z" and args[0] == "x") \
or cmd == "tar" and re.match(r"-?\w*c", args[0]) else "extracts"
add("archive_or_bundle", f"{cmd} {clip(argline, 80)}", a, ev, f"{mode} archive")
# Redirections to files.
blanked = _blank_quotes(stripped)
for m in re.finditer(r"(?<![0-9&<=])(>>?|&>>?|[12]>>?)\s*([^\s;&|<>()]+)", blanked):
tgt = stripped[m.start(2):m.end(2)]
if tgt in ("/dev/null", "&1", "&2", "/dev/stderr", "/dev/stdout") or tgt.startswith("&"):
continue
if re.fullmatch(r"\$\{?GITHUB_(OUTPUT|ENV|PATH|STEP_SUMMARY)\}?", tgt.strip('"')):
continue
add("file_write", tgt.strip('"\''), a, ev, ("append; " if ">>" in m.group(1) else "") + "scope " + _scope(tgt))
# Persistence / secret locations referenced on this line.
for label, rx in P.PERSIST_LOCATIONS if line_patterns else ():
if rx.search(stripped):
add("persistence", label, a, ev, "location referenced")
for label in P.secret_hits(stripped) if line_patterns else ():
add("secret_or_credential_path", label, a, ev)
if re.match(r"@reboot\b|(\S+\s+){4}\S+\s+\S", stripped) and P.CRON_LINE.match(stripped):
add("persistence", "cron entry: " + clip(stripped, 60), a, ev, "cron schedule line")
# Environment variable reads (uppercase names, minus common ones).
names = sorted({v for v in _VAR.findall(stripped) if v.isupper() and v not in COMMON_ENV and not v.isdigit()})
if names:
add("env_read", ", ".join(names), a, ev)
_ = line_out_start
return out
def _curl_detail(cmd, args):
al = " ".join(args)
bits = []
if cmd == "curl":
m = re.search(r"(?:-X|--request)\s*([A-Z]+)", al)
if m:
bits.append(m.group(1))
if re.search(r"(^|\s)(-d|--data\S*|-F|--form|-T|--upload-file|--json)(\s|=|$)", al):
bits.append("sends body" + (" (file upload)" if re.search(r"(^|\s)(-T|--upload-file)(\s|=)|(^|\s)(-d|--data\S*|-F|--form)\s+['\"]?@", al) else ""))
if re.search(r"(^|\s)(-o|-O|--output)\b", al):
bits.append("saves to file")
elif cmd == "wget":
if "--post" in al:
bits.append("POST")
if re.search(r"(^|\s)-O\s*-", al) or "-qO-" in al:
bits.append("to stdout")
elif cmd in ("nc", "ncat", "netcat", "socat"):
if re.search(r"(^|\s)-\w*l", al):
bits.append("listens")
if re.search(r"(^|\s)-e\b|EXEC:", al):
bits.append("attaches a process")
elif cmd in ("scp", "rsync", "sftp"):
bits.append("file transfer")
return f"{cmd}" + (": " + ", ".join(bits) if bits else "")
SHELLISH = re.compile(r"(^#!\s*/\S*(sh|bash|zsh)\b)|\b(curl|wget|ncat|netcat|crontab|systemctl|launchctl|powershell|"
r"base64\s+-d|base64\s+--decode|chmod\s+\+x|/dev/tcp/|nohup|bash\s+-c|sh\s+-c|rm\s+-rf|"
r"npm\s+config\s+set|pip\s+install|git\s+config)\b|@reboot\b|\|\s*(ba)?sh\b", re.M)
def looks_like_shell(s: str) -> bool:
return len(s) >= 6 and bool(SHELLISH.search(s))
|