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POptimizer Layer Crawler ETL Engine
Sources -> Crawlers -> Extractors -> Normalizers -> Classifiers -> Evidence Scorers -> Receipts -> HardenRank / ProdScore
"""
import os, re, json, time, hashlib, asyncio, sqlite3, subprocess, traceback
from abc import ABC, abstractmethod
from datetime import datetime
from pathlib import Path
from typing import Dict, List, Any, Optional
from dataclasses import dataclass, field, asdict
import httpx
import requests
from bs4 import BeautifulSoup
try:
from playwright.async_api import async_playwright
HAS_PLAYWRIGHT = True
except Exception:
HAS_PLAYWRIGHT = False
# ─── Models ─────────────────────────────────────────────────────────────────
@dataclass
class Source:
id: str
type: str # repo, url, api, docs, package, ci, screenshot, runtime
path: str
metadata: Dict[str, Any] = field(default_factory=dict)
@dataclass
class RawEvidence:
source_id: str
subject: str # code, dependency, license, test/build, runtime, artifact, security, docs
extractor: str
timestamp: str
artifacts: List[str] = field(default_factory=list)
signals: Dict[str, Any] = field(default_factory=dict)
raw_data: Dict[str, Any] = field(default_factory=dict)
@dataclass
class NormalizedEvidence:
system: str
subject: str
source: str
timestamp: str
artifact: str
signals: Dict[str, Any]
raw_hash: str
@dataclass
class ScoreCard:
evidence: int = 0
reality_penalty: int = 0
prod_score: int = 0
harden_rank: int = 0
ip_risk: int = 0
runtime_risk: int = 0
@dataclass
class Receipt:
system: str
subject: str
source: str
timestamp: str
artifact: str
signals: Dict[str, Any]
scores: Dict[str, int]
actions: List[str] = field(default_factory=list)
receipt_id: str = ""
# ─── Source Registry ──────────────────────────────────────────────────────────
class SourceRegistry:
def __init__(self):
self.sources: List[Source] = []
def register(self, source: Source) -> None:
self.sources.append(source)
def by_type(self, type_: str) -> List[Source]:
return [s for s in self.sources if s.type == type_]
def all(self) -> List[Source]:
return self.sources
# ─── Extractors ─────────────────────────────────────────────────────────────
class Extractor(ABC):
@abstractmethod
async def extract(self, source: Source) -> List[RawEvidence]:
pass
class FileSystemExtractor(Extractor):
SECRET_RE = re.compile(
r'(hf_[A-Za-z0-9]{20,}|sk-[A-Za-z0-9]{20,}|AKIA[0-9A-Z]{16}|'
r'ghp_[A-Za-z0-9]{20,}|glpat-[A-Za-z0-9\-]{20,}|'
r'private_key|password\s*=|secret\s*=|api_key\s*=|token\s*=)',
re.I
)
async def extract(self, source: Source) -> List[RawEvidence]:
evidences = []
base = Path(source.path)
if not base.exists():
return evidences
# Code scan
code_files = list(base.rglob('*.py')) + list(base.rglob('*.js')) + list(base.rglob('*.ts'))
total_lines = 0
for f in code_files:
try:
total_lines += len(f.read_text().splitlines())
except Exception:
pass
evidences.append(RawEvidence(
source_id=source.id,
subject='code',
extractor='FileSystemExtractor',
timestamp=datetime.utcnow().isoformat(),
signals={'file_count': len(code_files), 'total_lines': total_lines},
raw_data={'extensions': list(set(f.suffix for f in code_files))}
))
# Dependency scan
deps = {}
req = base / 'requirements.txt'
if req.exists():
for line in req.read_text().splitlines():
line = line.strip()
if line and not line.startswith('#') and not line.startswith('-'):
pkg = line.split('==')[0].split('>=')[0].strip()
if pkg:
deps[pkg] = line
pkg = base / 'package.json'
if pkg.exists():
try:
pj = json.loads(pkg.read_text())
deps.update({k: v for k, v in {**pj.get('dependencies', {}), **pj.get('devDependencies', {})}.items()})
except Exception:
pass
evidences.append(RawEvidence(
source_id=source.id,
subject='dependency',
extractor='FileSystemExtractor',
timestamp=datetime.utcnow().isoformat(),
signals={'dependency_count': len(deps), 'has_requirements': req.exists(), 'has_package_json': pkg.exists()},
raw_data={'dependencies': list(deps.keys())[:50]}
))
# License scan
licenses = list(base.glob('LICENSE*')) + list(base.glob('COPYING*'))
license_text = licenses[0].read_text()[:2000] if licenses else ''
has_gpl = 'GPL' in license_text.upper()
has_mit = 'MIT' in license_text.upper()
has_apache = 'APACHE' in license_text.upper()
evidences.append(RawEvidence(
source_id=source.id,
subject='license',
extractor='FileSystemExtractor',
timestamp=datetime.utcnow().isoformat(),
signals={'license_found': len(licenses) > 0, 'gpl': has_gpl, 'mit': has_mit, 'apache': has_apache},
raw_data={'license_snippet': license_text[:500]}
))
# Test/build scan
tests = list(base.rglob('test_*.py')) + list(base.rglob('*_test.py')) + list(base.rglob('*.test.js'))
ci = list(base.glob('.github/workflows/*.yml')) + list(base.glob('.github/workflows/*.yaml'))
dockerfile = (base / 'Dockerfile').exists() or (base / 'docker-compose.yml').exists()
makefile = (base / 'Makefile').exists()
evidences.append(RawEvidence(
source_id=source.id,
subject='test_build',
extractor='FileSystemExtractor',
timestamp=datetime.utcnow().isoformat(),
signals={
'test_files': len(tests),
'ci_files': len(ci),
'has_docker': dockerfile,
'has_makefile': makefile
},
raw_data={'test_paths': [str(t.relative_to(base)) for t in tests[:10]]}
))
# Security scan
secrets_found = 0
secret_files = []
for f in code_files[:100]:
try:
text = f.read_text()
hits = self.SECRET_RE.findall(text)
if hits:
secrets_found += len(hits)
secret_files.append(str(f.relative_to(base)))
except Exception:
pass
evidences.append(RawEvidence(
source_id=source.id,
subject='security',
extractor='FileSystemExtractor',
timestamp=datetime.utcnow().isoformat(),
signals={'secrets_exposed': secrets_found, 'secret_files': len(secret_files)},
raw_data={'secret_file_paths': secret_files[:10]}
))
# Docs scan
readme = base / 'README.md'
has_readme = readme.exists()
readme_len = len(readme.read_text()) if has_readme else 0
evidences.append(RawEvidence(
source_id=source.id,
subject='docs',
extractor='FileSystemExtractor',
timestamp=datetime.utcnow().isoformat(),
signals={'has_readme': has_readme, 'readme_length': readme_len},
raw_data={'readme_preview': (readme.read_text()[:300] if has_readme else '')}
))
return evidences
class BrowserRuntimeExtractor(Extractor):
async def extract(self, source: Source) -> List[RawEvidence]:
if not HAS_PLAYWRIGHT:
return [RawEvidence(
source_id=source.id,
subject='runtime',
extractor='BrowserRuntimeExtractor',
timestamp=datetime.utcnow().isoformat(),
signals={'runtime_verified': False, 'playwright_missing': True, 'console_errors': 0, 'failed_requests': 0},
raw_data={'error': 'playwright not installed'}
)]
url = source.path if source.path.startswith('http') else f"http://{source.path}"
signals = {'runtime_verified': False, 'console_errors': 0, 'failed_requests': 0}
artifact = ""
try:
async with async_playwright() as p:
browser = await p.chromium.launch(headless=True)
context = await browser.new_context(viewport={'width': 1280, 'height': 800})
page = await context.new_page()
console_errors = []
failed_requests = []
page.on('console', lambda msg: console_errors.append(msg.text) if msg.type == 'error' else None)
page.on('response', lambda resp: failed_requests.append(resp.url) if resp.status >= 400 else None)
await page.goto(url, wait_until='networkidle', timeout=15000)
await page.wait_for_timeout(2000)
signals['runtime_verified'] = True
signals['console_errors'] = len(console_errors)
signals['failed_requests'] = len(failed_requests)
receipt_dir = Path('receipts')
receipt_dir.mkdir(exist_ok=True)
artifact = str(receipt_dir / f"runtime_{source.id}_{int(time.time())}.png")
await page.screenshot(path=artifact)
await browser.close()
except Exception as e:
signals['error'] = str(e)[:200]
return [RawEvidence(
source_id=source.id,
subject='runtime',
extractor='BrowserRuntimeExtractor',
timestamp=datetime.utcnow().isoformat(),
artifacts=[artifact] if artifact else [],
signals=signals,
raw_data={'url': url}
)]
class URLExtractor(Extractor):
async def extract(self, source: Source) -> List[RawEvidence]:
url = source.path if source.path.startswith('http') else f"http://{source.path}"
signals = {'reachable': False, 'status': 0, 'schema_valid': False}
try:
r = requests.get(url, timeout=15, headers={'User-Agent': 'POptimizer/1.0'})
signals['reachable'] = True
signals['status'] = r.status_code
signals['schema_valid'] = bool(r.headers.get('content-type', ''))
soup = BeautifulSoup(r.text, 'html.parser')
signals['title'] = soup.title.get_text() if soup.title else ''
signals['page_length'] = len(r.text)
except Exception as e:
signals['error'] = str(e)[:200]
return [RawEvidence(
source_id=source.id,
subject='url',
extractor='URLExtractor',
timestamp=datetime.utcnow().isoformat(),
signals=signals,
raw_data={'url': url}
)]
# ─── ETL Pipeline ───────────────────────────────────────────────────────────
class ETLPipeline:
def __init__(self, system_name: str = "poptimizer_etl"):
self.system = system_name
self.extractors: List[Extractor] = []
self.normalized: List[NormalizedEvidence] = []
def add_extractor(self, extractor: Extractor) -> None:
self.extractors.append(extractor)
async def run(self, registry: SourceRegistry) -> List[NormalizedEvidence]:
raw_all: List[RawEvidence] = []
for source in registry.all():
for extractor in self.extractors:
try:
evs = await extractor.extract(source)
raw_all.extend(evs)
except Exception as e:
raw_all.append(RawEvidence(
source_id=source.id,
subject='etl_error',
extractor=type(extractor).__name__,
timestamp=datetime.utcnow().isoformat(),
signals={'error': True},
raw_data={'exception': traceback.format_exc()}
))
normalized = []
for ev in raw_all:
payload = json.dumps(asdict(ev), sort_keys=True)
normalized.append(NormalizedEvidence(
system=self.system,
subject=ev.subject,
source=f"{ev.extractor}/{ev.source_id}",
timestamp=ev.timestamp,
artifact=ev.artifacts[0] if ev.artifacts else '',
signals=ev.signals,
raw_hash=hashlib.sha256(payload.encode()).hexdigest()[:16]
))
self.normalized = normalized
return normalized
# ─── Scoring Engine ───────────────────────────────────────────────────────────
class ScoringEngine:
def score(self, evidence: NormalizedEvidence) -> ScoreCard:
s = evidence.signals
card = ScoreCard()
# Evidence score: presence of verifiable artifacts
checks = []
if evidence.subject == 'code':
checks = [s.get('file_count', 0) > 0, s.get('total_lines', 0) > 0]
elif evidence.subject == 'dependency':
checks = [s.get('has_requirements', False) or s.get('has_package_json', False)]
elif evidence.subject == 'license':
checks = [s.get('license_found', False)]
elif evidence.subject == 'test_build':
checks = [s.get('test_files', 0) > 0, s.get('ci_files', 0) > 0, s.get('has_docker', False)]
elif evidence.subject == 'runtime':
checks = [s.get('runtime_verified', False), s.get('console_errors', 999) == 0, s.get('failed_requests', 999) == 0]
elif evidence.subject == 'security':
checks = [s.get('secrets_exposed', 999) == 0]
elif evidence.subject == 'docs':
checks = [s.get('has_readme', False), s.get('readme_length', 0) > 100]
elif evidence.subject == 'url':
checks = [s.get('reachable', False), s.get('status', 0) == 200]
evidence_hits = sum(1 for c in checks if c)
evidence_total = len(checks) if checks else 1
card.evidence = int((evidence_hits / evidence_total) * 100) if evidence_total > 0 else 0
# Reality penalty: what is missing or wrong
penalties = []
if evidence.subject == 'runtime':
if not s.get('runtime_verified', False):
penalties.append(30)
penalties.append(min(s.get('console_errors', 0) * 5, 30))
penalties.append(min(s.get('failed_requests', 0) * 5, 20))
if evidence.subject == 'security' and s.get('secrets_exposed', 0) > 0:
penalties.append(50)
if evidence.subject == 'license' and s.get('gpl', False) and not s.get('mit', False):
penalties.append(20)
if evidence.subject == 'test_build' and s.get('test_files', 0) == 0:
penalties.append(15)
if evidence.subject == 'docs' and not s.get('has_readme', False):
penalties.append(10)
card.reality_penalty = min(sum(penalties), 100)
card.prod_score = max(0, card.evidence - card.reality_penalty)
# HardenRank 1-5
if card.prod_score >= 80:
card.harden_rank = 5
elif card.prod_score >= 60:
card.harden_rank = 4
elif card.prod_score >= 40:
card.harden_rank = 3
elif card.prod_score >= 20:
card.harden_rank = 2
else:
card.harden_rank = 1
# IP Risk
ip_penalties = []
if evidence.subject == 'security' and s.get('secrets_exposed', 0) > 0:
ip_penalties.append(80)
if evidence.subject == 'license':
if s.get('gpl', False):
ip_penalties.append(30)
if not s.get('license_found', False):
ip_penalties.append(40)
card.ip_risk = min(sum(ip_penalties), 100)
# Runtime Risk
if evidence.subject == 'runtime':
rr = 0
if not s.get('runtime_verified', False):
rr += 50
rr += min(s.get('console_errors', 0) * 10, 30)
rr += min(s.get('failed_requests', 0) * 10, 20)
card.runtime_risk = min(rr, 100)
elif evidence.subject == 'url':
if not s.get('reachable', False):
card.runtime_risk = 60
elif s.get('status', 200) >= 500:
card.runtime_risk = 40
return card
# ─── Receipt Ledger ─────────────────────────────────────────────────────────
class ReceiptLedger:
def __init__(self, path: str = "receipts/receipts.jsonl"):
self.path = Path(path)
self.path.parent.mkdir(parents=True, exist_ok=True)
self.db_path = str(self.path.parent / 'scores.db')
self._init_db()
def _init_db(self):
conn = sqlite3.connect(self.db_path)
c = conn.cursor()
c.execute('''CREATE TABLE IF NOT EXISTS receipts (
id TEXT PRIMARY KEY, system TEXT, subject TEXT, source TEXT,
timestamp TEXT, artifact TEXT, signals TEXT, scores TEXT,
actions TEXT, created_at TEXT
)''')
conn.commit()
conn.close()
def write(self, receipt: Receipt) -> str:
rid = receipt.receipt_id or hashlib.sha256(
f"{receipt.system}:{receipt.subject}:{receipt.timestamp}".encode()
).hexdigest()[:16]
receipt.receipt_id = rid
line = json.dumps(asdict(receipt), default=str)
with open(self.path, 'a') as f:
f.write(line + '\n')
conn = sqlite3.connect(self.db_path)
c = conn.cursor()
c.execute('''INSERT OR REPLACE INTO receipts VALUES (?,?,?,?,?,?,?,?,?,?)''',
(rid, receipt.system, receipt.subject, receipt.source, receipt.timestamp,
receipt.artifact, json.dumps(receipt.signals), json.dumps(receipt.scores),
json.dumps(receipt.actions), datetime.utcnow().isoformat()))
conn.commit()
conn.close()
return rid
def query(self, subject: str = '', min_prod_score: int = 0) -> List[Receipt]:
conn = sqlite3.connect(self.db_path)
c = conn.cursor()
q = "SELECT * FROM receipts WHERE 1=1"
params = []
if subject:
q += " AND subject=?"
params.append(subject)
if min_prod_score:
# scores stored as JSON text; filter in python for simplicity
pass
q += " ORDER BY timestamp DESC LIMIT 500"
c.execute(q, params)
rows = c.fetchall()
conn.close()
results = []
for r in rows:
scores = json.loads(r[7])
if min_prod_score and scores.get('prod_score', 0) < min_prod_score:
continue
results.append(Receipt(
system=r[1], subject=r[2], source=r[3], timestamp=r[4],
artifact=r[5], signals=json.loads(r[6]), scores=scores,
actions=json.loads(r[8]), receipt_id=r[0]
))
return results
# ─── Action Engine ──────────────────────────────────────────────────────────
class ActionEngine:
def recommend(self, evidence: NormalizedEvidence, scores: ScoreCard) -> List[str]:
actions = []
s = evidence.signals
if evidence.subject == 'runtime':
if not s.get('runtime_verified', False):
actions.append("runtime: verify service is running and reachable")
if s.get('console_errors', 0) > 0:
actions.append(f"runtime: fix {s['console_errors']} console errors")
if s.get('failed_requests', 0) > 0:
actions.append(f"runtime: fix {s['failed_requests']} failed requests")
if evidence.subject == 'security' and s.get('secrets_exposed', 0) > 0:
actions.append(f"security: rotate exposed secrets in {s.get('secret_files', 0)} files")
actions.append("security: add pre-commit hooks for secret scanning")
if evidence.subject == 'test_build':
if s.get('test_files', 0) == 0:
actions.append("test_build: add unit tests")
if s.get('ci_files', 0) == 0:
actions.append("test_build: add CI workflow (GitHub Actions)")
if not s.get('has_docker', False):
actions.append("test_build: add Dockerfile for reproducible builds")
if evidence.subject == 'license' and not s.get('license_found', False):
actions.append("license: add LICENSE file")
if evidence.subject == 'license' and s.get('gpl', False):
actions.append("license: verify GPL compatibility with downstream users")
if evidence.subject == 'docs' and not s.get('has_readme', False):
actions.append("docs: add README with setup instructions")
if scores.prod_score < 50:
actions.append("general: raise evidence quality before production claim")
if scores.ip_risk > 0:
actions.append("general: resolve IP/security risks before release")
return actions
# ─── Main Orchestrator ──────────────────────────────────────────────────────
class POptimizerETL:
def __init__(self, system_name: str = "Membra Desktop Operator"):
self.system = system_name
self.registry = SourceRegistry()
self.etl = ETLPipeline(system_name)
self.scorer = ScoringEngine()
self.ledger = ReceiptLedger()
self.actioner = ActionEngine()
self._setup_extractors()
def _setup_extractors(self):
self.etl.add_extractor(FileSystemExtractor())
self.etl.add_extractor(URLExtractor())
if HAS_PLAYWRIGHT:
self.etl.add_extractor(BrowserRuntimeExtractor())
def register_source(self, id_: str, type_: str, path: str, meta: Optional[Dict] = None):
self.registry.register(Source(id=id_, type=type_, path=path, metadata=meta or {}))
async def run_all(self) -> List[Receipt]:
normalized = await self.etl.run(self.registry)
receipts = []
for ev in normalized:
scores = self.scorer.score(ev)
actions = self.actioner.recommend(ev, scores)
receipt = Receipt(
system=self.system,
subject=ev.subject,
source=ev.source,
timestamp=ev.timestamp,
artifact=ev.artifact,
signals=ev.signals,
scores=asdict(scores),
actions=actions
)
self.ledger.write(receipt)
receipts.append(receipt)
return receipts
def get_receipts(self, subject: str = '', min_prod_score: int = 0) -> List[Receipt]:
return self.ledger.query(subject=subject, min_prod_score=min_prod_score)
# ─── FastAPI Router Factory ─────────────────────────────────────────────────
def make_router(etl: POptimizerETL):
from fastapi import APIRouter, Query
from fastapi.responses import JSONResponse
router = APIRouter(prefix="/poptimizer", tags=["poptimizer"])
@router.post("/source")
async def add_source(id: str, type: str, path: str):
etl.register_source(id, type, path)
return {"registered": True, "id": id, "type": type, "path": path}
@router.post("/run")
async def run_etl():
receipts = await etl.run_all()
return {
"receipts_written": len(receipts),
"subjects": list(set(r.subject for r in receipts)),
"avg_prod_score": sum(r.scores['prod_score'] for r in receipts) / max(len(receipts), 1)
}
@router.get("/receipts")
async def list_receipts(subject: str = Query(''), min_prod_score: int = Query(0)):
rows = etl.get_receipts(subject=subject, min_prod_score=min_prod_score)
return [asdict(r) for r in rows]
@router.get("/scores/summary")
async def scores_summary():
rows = etl.get_receipts()
if not rows:
return {"receipts": 0}
return {
"receipts": len(rows),
"avg_evidence": sum(r.scores['evidence'] for r in rows) / len(rows),
"avg_reality_penalty": sum(r.scores['reality_penalty'] for r in rows) / len(rows),
"avg_prod_score": sum(r.scores['prod_score'] for r in rows) / len(rows),
"avg_ip_risk": sum(r.scores['ip_risk'] for r in rows) / len(rows),
"avg_runtime_risk": sum(r.scores['runtime_risk'] for r in rows) / len(rows),
"lowest_prod_score": min(r.scores['prod_score'] for r in rows),
"highest_harden_rank": max(r.scores['harden_rank'] for r in rows),
"actions_required": sum(len(r.actions) for r in rows),
}
return router
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