CachePulse
When a hot cache entry expires, many threads recompute it at once and hammer your database.
PyForge is sold only here, on the official py-forge.com website — beware of imitations.
Early supporter offer: 20% off the All-Access Pass with code EARLY20. First 10 buyers only, ends November 30, 2026. Enter the code at checkout.
PyForge — Digital Assets Vault
Production-ready source code, automation scripts, and digital assets built to save hours of development time. Lifetime access & commercial license included.
$ python packslim.py --help
$ python packslim.py ./myapp --dry-run
→ Dry run: report only, nothing written
The Catalog
Every tool ships as a clean ZIP with its Python source file, requirements.txt and a README. Buy once, use forever — commercially.
Showing 24 of 31 assets
When a hot cache entry expires, many threads recompute it at once and hammer your database.
Find idle AWS spend before the invoice: unattached EBS volumes, unused Elastic IPs, old RDS snapshots and long-stopped EC2 instances, each with…
Hear about a failed site, port or TLS certificate before your customers do.
Never lose a webhook while your app is down for a deploy.
Keep API keys, tokens, emails and card numbers out of your log archive.
Notice when a cron job crashes, hangs or silently stops running.
Protect an API or login page from scrapers and brute-force bots.
Find slow queries and missing indexes before they take your app down.
Move frontend work and tests forward without waiting for a backend.
Make pages lighter by shrinking a whole folder of images in one run.
Catch JSON Schema changes that break consumers, like an id turning from string to integer.
Test password resets and notifications without sending real emails.
Try a new service version on real requests before switching traffic over.
Show who did what — and prove nobody quietly edited the record afterwards.
Test retries, timeouts and circuit breakers before a real incident does.
Share production data or logs without leaking emails, card numbers and keys.
Ship smaller deploy packages without caches, logs, source maps, .git folders and duplicates.
Find slow and failing spans in trace data and see where sampling could cut ingest cost.
Why Choose Our Assets
After checkout, Stripe emails your download link within a few minutes — the Python source file, requirements.txt and a clear README.md included.
No royalties, no attribution. Reuse the code in unlimited client work and in your own commercial products.
Every asset is continuously maintained — dependencies bumped, APIs tracked and code optimized as the ecosystem evolves.
Real Source Preview
This is an actual excerpt from schemaguard.py — the same file you download. Typed dataclasses, exhaustive docstrings, zero dependencies.
#!/usr/bin/env python3
"""
===============================================================================
SchemaGuard: Autonomous Data Contract & Schema Drift Prevention Engine
===============================================================================
SchemaGuard detects breaking schema mutations, quantifies downstream financial
and operational blast radius, and enforces CI/CD deployment gates for APIs,
event streams, and analytical data pipelines.
Features:
- Recursive structural AST diffing (JSON Schema / Event Payload contracts)
- Backward compatibility verification (Field drops, type shifts, strictness)
- Downstream consumer blast radius & economic triage cost estimation
- Automated Markdown and structured JSON audit generation
- Zero external dependencies (Pure Python 3.8+ standard library)
===============================================================================
"""
import argparse
import datetime
import enum
import json
import os
import sys
from dataclasses import asdict, dataclass, field
from typing import Any, Dict, List, Optional, Tuple, Union
class Severity(str, enum.Enum):
CRITICAL = "CRITICAL" # Definite breaking change: consumer failure guaranteed
HIGH = "HIGH" # Probable breakage: strict validation failure
MEDIUM = "MEDIUM" # Semantic/constraint shift: potential runtime bug
LOW = "LOW" # Non-breaking modification: optional field addition
INFO = "INFO" # Metadata or descriptive modification
@dataclass
class BlastRadiusAnalysis:
total_mutations: int
breaking_mutations: int
risk_score: float # Scale 0.0 - 100.0
estimated_incident_hours: float
estimated_financial_loss_usd: float
decision: GateDecision
class SchemaGuardComparator:
"""Recursive comparator detecting contract breaking changes."""
SEVERITY_WEIGHTS = {
Severity.CRITICAL: 25.0,
Severity.HIGH: 15.0,
Severity.MEDIUM: 7.5,
Severity.LOW: 1.0,
Severity.INFO: 0.0,
}
def compare(self) -> List[SchemaMutation]:
self.mutations = []
self._diff_node(self.baseline, self.candidate, path="$")
return self.mutations
# ... the full file ships with your downloadReal Delivery Proof
A real purchase, filmed live: after payment, Stripe emails your download link within a few minutes (valid 7 days) — open it and you find the code, README, requirements and LICENSE, ready to run.

Try free
MockForge is a complete PyForge tool — free and MIT-licensed. Same structure, README and code quality as every paid tool in the catalog.
All-Access Pass
Unlock the entire suite of 31 zero-dependency CLI micro-tools, developer utilities, and all future tools with a single commercial license. Pay once, own and build forever.

$99one-time payment
Single tools cost $19–$49 each, the pass pays for itself after about four.
Join now — $99Digital goods, delivered instantly. If a tool doesn't work as described, we fix it or refund you — see Terms.
Not sure? Try the free MockForge sample first.
See exactly what's includedLast-Minute Doubts
What if it doesn't fit my setup?
Every asset is pure Python with a README — if you get stuck, email support@py-forge.com and we reply within 24 hours, every day.
How fast is delivery?
Within a few minutes. After payment, Stripe emails your download link (valid 7 days); Pass buyers also get the private All-Access Vault on GitHub.
What happens when you release an update?
You get it free, forever. Every update is emailed automatically to all license holders.
Can I get a refund?
If a tool doesn't work as described, send us the command, the error, your OS and your Python version. We fix it, or refund you if we can't (the licence is then revoked). There are no change-of-mind refunds after download.

The Founder
Alessio has spent seven years making a living online, starting in the hardest arena there is: financial trading — where every manual step is a mistake waiting to happen.
PyForge is his personal toolbox, industrialized: zero dependencies, readable source, built to work forever.
“Automate everything you can. Read everything you ship.”Read the full story
New Drops
Leave your email: you get every new release first — with a subscriber-only launch discount. No spam, unsubscribe anytime.
Instant Stripe Checkout
PCI-DSS secure payment, confirmed in seconds.
Clean Source Delivery
Readable, documented code — delivered as a ready ZIP.
Zero Lock-In Licensing
Your projects stay yours. Forever.
FAQ
Every purchase grants a non-exclusive, perpetual commercial license: use, embed and integrate the code into unlimited personal, client or SaaS projects — no royalties, no attribution. You may not resell, redistribute, sub-license or publicly share the raw source code as a standalone product.
Right after checkout you receive a secure download link by email with the full ZIP — the tool's Python source file, requirements.txt and a README. All future updates of that asset are free forever and delivered through the same link.
Yes — that is exactly what they are built for. Drop the code into client work, internal tools or your own commercial products. No seat limits, no per-project fees, no lock-in.
If a tool doesn't work as described, send us the command, the error, your OS and your Python version. We fix it, or refund you if we can't (the licence is then revoked). There are no change-of-mind refunds after download.