Password Strength Analyzer & Generator – Entropy Scoring + Secure Generation
Evaluate passwords with entropy, pattern detection, and dictionary checks. Generate cryptographically strong passwords with adjustable length and character sets—fully offline.
- ✓Real-time Weak/Moderate/Strong feedback & tips
- ✓Detects sequences, repeats, and common phrases
- ✓Generator uses
secretsfor high-entropy output
1. Introduction
The Password Strength Analyzer & Generator is a Python-based cybersecurity project designed to help users create and evaluate strong passwords. It analyzes complexity, length, and randomness, gives a strength score with real-time feedback, and generates secure passwords using customizable criteria (length, character types, pattern avoidance). The project promotes better password hygiene to resist brute-force and dictionary attacks.
2. Existing System vs Proposed System
- Users rely on weak or reused passwords.
- Basic checkers over-focus on length only.
- No integrated strong generator with UX balance.
- Entropy-based scoring + pattern recognition.
- Detects dictionary words, sequences, repetitions.
- Secure generator with adjustable parameters.
- Real-time visual feedback & suggestions.
- Offline-first for privacy and safety.
3. Working
- Input: User enters a password or requests generation.
- Analysis: Length, character variety, dictionary terms, repetition/sequence checks.
- Scoring: Numerical score → Weak / Moderate / Strong.
- Suggestion: Actionable tips to improve security.
- Generation: Produce a strong random password (length/charset options).
4. Technology Stack
- Language: Python
- Libraries: secrets, random, string, re, math, tkinter/Flask
- Algorithm: Entropy scoring + rule-based strength classification
- Storage: Optional SQLite/Encrypted text (AES) for generated passwords
- Add-ons: Clipboard copy, password history
5. Modules
Collect & validate input.
- Policy checks
- Masking & visibility toggle
Entropy + patterns.
- Dictionary match
- Sequence/repeat detection
Secure random passwords.
secretsRNG- Custom length/charset
Actionable guidance.
- Live color/status
- Fix-it tips
Tkinter/Flask UI.
- Meters & charts
- Copy-to-clipboard
Secure storage.
- AES encryption
- Master pass/Keyfile
6. Advantages
- Educates users on strong password habits.
- Generates unique, secure passwords offline.
- Real-time feedback for better awareness.
- Avoids dictionary/predictable patterns.
- Lightweight and privacy-preserving.
7. Applications
- Password management & onboarding checks.
- Cybersecurity awareness training.
- Website/mobile password validation modules.
- Student labs in ethical hacking & security.
- IT audits to evaluate password strength.
Python Integration Sketch (Entropy + Generator)
import math, re, secrets, string
DICT = {"password","welcome","admin","qwerty","letmein"} # replace with larger set
SEQ = ["abcdefghijklmnopqrstuvwxyz","qwertyuiop","0123456789"]
def has_seq(p, min_run=4):
low = p.lower()
for s in SEQ:
for i in range(len(s)-min_run+1):
run = s[i:i+min_run]
if run in low or run[::-1] in low:
return True
return False
def charset_size(p):
size = 0
pools = [string.ascii_lowercase, string.ascii_uppercase,
string.digits, string.punctuation]
for pool in pools:
if any(c in pool for c in p): size += len(pool)
return max(size, 1)
def entropy_bits(p):
# Shannon approximation for uniform random over chosen charset
return len(p) * math.log2(charset_size(p))
def strength_score(p):
score = entropy_bits(p)
# penalties
if any(w in p.lower() for w in DICT): score -= 20
if re.search(r"(.)\1{2,}", p): score -= 10 # repeats like aaa or !!!
if has_seq(p): score -= 12
if len(p) < 8: score -= 15
return max(score, 0)
def bucket(score):
return "Weak" if score < 40 else ("Moderate" if score < 70 else "Strong")
def generate(n=16, upper=True, lower=True, digits=True, symbols=True):
alphabet = ""
if lower: alphabet += string.ascii_lowercase
if upper: alphabet += string.ascii_uppercase
if digits: alphabet += string.digits
if symbols: alphabet += "!@#$%^&*()-_=+[]{};:,.?/|~"
if not alphabet: alphabet = string.ascii_letters + string.digits
return "".join(secrets.choice(alphabet) for _ in range(n))
pwd = "Tr0ub4dor&3" # sample
score = strength_score(pwd)
print(pwd, score, bucket(score))
print("Sample strong:", generate(20))
What You Get
| Item | Included | Notes |
|---|---|---|
| Python Source Code | ✅ | Analyzer + Generator |
| Entropy & Pattern Engine | ✅ | Sequences, repeats, dictionary |
| Flask/Tkinter UI | ✅ | Real-time meter & tips |
| Optional Encrypted Storage | ✅ | AES with master password/key |
| Demo Video | ✅ | Setup & working walkthrough |
| Report & PPT | ✅ | College-format templates |
| Support | ✅ | Installation + viva Q&A (1 month) |
FAQs — Password Strength Analyzer & Generator
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