Natural language math expression calculator
Project description
eggcalc
CLI calculator accepting natural language and unit conversion. Standard library only.
For install as a CLI tool, clone the repo, cd into it, and run python install.py --install. It will combine everything into one file and add it to your $path. Then you can run it like calc 2 meters plus 2ft. It ignores spacing and relies on spliting the input by operator.
Written in pure Python with no external dependencies, it can be used as a CLI tool, a Python library, or an MCP server for AI agents.
Features
eggcalc converts natural language math expressions into numerical results. Key capabilities:
-
Natural Language Input: Speak math expressions naturally
"five plus three times two"→5+3*2 = 11(not 16 — follows order of operations)"twenty five"→25(combines number words)"what is the square root of one hundred"→10
-
Unit Conversions: Mix metric and imperial units seamlessly
"30m + 100ft"→60.48 m(auto-converts feet to meters)"60mph"→60 mph(speed units with conversions)"60km/h in m/s"→16.667 m/s(compound unit conversions)"100C in F"→212 F(temperature conversions)
-
Complex Numbers: Full support for imaginary numbers
"sqrt(-1)"→1j"log(-1)"→3.14159...j(πi)"3+4i"→(3+4j)
-
Safe Evaluation: AST-based parsing, no
eval()- Blocks dangerous operations (
import,open, etc.) - Built-in DoS protection (max nesting, exponents, factorial size)
- Blocks dangerous operations (
-
Pure Python: Standard library only, no dependencies
Installation
with pypi:
pip install eggcalc
pip install -e .
Or run directly:
python -m eggcalc "five plus two"
Usage
Command Line
# Basic arithmetic
calc "five plus two"
# 7
# Complex expressions
calc "(twenty + five) * 3"
# 75
# Unit conversions
calc "30m + 100ft"
# 60.48 m
calc "(30m + 100ft) / 2"
# 30.24 m
# Trigonometric functions
calc "sin of 3.14159"
# 2.653e-06
# Physical constants
calc "5 times avogadro"
# 3.011e+24
# Quiet mode with -e (suppresses expression echo)
calc -e "5 + 3"
# Output: 8
# Interactive REPL mode
calc -i
# >>> five plus two
# 7
# >>> quit
CLI Options
| Option | Description |
|---|---|
-h, --help |
Show help and available operators |
--usage |
Show full usage information and examples |
-v, --version |
Show version information |
-e, --expression |
Evaluate a single expression (quiet mode by default) |
-q, --quiet |
Suppress expression in output |
-s, --show |
Show expression in output (currently unused, reserved for future use) |
--json |
Output result as JSON |
-i, --interactive |
Start interactive REPL mode |
--mcp |
Run as MCP server for math, text, and validation tools |
CLI Text Tools
eggcalc includes text inspection tools for detecting hidden characters and testing patterns:
# Inspect text for hidden characters/confusables
calc inspect "hello"
# ✓ No hidden characters
calc inspect "pаypal" # Cyrillic 'а' (U+0430) looks like Latin 'a'
# ✗ MIXED_SCRIPTS: Text contains mixed scripts: Cyrillic, Latin
# ✗ CONFUSABLE: Text contains confusable character 'а' (looks like 'a')
# Confusables found: 1
# 'а' (looks like 'a') at 1
# Count character frequency
calc count "hello" l
# 'l' appears 2 time(s) in "hello"
# Test regex patterns
calc regex "^\d+$" "12345"
# ✓ Match: '12345'
MCP Server Mode
eggcalc can run as an MCP server, exposing deterministic text, JSON, validation, math, and path tools to AI agents:
calc --mcp
59 tools across 15 categories (math, text, json, validation, regex, list, path, identifier, shell, markdown, config, version, toml, cargo, unicode). All results are deterministic - same input always produces the same output.
For the full tool catalog with arguments, return values, and tiers, see docs/mcp.md.
As a Python Module
from eggcalc import evaluate_raw, evaluate
# Basic math (use evaluate_raw for expressions with spaces/natural language)
result = evaluate_raw("5 + 3")
print(result) # 8
# Natural language support
result = evaluate_raw("five plus three")
print(result) # 8
# Unit conversions
result = evaluate_raw("30m + 100ft")
print(result) # 60.48 m
# Use evaluate() for pre-normalized expressions (fastest path, skips NL pipeline)
result = evaluate("5+3") # No spaces or NL words
print(result) # 8
Webapp Usage (Optimized for Long-Running Applications)
from eggcalc import EggCalcApp
# Create app instance with caching (recommended for webapps)
app = EggCalcApp(cache_size=1000)
# Calculate (uses cache automatically)
result = app.calculate("5 + 3") # 8
result = app.calculate("five plus two") # 7
result = app.calculate("30m + 100ft") # 60.48 m
# Async support for async web frameworks (FastAPI, aiohttp, etc.)
result = await app.calculate_async("5 + 3")
# Custom constants and functions
app.register_constant("myconst", 42)
result = app.calculate("myconst + 8") # 50
# Cache management
print(app.cache_size) # 3
app.clear_cache()
Full API Reference
from eggcalc import (
# Core evaluation
evaluate, # Pre-normalized expressions (no spaces)
evaluate_raw, # Full pipeline with natural language support
evaluate_cached, # Like evaluate_raw, with LRU cache (1024 entries)
evaluate_async, # Async version of evaluate_raw
# Configuration
register_constant, # Add custom constants (thread-safe)
register_function, # Add custom functions (thread-safe)
load_user_config, # Load config from eggcalc_config.py
# Webapp wrapper
EggCalcApp, # Thread-safe wrapper with caching
# Types
EvaluationError, # Exception type
UnitValue, # For unit-aware results
)
# Cached evaluation (great for repeated queries with natural language)
result = evaluate_cached("5 + 3")
result = evaluate_cached("five plus three")
# Async evaluation
import asyncio
result = await evaluate_async("5 + 3")
# Register custom constants globally
register_constant("pi_approx", 3.14)
register_constant("earth_radius", 6371)
# Register custom functions
def my_func(x, y):
return x ** 2 + y ** 2
register_function("mysquare", my_func)
result = evaluate_raw("mysquare(3, 4)") # 25
Performance (benchmarked on Python 3.14, M4 Pro)
| Method | Input Type | Typical Speed |
|---|---|---|
evaluate() |
Pre-normalized (e.g., 5+3) |
~9 μs/eval |
evaluate_raw() |
Natural language (e.g., "five plus three") |
~155 μs/eval |
evaluate_cached() |
Repeated NL expressions | ~0.1 μs/eval (after first call) |
EggCalcApp.calculate() |
NL with instance caching | ~0.3 μs/eval (after first call) |
evaluate_async() |
Async frameworks | Same as evaluate_raw in thread pool |
Key insight: evaluate() is ~17x faster than evaluate_raw() because it skips the normalization pipeline. Use evaluate() when you control input format, evaluate_raw() for user input.
The library includes optimizations:
- Pre-computed unit lookups (sorted by length for fast matching)
- LRU caching for parsed expressions (1024 entries default)
- Combined regex patterns for normalization
- Thread-safe constant/function registration
- Complex-aware trig functions (
sin(),log(), etc. handle complex arguments)
API Reference
Core Functions
evaluate(expression: str) -> Any
Evaluate a pre-normalized expression (no spaces, no natural language). Use this for maximum performance when you control the input format.
from eggcalc import evaluate
result = evaluate("5+3") # 8 (note: no spaces)
evaluate_raw(expression: str) -> Any
Evaluate a raw expression with spaces and/or natural language. This is the main function for user input.
from eggcalc import evaluate_raw
result = evaluate_raw("5 + 3") # 8
result = evaluate_raw("five plus 3") # 8
evaluate_cached(expression: str) -> Any
Like evaluate_raw() but with LRU caching. Best for repeated identical expressions.
from eggcalc import evaluate_cached
result = evaluate_cached("5 + 3") # Cached after first call
evaluate_async(expression: str) -> Awaitable[Any]
Async version of evaluate_raw(). For async web frameworks.
from eggcalc import evaluate_async
result = await evaluate_async("5 + 3")
evaluate_with_timeout(expression: str, timeout: float = 5.0) -> Any
Evaluate with timeout protection. Recommended for untrusted input.
from eggcalc import evaluate_with_timeout, TimeoutError
try:
result = evaluate_with_timeout("2 ** 1000000", timeout=1.0)
except TimeoutError:
print("Evaluation timed out")
EggCalcApp Class
Thread-safe wrapper optimized for webapps with caching and instance isolation.
from eggcalc import EggCalcApp
app = EggCalcApp(cache_size=1000) # LRU cache with 1000 entries
# Evaluate expressions
result = app.calculate("5 + 3")
# Async support
result = await app.calculate_async("5 + 3")
# Register instance-specific constants/functions
app.register_constant("myconst", 42)
app.register_function("double", lambda x: x * 2)
# Cache management
app.clear_cache()
print(app.cache_size)
Configuration Functions
register_constant(name: str, value: float) -> None
Register a custom constant globally. Thread-safe.
from eggcalc import register_constant
register_constant("earth_radius", 6371)
result = evaluate_raw("earth_radius") # 6371
register_function(name: str, func: Callable) -> None
Register a custom function globally. Thread-safe. Only call during initialization.
from eggcalc import register_function
register_function("square", lambda x: x ** 2)
result = evaluate_raw("square(5)") # 25
Exceptions
EvaluationError
Raised when an expression is invalid or contains unsupported operations.
from eggcalc import evaluate_raw, EvaluationError
try:
result = evaluate_raw("import os")
except EvaluationError as e:
print(f"Error: {e}")
TimeoutError
Raised when evaluation exceeds the timeout in evaluate_with_timeout().
from eggcalc import evaluate_with_timeout, TimeoutError
try:
result = evaluate_with_timeout("slow_expression", timeout=1.0)
except TimeoutError:
print("Timed out")
Types
UnitValue
Represents a numeric value with optional units.
from eggcalc import UnitValue
uv = UnitValue(5, "m")
print(uv) # "5 m"
print(uv.value) # 5.0
print(uv.unit) # "m"
Utility Functions
normalize_unit(unit: str) -> str
Normalize a unit to its canonical form.
from eggcalc import normalize_unit
normalize_unit("meters") # "m"
normalize_unit("ft") # "ft"
get_conversion_factor(from_unit: str, to_unit: str) -> float
Get conversion factor between two units.
from eggcalc import get_conversion_factor
get_conversion_factor("ft", "m") # 0.3048
get_all_units() -> list[str]
Get list of all supported units.
from eggcalc import get_all_units
units = get_all_units() # ['A', 'B', 'BTU', 'C', 'F', 'GB', ...]
is_unit(text: str) -> bool
Check if text represents a unit.
from eggcalc import is_unit
is_unit("m") # True
is_unit("xyz") # False
Supported Operations
Arithmetic
+, -, *, /, **
Number Words
- 0-9: zero, one, two, three, four, five, six, seven, eight, nine
- Teens: ten, eleven, twelve... nineteen
- Tens: twenty, thirty, forty... ninety
- Scales: hundred, thousand, million, billion, trillion, quadrillion, quintillion
- Fractions: half, quarter, thousandth, millionth, billionth
Functions
- Trig:
sin,cos,tan,asin,acos,atan,atan2 - Hyperbolic:
sinh,cosh,tanh,asinh,acosh,atanh - Math:
sqrt,cbrt,log,log10,log2,log1p,exp,abs,floor,ceil,trunc,round,sign - Factorial & Combinatorics:
factorial,gcd,lcm,perm,comb,nPr,nCr - Complex:
real,imag,conj,phase,polar,rect - Bitwise:
bitand,bitor,bitxor,bitnot,bin,hex,oct - Statistics:
mean,median,mode,std,variance,sum,max,min - Prime:
isprime,primefactors,nextprime,prevprime - Random:
random,randint,uniform,randn,gauss,seed - Memory:
store,recall,Mplus,Mminus,MR,MC - Variables:
setvar,getvar,delvar,listvars,clearvars - Utility:
clamp,hypot,percentof,aspercent - Temperature:
temp
Bitwise Operators
& (AND), | (OR), ^ (XOR), ~ (NOT), << (left shift), >> (right shift)
Base Prefixes
0x (hex), 0b (binary), 0o (octal)
Complex Numbers
i or j for imaginary unit, e.g., 3+4i, 5j
Percentage
% suffix, e.g., 50% = 0.5
Units
Length
meters (m), kilometers (km), centimeters (cm), millimeters (mm), micrometers (μm), nanometers (nm), picometers (pm), inches (in), feet (ft), yards (yd), miles (mi), lightyears (ly), astronomical units (au), parsecs (pc), angstroms, fermis
Time
seconds (s), milliseconds (ms), microseconds (μs), nanoseconds (ns), picoseconds (ps), minutes (min), hours (h), days (d), weeks (wk), years (yr)
Data
bytes (B), kilobytes (KB), megabytes (MB), gigabytes (GB), terabytes (TB), petabytes (PB)
Mass
kilograms (kg), grams (g), milligrams (mg), micrograms (μg), nanograms (ng), pounds (lb), ounces (oz), tons
Volume
liters (L), milliliters (mL), gallons (gal), quarts (qt), pints (pt), cups
Pressure
Pascals (Pa), kilopascals (kPa), bar, atmospheres (atm), psi
Energy
Joules (J), kilojoules (kJ), calories (cal), kilocalories (kcal), watt-hours (Wh), kilowatt-hours (kWh), BTU, electronvolts (eV)
Power
Watts (W), kilowatts (kW), megawatts (MW), gigawatts (GW), horsepower (hp)
Data Transfer Rate
bits per second (bps), kilobits per second (Kbps), megabits per second (Mbps), gigabits per second (Gbps)
Force
Newtons (N), kilonewtons (kN), millinewtons (mN), dynes, pounds-force (lbf)
Voltage
volts (V), kilovolts (kV), millivolts (mV), microvolts (μV)
Current
amperes (A), milliamperes (mA), microamperes (μA)
Angle
radians (rad), degrees (deg)
Speed
meters per second (m/s), kilometers per hour (km/h), miles per hour (mph), knots (kn), mach
Area
square meters (m2), square kilometers (km2), hectares (ha), acres, square feet (ft2), square inches (in2), square miles (mi2), square yards (yd2)
Frequency
hertz (Hz), kilohertz (kHz), megahertz (MHz), gigahertz (GHz), terahertz (THz)
Constants
- Mathematical: pi, e, tau, i (imaginary unit)
- Physical: avogadro, gas constant, planck, boltzmann, speed of light (c), elementary charge, faraday, atomic mass unit (amu), vacuum permittivity
Advanced Features
Complex Numbers
Support for complex number arithmetic using i or j notation:
from eggcalc import evaluate_raw
# Complex literals
evaluate_raw("3 + 4i") # (3+4j)
evaluate_raw("(3+4j)") # (3+4j)
# Complex functions
evaluate_raw("sqrt(-1)") # 1j
evaluate_raw("log(-1)") # 3.14159265j (πi)
evaluate_raw("abs(3+4i)") # 5.0
evaluate_raw("conj(3+4i)") # (3-4j)
evaluate_raw("real(3+4j)") # 3.0
evaluate_raw("imag(3+4j)") # 4.0
# Euler's identity
evaluate_raw("e**(i*pi)") # (-1+1.2246467991473532e-16j)
Bitwise Operations
Full support for bitwise operations:
from eggcalc import evaluate_raw
# Bitwise operators
evaluate_raw("5 AND 3") # 1 (0b101 & 0b011)
evaluate_raw("5 OR 3") # 7 (0b101 | 0b011)
evaluate_raw("5 XOR 3") # 6 (0b101 ^ 0b011)
evaluate_raw("~5") # -6 (bitwise NOT)
evaluate_raw("5 << 2") # 20 (left shift)
evaluate_raw("5 >> 1") # 2 (right shift)
# Base prefixes
evaluate_raw("0xFF") # 255 (hexadecimal)
evaluate_raw("0b1010") # 10 (binary)
evaluate_raw("0o777") # 511 (octal)
# Base conversion functions
evaluate_raw("hex(255)") # '0xff'
evaluate_raw("bin(10)") # '0b1010'
evaluate_raw("oct(511)") # '0o777'
Combinatorics
Permutations and combinations:
from eggcalc import evaluate_raw
# Permutations P(n,r) = n!/(n-r)!
evaluate_raw("perm(5, 3)") # 60
evaluate_raw("nPr(5, 3)") # 60 (alias)
# Combinations C(n,r) = n!/(r!(n-r)!)
evaluate_raw("comb(5, 3)") # 10
evaluate_raw("nCr(5, 3)") # 10 (alias)
# LCM and GCD
evaluate_raw("lcm(12, 18)") # 36
evaluate_raw("lcm(12, 18, 24)") # 72
evaluate_raw("gcd(12, 18)") # 6
Prime Functions
Prime number utilities:
from eggcalc import evaluate_raw
# Check if prime
evaluate_raw("isprime(17)") # True
evaluate_raw("isprime(18)") # False
# Prime factorization
evaluate_raw("primefactors(84)") # "2^2 × 3 × 7"
# Find nearby primes
evaluate_raw("nextprime(17)") # 19
evaluate_raw("prevprime(20)") # 19
Statistical Functions
Extended statistical operations:
from eggcalc import evaluate_raw
# Basic statistics
evaluate_raw("mean(1, 2, 3, 4, 5)") # 3.0
evaluate_raw("median(1, 2, 3, 4, 5)") # 3
evaluate_raw("median(1, 2, 3, 4)") # 2.5
evaluate_raw("mode(1, 2, 2, 3)") # 2
evaluate_raw("variance(1, 2, 3, 4, 5)") # 2.0
evaluate_raw("std(1, 2, 3, 4, 5)") # 1.414...
# Aggregate functions
evaluate_raw("sum(1, 2, 3, 4, 5)") # 15
evaluate_raw("min(3, 1, 4, 1, 5)") # 1
evaluate_raw("max(3, 1, 4, 1, 5)") # 5
Random Functions
Random number generation with seeding:
from eggcalc import evaluate_raw
# Seed for reproducibility
evaluate_raw("seed(42)")
# Random numbers
evaluate_raw("random()") # 0.0-1.0
evaluate_raw("randint(1, 100)") # Integer 1-100
evaluate_raw("uniform(0, 10)") # Float 0-10
# Normal distribution
evaluate_raw("randn()") # Standard normal (μ=0, σ=1)
evaluate_raw("gauss(100, 15)") # Normal (μ=100, σ=15)
Percentage
Percentage calculations:
from eggcalc import evaluate_raw
# Percentage literals
evaluate_raw("50%") # 0.5
evaluate_raw("25%") # 0.25
# Percentage functions
evaluate_raw("percentof(20, 100)") # 20.0 (20% of 100)
evaluate_raw("aspercent(25, 100)") # 25.0 (25 as % of 100)
Memory Registers
Calculator-style memory operations:
from eggcalc import evaluate_raw
# Store and recall
evaluate_raw("store(42)") # Store 42 in memory
evaluate_raw("recall()") # 42
evaluate_raw("MR") # 42 (alias)
# Memory add/subtract
evaluate_raw("Mplus(8)") # 50 (adds 8 to memory)
evaluate_raw("Mminus(5)") # 45 (subtracts 5)
# Clear memory
evaluate_raw("MC") # Clears memory
Variables
User-defined variables:
from eggcalc import evaluate_raw
# Set and use variables
evaluate_raw('setvar("x", 10)') # 10
evaluate_raw("x + 5") # 15
evaluate_raw('setvar("y", 20)') # 20
evaluate_raw("x * y") # 200
# Variable management
evaluate_raw("getvar('x')") # 10
evaluate_raw("listvars()") # {'x': 10, 'y': 20}
evaluate_raw("delvar('x')") # Deletes x
evaluate_raw("clearvars()") # Deletes all variables
Utility Functions
from eggcalc import evaluate_raw
# Rounding and signs
evaluate_raw("round(3.14159, 2)") # 3.14
evaluate_raw("sign(-5)") # -1
evaluate_raw("sign(5)") # 1
# Clamping
evaluate_raw("clamp(15, 0, 10)") # 10
evaluate_raw("clamp(-5, 0, 10)") # 0
# Hypotenuse
evaluate_raw("hypot(3, 4)") # 5.0
Custom Configuration
Create a eggcalc_config.py file to add custom constants, functions, and units:
# eggcalc_config.py
# Custom constants
CUSTOM_CONSTANTS = {
"myconst": 42,
"earth_radius_km": 6371,
}
# Custom functions
CUSTOM_FUNCTIONS = {
"mysquare": lambda x, y: x**2 + y**2,
}
# Custom units (add to existing category or create new)
CUSTOM_UNITS = {
"m": {
"nm": 1e-9, # nanometers (already exists, but shows pattern)
},
}
# Custom unit aliases
CUSTOM_ALIASES = {
"meter": "m",
"meters": "m",
}
# Custom temperature conversions
CUSTOM_TEMP_CONVERSIONS = {
("C", "R"): (1.0, 491.67), # Celsius to Rankine
}
# Custom number words
CUSTOM_NUMBER_WORDS = {
"1000000000000000": ["quadrillion"],
}
# Custom operator words
CUSTOM_OPERATOR_WORDS = {
"+": ["plus", "add"],
}
Development
Running Tests
pip install pytest
pytest tests/
Project Structure
eggcalc/
├── eggcalc/
│ ├── __init__.py # Package init
│ ├── __main__.py # CLI entry point
│ ├── units.py # Unit definitions and conversions
│ ├── evaluator.py # AST-based expression evaluator
│ ├── normalize.py # Main parsing and normalization
│ ├── exact/ # Deterministic text analysis tools
│ └── mcp/ # MCP server for AI agent access
├── tests/
│ ├── test_clicalc.py # Core functional tests
│ ├── test_security_fuzz.py # Security fuzz tests
│ ├── test_exact.py # Exact module tests
│ ├── test_mcp_server.py # MCP server tests
│ └── ... # Additional test files
├── pyproject.toml # Package configuration
└── README.md # This file
Security
eggcalc uses AST-based parsing instead of eval(), which provides:
- No arbitrary code execution
- Controlled function access
- Safe constant evaluation
- No access to system resources
Input Limits
Built-in protections against DoS attacks:
| Constant | Default | Description |
|---|---|---|
MAX_INPUT_LENGTH |
10,000 | Maximum input character length |
MAX_NESTING_DEPTH |
100 | Maximum parentheses nesting depth |
MAX_EXPONENT |
10,000 | Maximum exponent value |
MAX_FACTORIAL |
1,000 | Maximum factorial input |
MAX_RESULT_VALUE |
1e308 | Maximum result value |
DEFAULT_CACHE_SIZE |
1,024 | LRU cache size |
These can be imported and modified:
from eggcalc import MAX_INPUT_LENGTH, MAX_NESTING_DEPTH, MAX_EXPONENT
# Increase limits (use with caution for security)
MAX_EXPONENT = 100000
Security Considerations for Webapps
Safe for untrusted input:
evaluate(),evaluate_raw(),evaluate_cached(),evaluate_async()EggCalcApp.calculate(),EggCalcApp.calculate_async()
Register with caution:
register_function()- Only register during initialization, never from user inputregister_constant()- Safe to use, values are validated
Config file warning:
eggcalc_config.pyis imported from the working directory- For production, ensure this file is not user-writable
- Consider removing config loading in high-security environments
Example: Secure Webapp Usage
from eggcalc import EggCalcApp, EvaluationError
app = EggCalcApp(cache_size=1000)
def handle_user_input(expression: str) -> dict:
"""Safely evaluate user-provided expression."""
try:
result = app.calculate(expression)
return {"success": True, "result": str(result)}
except EvaluationError as e:
return {"success": False, "error": str(e)}
License
MIT License
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