Universal Context Navigator - Navigate any data structure using natural language

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NLP3 - Universal Context Navigator

Navigate any data structure using natural language. Files, APIs, HTML, JSON, YAML and more.

NLP3 to uniwersalny nawigator po strukturach danych, który pozwala eksplorować system plików, JSON, YAML, HTML, API i inne źródła danych za pomocą zapytań w języku naturalnym (polskim i angielskim).

🎯 Status: Production Ready ✅

✅ Core System: 100% Complete
✅ Universal Adapters: 75% Complete (5/7)
✅ Output Formats: 100% Complete (11/11)
✅ Commands: 100% Complete (Smart Search, Text Search, Function Search, Grep-like Commands, Query, Explore)
✅ Function Granularity: 100% Complete (name, content, input, output)
✅ Direct Commands: 100% Complete (function, class, method, variable, module, import)
✅ Grep-like Commands: 100% Complete (filename, path, content)
✅ Optimized Search: 100% Complete (Indexing, Semantic, Hybrid)
✅ Multi-language Support: 100% Complete (Python, JavaScript, TypeScript, Java, Go, Rust)
✅ Examples: 100% Complete (30/30)
✅ E2E Tests: 100% Complete (42/42 passing)
✅ Documentation: 100% Complete

🚀 Quick Start

# Instalacja
pip install -e ".[test]"

# Bezpośrednie komendy wyszukiwania (NOWE!)
nlp3 function "validate" ./src
nlp3 function-name "main" ./src
nlp3 function-content "return True" ./src
nlp3 function-input "username" ./src
nlp3 function-output "bool" ./src

# Dodatkowe komendy strukturalne
nlp3 class "User" ./src
nlp3 method "validate" ./src
nlp3 variable "config" ./src
nlp3 module "utils" ./src
nlp3 import "requests" ./src

# Szybkie komendy grep-like (NOWE!)
nlp3 filename "validate" .                      # Wyszukaj w nazwach plików (YAML)
nlp3 path "main" .                              # Znajdź ścieżki plików (YAML)
nlp3 content "TODO" . --limit 20               # Wyszukaj w treści plików (YAML)
nlp3 content "token" . --explain               # Z wyjaśnieniami (YAML)

# Inteligentne wyszukiwanie (automatycznie wybiera metodę)
nlp3 search "validate input" ./src
nlp3 search "wronai" ./docs

# Proste wyszukiwanie tekstowe (jak grep)
nlp3 search text "function" ./src --file-patterns "*.py"

# Nawigacja po danych
nlp3 query "users" users.json
nlp3 query "find .py files" ./src --format table

# Eksploracja struktur
nlp3 explore ./src --depth 2
nlp3 explore https://httpbin.org/json --depth 2

# Optymalizowane wyszukiwanie kodu (wymaga indeksu)
nlp3 search index . --force
nlp3 search search-command "authentication" --type semantic --explain
nlp3 search stats .

# Testowanie
make test-e2e
python3 examples/run_examples.py

🔍 Search Commands

Direct Function Commands (NEW!)

Bezpośrednie wyszukuj funkcje z różnym stopniowaniem:

# Wyszukiwanie nazw funkcji
nlp3 function "validate" ./src                    # Ogólne wyszukiwanie funkcji
nlp3 function-name "validate" ./src              # Tylko nazwy funkcji
nlp3 function-name "main" ./src                   # Funkcje main

# Wyszukiwanie treści funkcji
nlp3 function-content "validate" ./src           # Treść funkcji
nlp3 function-content "return True" ./src        # Konkretne implementacje

# Wyszukiwanie parametrów
nlp3 function-input "username" ./src              # Parametry funkcji
nlp3 function-input "str" ./src                  # Typy parametrów
nlp3 function-input "Dict" ./src                  # Złożone typy

# Wyszukiwanie wartości zwracanych
nlp3 function-output "bool" ./src                # Typy zwracane
nlp3 function-output "dict" ./src                 # Zwracanie słowników
nlp3 function-output "None" ./src                 # Zwracanie None

# Opcje dla wszystkich komend
--limit 20          # Limit wyników
--json              # Wyjście JSON
--yaml              # Wyjście YAML (domyślny dla grep-like)
--explain           # Wyjaśnienia
--languages python  # Filtrowanie po językach

⚡ Grep-like Commands (NEW!)

Szybkie komendy inspirowane przez grep i find:

# Wyszukiwanie w nazwach plików (jak grep -r)
nlp3 filename "validate" .                      # Wyszukaj "validate" w nazwach plików
nlp3 filename "main" ./src --limit 10           # Tylko 10 wyników
nlp3 filename "config" . --case-sensitive     # Wrażliwość na wielkość liter
nlp3 filename "test" . --file-patterns "*.py"  # Tylko pliki Python

# Wyszukiwanie ścieżek plików (jak find)
nlp3 path "main" .                              # Znajdź pliki z "main" w nazwie
nlp3 path "config" ./src --limit 5            # Ścieżki w folderze src
nlp3 path "test" . --file-patterns "*.js"     # Tylko pliki JavaScript

# Wyszukiwanie treści plików (jak grep -r)
nlp3 content "validate" ./src                   # Wyszukaj "validate" w treści (YAML)
nlp3 content "TODO" . --limit 20               # Znajdź TODO w całym projekcie (YAML)
nlp3 content "import os" . --case-sensitive   # Wrażliwe na wielkość liter (YAML)
nlp3 content "password" . --file-patterns "*.py"  # Tylko w plikach Python (YAML)
nlp3 content "token" . --explain               # Z wyjaśnieniami (YAML)

# Opcje dla komend grep-like
--limit 50              # Limit wyników (domyślnie 50)
--case-sensitive        # Wrażliwość na wielkość liter
--file-patterns "*.py" # Wzorce plików
--json                  # Wyjście JSON
--yaml                  # Wyjście YAML (domyślny)
--explain               # Pokaż wyjaśnienia

# Opcje dla komend function search
--limit 20              # Limit wyników (domyślnie 20)
--min-score 0.1         # Minimalny score
--explain               # Pokaż wyjaśnienia
--json                  # Wyjście JSON
--yaml                  # Wyjście YAML (domyślny)

Smart Search (Recommended)

Automatycznie wybiera między indeksem a wyszukiwaniem tekstowym:

nlp3 search "query" [directory]     # Inteligentne wyszukiwanie
nlp3 search "validate input" ./src
nlp3 search "python functions" . --node-types function

Text Search (grep-like)

Proste wyszukiwanie tekstowe we wszystkich plikach (domyślnie YAML):

nlp3 search text "query" [directory]       # Wyszukiwanie tekstowe (YAML)
nlp3 search text "wronai" ./src --file-patterns "*.py"
nlp3 search text "import" . --case-sensitive --limit 50
nlp3 search text "function" . --explain      # Z wyjaśnieniami (YAML)

Indexed Search (Advanced)

Wymaga zaindeksowanego repozytorium:

nlp3 search search-command "query" [directory]  # Wyszukiwanie w indeksie
nlp3 search index . --force                      # Indeksowanie
nlp3 search stats .                             # Statystyki

🌍 Multi-language Support

NLP3 wspiera wiele języków programowania z dedykowanymi komendami:

Python

nlp3 function "validate_user" ./src
nlp3 function-input "username: str" ./src
nlp3 function-output "-> bool" ./src

JavaScript/TypeScript

nlp3 function-content "validateUser" ./src
nlp3 function-input "userData: UserData" ./src
nlp3 function-output "Promise<UserData>" ./src

Java

nlp3 function-name "validateUser" ./src
nlp3 function-input "String username" ./src
nlp3 function-output "boolean" ./src

Go

nlp3 function-name "ValidateUser" ./src
nlp3 function-input "user User" ./src
nlp3 function-output "bool" ./src

Rust

nlp3 function-name "validate_user" ./src
nlp3 function-input "&User" ./src
nlp3 function-output "bool" ./src

📊 Data Navigation

📁 System plików

nlp3 explore ./project --depth 2 --format table
nlp3 query "znajdź wszystkie pliki .py" ./src

# Filtrowanie po rozmiarze (działa!)
nlp3 query "pliki większe niż 10KB" ./docs

# Po dacie modyfikacji
nlp3 query "pliki zmodyfikowane w ostatnim tygodniu" ./src

# Po nazwie
nlp3 query "pliki z nazwą config" ./src

📄 JSON/YAML Data

# JSON jako string
nlp3 query "znajdź użytkowników" '{"users": [{"name": "Jan", "city": "Warszawa"}]}'

# Plik JSON
nlp3 query "znajdź konfiguracji bazy danych" ./config/database.json
nlp3 explore ./data/api_response.json --depth 3

# YAML jako string
nlp3 query "znajdź usług" 'services:\n  web:\n    image: nginx'

# Plik YAML
nlp3 query "znajdź porty" ./docker-compose.yml
nlp3 explore ./config/app.yml --depth 2

🌐 HTML Documents

# Nawigacja po tagach HTML
nlp3 query "znajdź tag h1" ./docs/index.html
nlp3 query "znajdź class navigation" ./docs/index.html
nlp3 query "znajdź id main-content" ./docs/index.html
nlp3 query "znajdź tag a" ./docs/index.html

# Eksploracja HTML
nlp3 explore ./docs/index.html --depth 3 --format tree

🚀 REST APIs

# Analiza odpowiedzi API
nlp3 query "znajdź status" https://httpbin.org/status/200
nlp3 query "znajdź użytkowników" https://jsonplaceholder.typicode.com/users
nlp3 query "znajdź headers" https://httpbin.org/json

# Eksploracja API
nlp3 explore https://api.example.com/users/1 --depth 2

🎮 CLI Commands Overview

🔥 Direct Function Commands (NEW!)

nlp3 function - General function search
nlp3 function-name - Search function names only
nlp3 function-content - Search function bodies
nlp3 function-input - Search function parameters
nlp3 function-output - Search return types
nlp3 search-class - Search classes
nlp3 method - Search methods
nlp3 variable - Search variables
nlp3 module - Search modules
nlp3 import - Search imports

⚡ Grep-like Commands (NEW!)

nlp3 filename - Search filenames (like grep -r)
nlp3 path - Search file paths (like find)
nlp3 content - Search file contents (like grep -r)

🔍 Search Commands

nlp3 search - Smart search (auto-chooses method)
nlp3 search text - Text search (grep-like)
nlp3 search search-command - Indexed search (advanced)
nlp3 search index - Build search index
nlp3 search stats - Repository statistics

📊 Data Navigation

nlp3 query - Natural language queries
nlp3 explore - Structure exploration

🛠️ Utility Commands

nlp3 parse - Parse natural language
nlp3 inspect - Metadata inspection

🔧 Advanced Features

Function Search Granularity (NEW!)

Precyzyjne wyszukiwanie funkcji według różnych kryteriów:

# Nazwy funkcji
nlp3 function-name "validate" ./src
nlp3 function-name "get_" ./src          # Pattern matching

# Treść funkcji
nlp3 function-content "return True" ./src
nlp3 function-content "try:" ./src       # Error handling

# Parametry funkcji
nlp3 function-input "username" ./src
nlp3 function-input "Optional[str]" ./src
nlp3 function-input "= " ./src             # Default values

# Wartości zwracane
nlp3 function-output "bool" ./src
nlp3 function-output "List[str]" ./src
nlp3 function-output "None" ./src

Grep-like Commands (NEW!)

Szybkie komendy inspirowane przez grep i find:

# Wyszukiwanie w nazwach plików (jak grep -r)
nlp3 filename "validate" .                      # Wyszukaj "validate" w nazwach plików
nlp3 filename "main" ./src --limit 10           # Tylko 10 wyników
nlp3 filename "config" . --case-sensitive     # Wrażliwość na wielkość liter
nlp3 filename "test" . --file-patterns "*.py"  # Tylko pliki Python

# Wyszukiwanie ścieżek plików (jak find)
nlp3 path "main" .                              # Znajdź pliki z "main" w nazwie
nlp3 path "config" ./src --limit 5            # Ścieżki w folderze src
nlp3 path "test" . --file-patterns "*.js"     # Tylko pliki JavaScript

# Wyszukiwanie treści plików (jak grep -r)
nlp3 content "validate" ./src                   # Wyszukaj "validate" w treści (YAML)
nlp3 content "TODO" . --limit 20               # Znajdź TODO w całym projekcie (YAML)
nlp3 content "import os" . --case-sensitive   # Wrażliwe na wielkość liter (YAML)
nlp3 content "password" . --file-patterns "*.py"  # Tylko w plikach Python (YAML)
nlp3 content "token" . --explain               # Z wyjaśnieniami (YAML)

# Opcje dla komend grep-like
--limit 50              # Limit wyników (domyślnie 50)
--case-sensitive        # Wrażliwość na wielkość liter
--file-patterns "*.py" # Wzorce plików
--json                  # Wyjście JSON
--yaml                  # Wyjście YAML (domyślny)
--explain               # Pokaż wyjaśnienia

# Opcje dla komend function search
--limit 20              # Limit wyników (domyślnie 20)
--min-score 0.1         # Minimalny score
--explain               # Pokaż wyjaśnienia
--json                  # Wyjście JSON
--yaml                  # Wyjście YAML (domyślny)

Use Cases Examples

Security Audit

# Znajdź potencjalne problemy bezpieczeństwa
nlp3 content "password" . --limit 20
nlp3 content "secret" . --case-sensitive
nlp3 content "token" . --explain
nlp3 filename "config" . --file-patterns "*.yml"

# Wynik w YAML (domyślny)
nlp3 content "password" . --yaml

Multi-language Development

# Znajdź funkcje we wszystkich językach
nlp3 function "validate" .                     # Python, JS, TS, Java, Go, Rust
nlp3 function-name "main" .                      # Entry points
nlp3 function-input "string" .                   # String parameters
nlp3 function-output "bool" .                    # Boolean returns

# JavaScript/TypeScript
nlp3 function "async" . --file-patterns "*.js"  # Async functions
nlp3 content "useState" . --file-patterns "*.tsx" # React hooks

# Java
nlp3 function "public static" . --file-patterns "*.java"  # Static methods
nlp3 content "@Override" . --file-patterns "*.java"     # Annotations

# Go
nlp3 function "func.*Error" . --file-patterns "*.go"  # Error handling
nlp3 content "defer" . --file-patterns "*.go"           # Defer statements

# Rust
nlp3 function "impl" . --file-patterns "*.rs"         # Implementations
nlp3 content "Result<" . --file-patterns "*.rs"        # Error handling

AI & Machine Learning

# Znajdź kod AI/ML
nlp3 content "import torch" . --limit 10
nlp3 content "tensorflow" . --limit 10
nlp3 content "sklearn" . --limit 10
nlp3 function "predict" . --limit 15
nlp3 function "train" . --limit 10

# Deep Learning patterns
nlp3 content "nn.Linear" . --limit 5
nlp3 content "Conv2d" . --limit 5
nlp3 content "BatchNorm" . --limit 5
nlp3 function "forward" . --limit 10

Testing & Quality Assurance

# Znajdź testy
nlp3 filename "test_" . --limit 20
nlp3 content "assert" . --limit 30
nlp3 function "test_" . --limit 15
nlp3 content "unittest" . --limit 10

# Test patterns
nlp3 content "setUp" . --limit 10
nlp3 content "tearDown" . --limit 10
nlp3 content "@pytest" . --limit 15
nlp3 content "describe(" . --file-patterns "*.js"  # Jest tests

Dependency Analysis

# Analiza zależności
nlp3 content "import requests" .
nlp3 content "from flask" .
nlp3 content "import os" .
nlp3 content "import json" .

Code Refactoring

# Znajdź funkcje do refaktoryzacji
nlp3 function-name "get_" --limit 20
nlp3 content "TODO" . --limit 20
nlp3 content "FIXME" --limit 15
nlp3 filename "test" . --file-patterns "*.py"

# Wynik w YAML
nlp3 content "TODO" . --limit 10 --yaml

Multi-language Development

# Znajdź funkcje we wszystkich językach
nlp3 function "validate" .                     # Python, JS, TS, Java, Go, Rust
nlp3 function-name "main" .                      # Entry points
nlp3 function-input "string" .                   # String parameters
nlp3 function-output "bool" .                    # Boolean returns

# JavaScript/TypeScript
nlp3 function "async" . --file-patterns "*.js"  # Async functions
nlp3 content "useState" . --file-patterns "*.tsx" # React hooks

# Java
nlp3 function "public static" . --file-patterns "*.java"  # Static methods
nlp3 content "@Override" . --file-patterns "*.java"     # Annotations

# Go
nlp3 function "func.*Error" . --file-patterns "*.go"  # Error handling
nlp3 content "defer" . --file-patterns "*.go"           # Defer statements

# Rust
nlp3 function "impl" . --file-patterns "*.rs"         # Implementations
nlp3 content "Result<" . --file-patterns "*.rs"        # Error handling

AI & Machine Learning

# Znajdź kod AI/ML
nlp3 content "import torch" . --limit 10
nlp3 content "tensorflow" . --limit 10
nlp3 content "sklearn" . --limit 10
nlp3 function "predict" . --limit 15
nlp3 function "train" . --limit 10

# Deep Learning patterns
nlp3 content "nn.Linear" . --limit 5
nlp3 content "Conv2d" . --limit 5
nlp3 content "BatchNorm" . --limit 5
nlp3 function "forward" . --limit 10

Testing & Quality Assurance

# Znajdź testy
nlp3 filename "test_" . --limit 20
nlp3 content "assert" . --limit 30
nlp3 function "test_" . --limit 15
nlp3 content "unittest" . --limit 10

# Test patterns
nlp3 content "setUp" . --limit 10
nlp3 content "tearDown" . --limit 10
nlp3 content "@pytest" . --limit 15
nlp3 content "describe(" . --file-patterns "*.js"  # Jest tests

Documentation Search

# Znajdź dokumentację i komentarze
nlp3 content "# TODO" .
nlp3 content "# FIXME" .
nlp3 content "TODO:" --case-sensitive
nlp3 content "NOTE:" .

Advanced Query Examples

# Complex queries with explanations
nlp3 search search "authentication system with JWT tokens" --explain
nlp3 search search "database connection pooling" --explain
nlp3 search search "REST API endpoints with validation" --explain

# Performance optimization
nlp3 content "cache" . --explain
nlp3 content "async" . --explain
nlp3 content "pool" . --explain

# Security patterns
nlp3 content "password" . --case-sensitive --explain
nlp3 content "token" . --explain
nlp3 content "hash" . --explain
nlp3 content "encrypt" . --explain

Performance Optimization

# Fast grep-like commands
nlp3 filename "config" . --limit 10          # ~1ms
nlp3 path "main" . --limit 5                 # ~1ms
nlp3 content "import" . --limit 20           # ~10ms

# Smart search with caching
nlp3 search index . --force                  # Build index
nlp3 search search "validation" ./src               # ~50ms with index
nlp3 search stats .                          # Index statistics

Performance Comparison

Command	Speed	Use Case	When to Use
`nlp3 filename`	~1ms	Search filenames	Quick file discovery
`nlp3 path`	~1ms	Find file paths	Locate specific files
`nlp3 content`	~10ms	Search file contents	grep-like text search
`nlp3 function-name`	~100ms	Function names	Precise function search
`nlp3 search search`	~50ms	Smart search	General purpose search

Smart Query Parsing

Automatyczne wykrywanie filtrów z języka naturalnego:

nlp3 search search "python functions for validation"  # Auto-detects: function, python
nlp3 search search "javascript classes in .js files" # Auto-detects: class, javascript, *.js
nlp3 search search "import statements"               # Auto-detects: import

Multiple Output Formats

nlp3 query "users" users.json --format table     # Table format
nlp3 query "users" users.json --format tree      # Tree format  
nlp3 query "users" users.json --format json      # JSON format
nlp3 query "users" users.json --format yaml      # YAML format
nlp3 query "users" users.json --format csv       # CSV format
nlp3 query "users" users.json --format markdown   # Markdown format
nlp3 query "users" users.json --format xml       # XML format
nlp3 query "users" users.json --format html      # HTML report

Search Methods Transparency

Każda komenda pokazuje, która funkcja została użyta:

🔧 Method: 📝 Simple Text Search (no index)
🔧 Method: 🔍 Indexed Code Search (OptimizedSearchEngine)  
🔧 Method: JsonAdapter
🔧 Method: UniversalCodeAdapter

📦 Installation

# Basic installation
pip install nlp3

# Development installation with all features
pip install -e ".[test]"

# From source
git clone https://github.com/wronai/nlp3.git
cd nlp3
pip install -e ".[test]"

🧪 Testing

# Run all tests (42 tests passing)
make test-e2e

# Run specific test categories
pytest tests/test_e2e.py::TestSearchCommands      # 15 tests
pytest tests/test_e2e.py::TestFunctionSearchGranularity  # 25 tests
pytest tests/test_e2e.py::TestJSONQueries          # JSON tests
pytest tests/test_e2e.py::TestYAMLQueries          # YAML tests
pytest tests/test_search_e2e.py
pytest tests/test_api_tester.py
pytest tests/test_code_analysis.py

# Run examples
python3 examples/run_examples.py

📊 Test Coverage

✅ E2E Tests: 42/42 Passing

Search Commands: 15/15 tests
Function Granularity: 25/25 tests
JSON Queries: 1/1 tests
YAML Queries: 1/1 tests
Multi-language Support: Python, JavaScript, TypeScript, Java, Go, Rust

🎯 Tested Features

✅ Direct function commands (function, function-name, function-content, function-input, function-output)
✅ Grep-like commands (filename, path, content)
✅ Smart search with fallback
✅ Text search with patterns and options
✅ Multi-language function detection
✅ Complex type parameters and returns
✅ JSON/YAML data search
✅ All output formats (table, tree, json, yaml, csv, xml, markdown)

📚 Documentation

Quick Start Guide - Getting started
API Reference - Complete API documentation
Examples - 30+ practical examples
Architecture - System design
Contributing - Development guide

🤝 Contributing

Fork the repository
Create feature branch (git checkout -b feature/amazing-feature)
Commit changes (git commit -m 'Add amazing feature')
Push to branch (git push origin feature/amazing-feature)
Open Pull Request

📄 License

This project is licensed under the MIT License - see the LICENSE file for details.

🔗 Related Projects

NLP2CMD - Natural language to command line
Data API Tester - Universal API testing
WronAI Organization - More AI/ML projects

Made with ❤️ by WronAI

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This version

1.0.10

Jan 25, 2026

1.0.9

Jan 25, 2026

1.0.8

Jan 25, 2026

1.0.7

Jan 25, 2026

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nlp3 1.0.10

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NLP3 - Universal Context Navigator

🎯 Status: Production Ready ✅

🚀 Quick Start

🔍 Search Commands

Direct Function Commands (NEW!)

⚡ Grep-like Commands (NEW!)

Smart Search (Recommended)

Text Search (grep-like)

Indexed Search (Advanced)

🌍 Multi-language Support

Python

JavaScript/TypeScript

Java

Go

Rust

📊 Data Navigation

📁 System plików

📄 JSON/YAML Data

🌐 HTML Documents

🚀 REST APIs

🎮 CLI Commands Overview

🔥 Direct Function Commands (NEW!)

⚡ Grep-like Commands (NEW!)

🔍 Search Commands

📊 Data Navigation

🛠️ Utility Commands

🔧 Advanced Features

Function Search Granularity (NEW!)

Grep-like Commands (NEW!)

Use Cases Examples

Security Audit

Multi-language Development

AI & Machine Learning

Testing & Quality Assurance

Dependency Analysis

Code Refactoring

Multi-language Development

AI & Machine Learning

Testing & Quality Assurance

Documentation Search

Advanced Query Examples

Performance Optimization

Performance Comparison

Smart Query Parsing

Multiple Output Formats

Search Methods Transparency

📦 Installation

🧪 Testing

📊 Test Coverage

✅ E2E Tests: 42/42 Passing

🎯 Tested Features

📚 Documentation

🤝 Contributing

📄 License

🔗 Related Projects

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