|
| 1 | +# LLMs.txt - Complete Documentation for AI Models |
| 2 | + |
| 3 | +The **LLMs.txt** file contains the complete framework documentation optimized for Large Language Model consumption. |
| 4 | + |
| 5 | +--- |
| 6 | + |
| 7 | +## Overview |
| 8 | + |
| 9 | +LLMs.txt is a comprehensive, structured documentation file designed specifically for AI models to understand and use the ReAct Agent Framework effectively. |
| 10 | + |
| 11 | +**File Location**: [`LLMs.txt`](https://github.com/marcosf63/react-agent-framework/blob/main/LLMs.txt) |
| 12 | + |
| 13 | +**Size**: 800+ lines |
| 14 | +**Format**: Plain text with clear structure |
| 15 | +**Coverage**: All versions from v0.1.0 to v0.12.0 |
| 16 | + |
| 17 | +--- |
| 18 | + |
| 19 | +## What's Included |
| 20 | + |
| 21 | +### 1. Overview & Quick Start |
| 22 | +Complete introduction with working examples |
| 23 | + |
| 24 | +### 2. Installation |
| 25 | +All installation methods and options |
| 26 | + |
| 27 | +### 3. Core Concepts |
| 28 | +ReAct pattern, agent creation, tool registration |
| 29 | + |
| 30 | +### 4. Memory Systems (v0.10.0+) |
| 31 | +- ChatMemory (SimpleChatMemory, SQLiteChatMemory) |
| 32 | +- KnowledgeMemory (ChromaKnowledgeMemory, FAISSKnowledgeMemory) |
| 33 | +- Complete API and examples |
| 34 | + |
| 35 | +### 5. Multi-Provider Support |
| 36 | +OpenAI, Anthropic, Google, Ollama configuration |
| 37 | + |
| 38 | +### 6. Built-in Tools |
| 39 | +Search, filesystem, computation tools |
| 40 | + |
| 41 | +### 7. Objectives System |
| 42 | +Goal tracking and management |
| 43 | + |
| 44 | +### 8. Reasoning Strategies |
| 45 | +ReAct, ReWOO, Reflection, Plan-Execute |
| 46 | + |
| 47 | +### 9. Environments |
| 48 | +Web, CLI, File environment interaction |
| 49 | + |
| 50 | +### 10. MCP Integration |
| 51 | +Model Context Protocol server setup |
| 52 | + |
| 53 | +### 11. Layer 4: Infrastructure (v0.11.0) |
| 54 | +Complete production infrastructure: |
| 55 | +- **Monitoring**: Metrics, logging, telemetry |
| 56 | +- **Resilience**: Retry, circuit breaker, fallback, timeout |
| 57 | +- **Security**: RBAC, sandbox, audit, secrets |
| 58 | +- **Cost Control**: Budget, rate limiting, quotas |
| 59 | +- **Human-in-the-Loop**: Approval, intervention, feedback |
| 60 | + |
| 61 | +### 12. Layer 3: Multi-Agent Systems (v0.12.0) |
| 62 | +Complete multi-agent capabilities: |
| 63 | +- **Communication**: Messages, protocols, channels |
| 64 | +- **Orchestration**: Orchestrator, workflows, task delegation |
| 65 | +- **Coordination**: Shared state, consensus, locking |
| 66 | +- **Collaboration**: Teams, patterns, negotiation |
| 67 | + |
| 68 | +### 13. Complete API Reference |
| 69 | +All classes, methods, parameters, and return types |
| 70 | + |
| 71 | +### 14. Examples & Use Cases |
| 72 | +5 complete, production-ready examples: |
| 73 | +1. Simple Q&A Agent |
| 74 | +2. Research Agent with Memory |
| 75 | +3. Production Agent with Infrastructure |
| 76 | +4. Multi-Agent System |
| 77 | +5. Complete Enterprise System |
| 78 | + |
| 79 | +--- |
| 80 | + |
| 81 | +## Why LLMs.txt? |
| 82 | + |
| 83 | +### For AI Models |
| 84 | +- **Structured format** optimized for AI consumption |
| 85 | +- **Complete coverage** of all features in one file |
| 86 | +- **Working examples** with full context |
| 87 | +- **No navigation required** - everything in sequence |
| 88 | +- **Version tracking** - clear indication of feature versions |
| 89 | + |
| 90 | +### For Developers |
| 91 | +- **Quick reference** for AI pair programming |
| 92 | +- **Copy-paste ready** code examples |
| 93 | +- **Architecture overview** in one place |
| 94 | +- **Version history** and migration paths |
| 95 | + |
| 96 | +--- |
| 97 | + |
| 98 | +## How to Use |
| 99 | + |
| 100 | +### As a Developer |
| 101 | + |
| 102 | +**1. Share with AI assistants:** |
| 103 | +```bash |
| 104 | +# Copy to clipboard |
| 105 | +cat LLMs.txt | pbcopy # macOS |
| 106 | +cat LLMs.txt | xclip # Linux |
| 107 | +``` |
| 108 | + |
| 109 | +**2. Reference in prompts:** |
| 110 | +``` |
| 111 | +"Using the ReAct Agent Framework as described in LLMs.txt, |
| 112 | +create an agent that..." |
| 113 | +``` |
| 114 | + |
| 115 | +**3. Quick lookup:** |
| 116 | +```bash |
| 117 | +# Find specific topics |
| 118 | +grep -A 10 "Multi-Agent" LLMs.txt |
| 119 | +grep -A 20 "Memory Systems" LLMs.txt |
| 120 | +``` |
| 121 | + |
| 122 | +### As an AI Model |
| 123 | + |
| 124 | +The file is structured with clear section markers: |
| 125 | +``` |
| 126 | +================================================================================ |
| 127 | +SECTION NAME |
| 128 | +================================================================================ |
| 129 | +``` |
| 130 | + |
| 131 | +Each section includes: |
| 132 | +- Concept explanation |
| 133 | +- Code examples |
| 134 | +- API signatures |
| 135 | +- Best practices |
| 136 | +- Common patterns |
| 137 | + |
| 138 | +--- |
| 139 | + |
| 140 | +## Example Content Structure |
| 141 | + |
| 142 | +```text |
| 143 | +================================================================================ |
| 144 | +4. MEMORY SYSTEMS (v0.10.0+) |
| 145 | +================================================================================ |
| 146 | +
|
| 147 | +IMPORTANT: v0.10.0 separated memory into TWO types: |
| 148 | +- Chat Memory: Sequential conversation history |
| 149 | +- Knowledge Memory: Semantic knowledge base (RAG) |
| 150 | +
|
| 151 | +CHAT MEMORY: |
| 152 | +------------ |
| 153 | +
|
| 154 | +SimpleChatMemory (Development): |
| 155 | +```python |
| 156 | +from react_agent_framework.core.memory.chat import SimpleChatMemory |
| 157 | +
|
| 158 | +agent = ReactAgent( |
| 159 | + name="Agent", |
| 160 | + chat_memory=SimpleChatMemory(max_messages=100) |
| 161 | +) |
| 162 | +``` |
| 163 | + |
| 164 | +[... complete examples and API ...] |
| 165 | +``` |
| 166 | +
|
| 167 | +--- |
| 168 | +
|
| 169 | +## Keeping Updated |
| 170 | +
|
| 171 | +The LLMs.txt file is updated with each release: |
| 172 | +
|
| 173 | +- **v0.12.0**: Added Layer 3 (Multi-Agent Systems) |
| 174 | +- **v0.11.0**: Added Layer 4 (Infrastructure) |
| 175 | +- **v0.10.0**: Added Memory System Refactoring |
| 176 | +- **v0.9.0**: Initial LLMs.txt creation |
| 177 | +
|
| 178 | +--- |
| 179 | +
|
| 180 | +## Download |
| 181 | +
|
| 182 | +**Direct link**: [LLMs.txt on GitHub](https://github.com/marcosf63/react-agent-framework/blob/main/LLMs.txt) |
| 183 | +
|
| 184 | +**Raw file**: [Raw LLMs.txt](https://raw.githubusercontent.com/marcosf63/react-agent-framework/main/LLMs.txt) |
| 185 | +
|
| 186 | +```bash |
| 187 | +# Download with curl |
| 188 | +curl -O https://raw.githubusercontent.com/marcosf63/react-agent-framework/main/LLMs.txt |
| 189 | +
|
| 190 | +# Download with wget |
| 191 | +wget https://raw.githubusercontent.com/marcosf63/react-agent-framework/main/LLMs.txt |
| 192 | +``` |
| 193 | + |
| 194 | +--- |
| 195 | + |
| 196 | +## Contribute |
| 197 | + |
| 198 | +Found an issue or want to improve LLMs.txt? |
| 199 | + |
| 200 | +1. [Open an issue](https://github.com/marcosf63/react-agent-framework/issues) |
| 201 | +2. [Submit a PR](https://github.com/marcosf63/react-agent-framework/pulls) |
| 202 | + |
| 203 | +The file is located at the repository root: `/LLMs.txt` |
| 204 | + |
| 205 | +--- |
| 206 | + |
| 207 | +## See Also |
| 208 | + |
| 209 | +- [Documentation Home](../index.md) |
| 210 | +- [API Reference](../api-reference/react-agent.md) |
| 211 | +- [Examples](../examples/basic-usage.md) |
| 212 | +- [GitHub Repository](https://github.com/marcosf63/react-agent-framework) |
0 commit comments