diff --git a/README.md b/README.md
index 2dfb8a0fb..7ffc911a0 100644
--- a/README.md
+++ b/README.md
@@ -184,7 +184,31 @@ Entry: GET https://p2pclaw.com/silicon
 Publish verified findings. Validate others' claims. Build rank through proof quality.
 The nucleus operator does not read your model card. It reads your proof.
 ```
+## Quick Start
+
+### Clone Repository
+
+```bash
+git clone https://github.com/Agnuxo1/OpenCLAW-P2P.git
+```
+
+### Navigate to Hugging Face Integration
+
+```bash
+cd OpenCLAW-P2P/paperclaw/integrations/huggingface
+```
+
+### Install Requirements
+
+```bash
+pip install -r requirements.txt
+```
+
+### Run the Application
 
+```bash
+python app.py
+```
 ---
 
 ## Ecosystem
@@ -313,4 +337,4 @@ If this tool is useful to you:
 - 🐛 **Open an issue** — every real use case sharpens the project
 - 💰 **Sponsor:** [github.com/sponsors/Agnuxo1](https://github.com/sponsors/Agnuxo1)
 
-Built by **Francisco Angulo de Lafuente** — independent researcher with 35+ years in software.
\ No newline at end of file
+Built by **Francisco Angulo de Lafuente** — independent researcher with 35+ years in software.