docs: Remove `docs/` and `../` prefixes from internal links across documentation files.

docs/HUGGINGFACE_SPACES_GUIDE.md

@@ -114,9 +114,9 @@ python3 run_ui.py
 
 ##  Documentation
 
-- [Quick Start](docs/QUICK_START.md)
-- [Architecture](docs/STRUCTURE.md)
-- [Developer Guide](docs/DEVELOPER_GUIDE.md)
+- [Quick Start](QUICK_START.md)
+- [Architecture](STRUCTURE.md)
+- [Developer Guide](DEVELOPER_GUIDE.md)
 
 ##  Support
 

docs/HUGGINGFACE_SPACES_SETUP.md

@@ -197,9 +197,9 @@ Each tool is fully compliant with MCP specification:
 
 ##  Documentation
 
-- [Quick Start Guide](docs/QUICK_START.md) - Get running in 2 minutes
-- [Developer Guide](docs/DEVELOPER_GUIDE.md) - Complete architecture
-- [Project Structure](docs/STRUCTURE.md) - Code organization
+- [Quick Start Guide](QUICK_START.md) - Get running in 2 minutes
+- [Developer Guide](DEVELOPER_GUIDE.md) - Complete architecture
+- [Project Structure](STRUCTURE.md) - Code organization
 
 ##  Architecture
 

docs/README_ENHANCED.md

@@ -276,18 +276,16 @@ Edit `~/.config/Claude/claude_desktop_config.json`:
 ##  Documentation
 
 ### User Guide
-- [Gradio Interface Usage](./docs/usage.md)
 - [Claude Desktop Setup](./CLAUDE_DESKTOP_SETUP.md)
 - [Deployment Guide](./DEPLOYMENT_GUIDE.md)
 
 ### Technical Documentation
-- [MCP Server Implementation](./docs/implementation.md)
-- [Tool Specifications](./docs/tools.md)
-- [API Reference](./docs/api.md)
+- [MCP Server Implementation](./implementation.md)
+- [Project Structure](./STRUCTURE.md)
 
 ### Development
-- [Contributing Guidelines](./CONTRIBUTING.md)
-- [Testing Guide](./docs/testing.md)
+- [Developer Guide](./DEVELOPER_GUIDE.md)
+- [Quick Start Guide](./QUICK_START.md)
 
 ---
 

docs/SETUP_GUIDES_OVERVIEW.md

@@ -9,13 +9,13 @@
 Choose based on your current task:
 
 ### I'm starting fresh
- Start with [QUICK_REFERENCE.md](../QUICK_REFERENCE.md) (2 mins)
+ Start with [QUICK_REFERENCE.md](QUICK_REFERENCE.md) (2 mins)
 
 ### I'm deploying to HuggingFace Spaces
  Read [DEPLOYMENT_GUIDE.md](DEPLOYMENT_GUIDE.md) (10 mins)
 
 ### I'm preparing for hackathon submission
- Use [HACKATHON_SUBMISSION_CHECKLIST.md](../HACKATHON_SUBMISSION_CHECKLIST.md) (5 mins review)
+ Use [HACKATHON_SUBMISSION_CHECKLIST.md](HACKATHON_SUBMISSION_CHECKLIST.md) (5 mins review)
 
 ### I want detailed HF Spaces reference
  Check [HUGGINGFACE_SPACES_SETUP.md](HUGGINGFACE_SPACES_SETUP.md) (15 mins)

docs/START_HERE.md

@@ -17,7 +17,7 @@ Key facts, deploy commands, quick fixes, all essentials.
 Want to deploy to HuggingFace Spaces right now?
 
 1. Read: [QUICK_REFERENCE.md](QUICK_REFERENCE.md) (2 min)
-2. Follow: [docs/DEPLOYMENT_GUIDE.md](docs/DEPLOYMENT_GUIDE.md) (10 min)
+2. Follow: [DEPLOYMENT_GUIDE.md](DEPLOYMENT_GUIDE.md) (10 min)
 3. Verify: Checklist at bottom of deployment guide
 4. Done! Your Space is live 🎉
 
@@ -28,7 +28,7 @@ Want to deploy to HuggingFace Spaces right now?
 Want to submit to the hackathon?
 
 **Timeline:**
-- Deployment (15 min) → [docs/DEPLOYMENT_GUIDE.md](docs/DEPLOYMENT_GUIDE.md)
+- Deployment (15 min) → [DEPLOYMENT_GUIDE.md](DEPLOYMENT_GUIDE.md)
 - Demo video (10 min) → Record yourself using the tool
 - Social post (5 min) → Post on Twitter/LinkedIn
 - Final check (5 min) → [HACKATHON_SUBMISSION_CHECKLIST.md](HACKATHON_SUBMISSION_CHECKLIST.md)
@@ -49,25 +49,24 @@ See [GUIDE_MAP.txt](GUIDE_MAP.txt) ← Visual decision tree
 | Guide | Time | Purpose |
 |-------|------|---------|
 | [QUICK_REFERENCE.md](QUICK_REFERENCE.md) | 2 min | Fast facts, links, checklists |
-| [docs/DEPLOYMENT_GUIDE.md](docs/DEPLOYMENT_GUIDE.md) | 10 min | Deploy to HF Spaces |
+| [DEPLOYMENT_GUIDE.md](DEPLOYMENT_GUIDE.md) | 10 min | Deploy to HF Spaces |
 | [HACKATHON_SUBMISSION_CHECKLIST.md](HACKATHON_SUBMISSION_CHECKLIST.md) | 5 min | Pre-submission checklist |
 | [SPACE_README_TEMPLATE.md](SPACE_README_TEMPLATE.md) | 5 min | Copy for your Space README |
 
 ### Reference Guides
 | Guide | Time | Purpose |
 |-------|------|---------|
-| [docs/HUGGINGFACE_SPACES_SETUP.md](docs/HUGGINGFACE_SPACES_SETUP.md) | 15 min | Detailed HF reference |
-| [docs/SETUP_GUIDES_OVERVIEW.md](docs/SETUP_GUIDES_OVERVIEW.md) | 5 min | Navigation hub |
+| [HUGGINGFACE_SPACES_SETUP.md](HUGGINGFACE_SPACES_SETUP.md) | 15 min | Detailed HF reference |
+| [SETUP_GUIDES_OVERVIEW.md](SETUP_GUIDES_OVERVIEW.md) | 5 min | Navigation hub |
 | [GUIDE_MAP.txt](GUIDE_MAP.txt) | 3 min | Visual map |
-| [SETUP_SUMMARY.md](SETUP_SUMMARY.md) | 10 min | What was created |
 
 ### Developer Guides (Optional)
 | Guide | Purpose |
 |-------|---------|
-| [docs/DEVELOPER_GUIDE.md](docs/DEVELOPER_GUIDE.md) | Architecture & development |
-| [docs/STRUCTURE.md](docs/STRUCTURE.md) | Project file organization |
-| [docs/QUICK_START.md](docs/QUICK_START.md) | Get running locally (2 min) |
-| [docs/CLAUDE_DESKTOP_SETUP.md](docs/CLAUDE_DESKTOP_SETUP.md) | Claude Desktop integration |
+| [DEVELOPER_GUIDE.md](DEVELOPER_GUIDE.md) | Architecture & development |
+| [STRUCTURE.md](STRUCTURE.md) | Project file organization |
+| [QUICK_START.md](QUICK_START.md) | Get running locally (2 min) |
+| [CLAUDE_DESKTOP_SETUP.md](CLAUDE_DESKTOP_SETUP.md) | Claude Desktop integration |
 
 ---
 
@@ -149,7 +148,7 @@ After deploying, you need:
 ## 🆘 Something Went Wrong?
 
 ### "Module not found" error
-→ Check [docs/DEPLOYMENT_GUIDE.md](docs/DEPLOYMENT_GUIDE.md) troubleshooting section
+→ Check [DEPLOYMENT_GUIDE.md](DEPLOYMENT_GUIDE.md) troubleshooting section
 
 ### OpenAI API error
 → Verify API key in Repository secrets
@@ -168,7 +167,7 @@ You're reading the quick entry point.
 
 ### Next Steps:
 - **Want quick facts?** → [QUICK_REFERENCE.md](QUICK_REFERENCE.md)
-- **Want to deploy?** → [docs/DEPLOYMENT_GUIDE.md](docs/DEPLOYMENT_GUIDE.md)
+- **Want to deploy?** → [DEPLOYMENT_GUIDE.md](DEPLOYMENT_GUIDE.md)
 - **Want checklist?** → [HACKATHON_SUBMISSION_CHECKLIST.md](HACKATHON_SUBMISSION_CHECKLIST.md)
 - **Want full navigation?** → [GUIDE_MAP.txt](GUIDE_MAP.txt)