Knowledge

# Add a document
praisonai knowledge add document.pdf

# Search knowledge base
praisonai knowledge search "API authentication"

# Add a single file
praisonai knowledge add document.pdf

# Add a directory
praisonai knowledge add ./docs/

# Add multiple files
praisonai knowledge add file1.pdf file2.txt file3.md

📚 Adding documents to knowledge base...

✅ Added: document.pdf
   • Pages: 45
   • Chunks: 128
   • Vectors: 128

Knowledge base updated successfully!
┌─────────────────────┬──────────────┐
│ Metric              │ Value        │
├─────────────────────┼──────────────┤
│ Total Documents     │ 12           │
│ Total Chunks        │ 1,456        │
│ Storage Size        │ 24.5 MB      │
└─────────────────────┴──────────────┘

praisonai knowledge search "How to authenticate API requests"

🔍 Searching knowledge base...

Found 5 relevant results:

1. [95% match] api-docs.pdf (page 23)
   "Authentication is handled via Bearer tokens. Include the token
   in the Authorization header: Authorization: Bearer <token>"

2. [87% match] security-guide.md (section 3.2)
   "All API requests must be authenticated. Unauthenticated requests
   will receive a 401 Unauthorized response."

3. [82% match] quickstart.txt (line 45)
   "To get started, first obtain an API key from the dashboard..."

4. [76% match] api-docs.pdf (page 25)
   "Token expiration is set to 24 hours by default..."

5. [71% match] faq.md
   "Q: How do I refresh my authentication token?..."

praisonai knowledge list

📚 Knowledge Base Contents:

┌────┬─────────────────────┬──────────┬────────┬─────────────────────┐
│ #  │ Document            │ Type     │ Chunks │ Added               │
├────┼─────────────────────┼──────────┼────────┼─────────────────────┤
│ 1  │ api-docs.pdf        │ PDF      │ 234    │ 2024-12-15 10:30    │
│ 2  │ security-guide.md   │ Markdown │ 45     │ 2024-12-15 10:32    │
│ 3  │ quickstart.txt      │ Text     │ 12     │ 2024-12-15 10:33    │
│ 4  │ faq.md              │ Markdown │ 28     │ 2024-12-16 09:15    │
│ 5  │ architecture.pdf    │ PDF      │ 156    │ 2024-12-16 14:20    │
└────┴─────────────────────┴──────────┴────────┴─────────────────────┘

Total: 5 documents, 475 chunks

praisonai knowledge info

📊 Knowledge Base Information:

┌─────────────────────────┬────────────────────────────┐
│ Property                │ Value                      │
├─────────────────────────┼────────────────────────────┤
│ Location                │ .praison/knowledge/        │
│ Vector Store            │ ChromaDB                   │
│ Embedding Model         │ text-embedding-3-small     │
│ Total Documents         │ 5                          │
│ Total Chunks            │ 475                        │
│ Total Vectors           │ 475                        │
│ Storage Size            │ 12.3 MB                    │
│ Last Updated            │ 2024-12-16 14:20:00        │
└─────────────────────────┴────────────────────────────┘

# Clear all documents
praisonai knowledge clear

⚠️  This will delete all documents from the knowledge base.
Are you sure? (y/N): y

🗑️  Clearing knowledge base...
✅ Knowledge base cleared successfully!

praisonai knowledge help

Knowledge Commands:

  praisonai knowledge add <file|dir>     - Add document(s) to knowledge base
  praisonai knowledge search <query>     - Search knowledge base
  praisonai knowledge list               - List indexed documents
  praisonai knowledge clear              - Clear knowledge base
  praisonai knowledge info               - Show knowledge base info

Options:
  --workspace <path>                     - Workspace directory (default: current)

# Add project documentation
praisonai knowledge add ./docs/

# Query documentation
praisonai "How do I configure the database?" --knowledge

# Add codebase
praisonai knowledge add ./src/

# Ask about code
praisonai "Explain the authentication flow" --knowledge

# Add research papers
praisonai knowledge add ./papers/

# Query research
praisonai knowledge search "machine learning optimization techniques"

# Enable knowledge for agent
praisonai "Answer based on the documentation" --knowledge

📚 Knowledge base enabled (5 documents)

╭─ Agent Info ─────────────────────────────────────────────────────────────────╮
│  👤 Agent: DirectAgent                                                       │
│  Role: Assistant                                                             │
│  📚 Knowledge: 5 documents, 475 chunks                                      │
╰──────────────────────────────────────────────────────────────────────────────╯

╭────────────────────────────────── Response ──────────────────────────────────╮
│ Based on the documentation, here's how to configure the database:            │
│                                                                              │
│ 1. Set the DATABASE_URL environment variable...                             │
│ [Response based on knowledge base content]                                   │
╰──────────────────────────────────────────────────────────────────────────────╯

📖 Sources:
  • api-docs.pdf (page 12)
  • quickstart.txt (section 2)