efka

EFKA (Embed-Free Knowledge Agent) is a file system-based knowledge management solution built on Claude's Agent SDK. Instead of relying on vector embeddings and similarity search, it uses intelligent agent reasoning to navigate your knowledge base directly, reading complete documents and sections to preserve context. This approach eliminates chunking complexity, semantic drift, and embedding quality issues. EFKA is ideal for operations teams, support departments, and enterprises that prioritize answer accuracy and transparency over raw speed, with response times typically in the 10-30 second range.

["Prepare your knowledge base: Organize documents in a folder structure (e.g., /operations/supplier_docs/) with clear filenames and update timestamps. Use plain text or markdown for best compatibility.","Define your query: Frame the [QUERY] as a specific operational question (e.g., 'What is the SLA for ticket resolution?'). Avoid vague or overly broad questions.","Specify the folder path: Provide the [FOLDER_PATH] where your knowledge base is stored (e.g., /operations/it_support/). Ensure the AI agent has read access to this directory.","Run the query: Paste the prompt into your AI tool (e.g., Claude, ChatGPT with Agent SDK) and execute. Review the response for accuracy and completeness.","Iterate if needed: If the response is incomplete, refine the query or check the folder path for missing documents. For complex topics, break the query into sub-questions."]