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Knowledge Base Q&A

10 preview projects.

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servers

Model Context Protocol Servers

MCP Tools Knowledge Base Q&A Code Review

Personal Workspace Preview

vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

Knowledge Retrieval Knowledge Base Q&A Workflow Automation

Personal Workspace Preview

mem0

Universal memory layer for AI Agents

MCP Tools Knowledge Base Q&A Structured Data Extraction

Research & Knowledge Management Preview

llama_index

LlamaIndex is the leading document agent and OCR platform

Knowledge Retrieval Knowledge Base Q&A Structured Data Extraction

Software Development & Delivery Preview

peft

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

Knowledge Retrieval Knowledge Base Q&A Workflow Automation

Security Review & Permission Governance Preview

instructor

structured outputs for llms

Knowledge Retrieval Knowledge Base Q&A Structured Data Extraction

Software Development & Delivery Preview

agent-framework

A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.

MCP Tools Knowledge Base Q&A Multi-agent Collaboration

Research & Knowledge Management Preview

Verba

Retrieval Augmented Generation (RAG) chatbot powered by Weaviate

Knowledge Retrieval Knowledge Base Q&A Workflow Automation

Tool Connections & Integrations Preview

langchain-mcp-adapters

LangChain 🔌 MCP

MCP Tools Knowledge Base Q&A Structured Data Extraction

Tool Connections & Integrations Preview

yantrikdb

Cognitive memory engine for AI agents — temporal decay, contradiction detection, autonomous consolidation, knowledge graph, ANN recall via HNSW. Embeddable Rust library with Python bindings; powers yantrikdb-server (HTTP gateway, MCP server, openraft cluster). AGPL.

MCP Tools Knowledge Base Q&A Natural-language Web Actions