PrivateGPT alternatives (2026)

PrivateGPT is a frameworks tool: Open-source API layer that turns local models into private AI applications, with RAG, tools, skills, MCP and text-to-SQL on any OpenAI-compatible server. Pricing, as the maker states it: Open source. Its GitHub repo has 57,594 stars. We found 127 tools in the directory that do overlapping work (building AI agents, data analysis, working with documents); 122 of them are open source and 1 list a free or freemium plan. Below are the 10 closest, ranked by how many tasks and sub-tasks they share with PrivateGPT, then by GitHub stars.

1. llmware (Open source): Framework for building private, local RAG and agent applications with small specialized models on AI PCs, edge and self-hosted setups. Consider it because it also covers agent frameworks and SDKs.
2. LlamaIndex (Open source + cloud): Framework for agents over your data (RAG, document agents). Consider it because it also covers agent frameworks and SDKs.
3. txtai (Open source): All-in-one Python framework for semantic search, LLM orchestration and agents built on an embeddings database of vector, graph and relational indexes. Consider it because it also covers multi-agent orchestration and agent frameworks and SDKs.
4. UltraRAG (Open source): Low-code MCP-based framework from OpenBMB for building and debugging complex RAG pipelines with visible reasoning logic. Consider it because it also covers agent frameworks and SDKs.
5. RAGFlow (Open source + cloud): Open-source RAG engine with deep document parsing and agent features for building grounded question-answering over your files. Consider it because it has more GitHub stars (92,335 vs 57,594).
6. AstrBot (Open source): Open-source agent chatbot platform and framework that connects LLMs, plugins and tools to mainstream messaging apps for assistants, support bots and knowledge bases. Consider it because it also covers agent frameworks and SDKs.
7. PageIndex (Open source + cloud): Document index for reasoning-based, vectorless RAG that lets agents navigate long documents like a table of contents. Consider it because it does the same job with a different approach (open source + cloud).
8. DSPy (Open source): Stanford framework for programming rather than prompting language models, with optimizers that tune prompts and weights for RAG pipelines and agent loops. Consider it because it also covers agent frameworks and SDKs.
9. Haystack (Open source + cloud): Open-source orchestration framework for building production LLM apps, RAG and agents. Consider it because it also covers multi-agent orchestration and agent frameworks and SDKs.
10. DocETL (Open source): System for agentic, LLM-powered document processing and ETL pipelines from UC Berkeley. Consider it because it does the same job with a different approach (open source).

PrivateGPT vs alternatives at a glance

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Alternatives are picked from directory data only: same category plus shared tasks and sub-tasks. Pricing is as each maker states it; GitHub stars as recorded on each listing.