Botpress LLMz alternatives

Per-plan vector-DB storage quota + LLMz autonomous engine (in-session working memory) + Knowledge Base (semantic search over uploaded docs). Long-term user memory persists across sessions. Full Botpress LLMz record →

  1. 1 CrewAI Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity, injection) · same conflict handling (llm-arbitrate) · same memory unit (episode) · also open source · also self-hostable

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 51k released 2026-10-14 MIT Compare with Botpress LLMz →

  2. 2 LangMem (LangChain) Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity, injection) · same conflict handling (llm-arbitrate) · same memory unit (episode) · also open source · also self-hostable

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 1.6k released 2025-10-27 MIT Compare with Botpress LLMz →

  3. 3 AGiXT Adaptive Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity) · same conflict handling (llm-arbitrate) · same memory unit (episode) · also open source · also self-hostable

    OSS ✓ Self-host ✓ Managed ✓ MCP ? ★ 3.2k released 2026-04-08 MIT Compare with Botpress LLMz →

  4. 4 Mastra Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity, injection) · same memory unit (episode) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 27k released 2026-10-21 Apache-2.0 (core; ee/ dirs under… Compare with Botpress LLMz →

  5. 5 Pydantic-AI + Hindsight Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity) · same memory unit (episode) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 20k released 2026-04-15 MIT Compare with Botpress LLMz →

  6. 6 Strands Agents Memory (AWS) Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity) · same conflict handling (llm-arbitrate) · same memory unit (episode) · also open source · also self-hostable

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 8.9k Apache-2.0 Compare with Botpress LLMz →

  7. 7 Langflow Memory Framework-embedded memory ⚠ acquired — acquired by DataStax

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity, injection) · same memory unit (episode) · also open source · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 156k released 2026-08-19 MIT Compare with Botpress LLMz →

  8. 8 Praison Memory Framework-embedded memory

    also in Framework-embedded memory · same storage (vector) · same retrieval (similarity) · same memory unit (episode) · also open source · also self-hostable · also has MCP

    OSS ✓ Self-host ✓ Managed ? MCP ✓ ★ 9.0k released 2026-10-19 MIT Compare with Botpress LLMz →

Ranked by shared memory design (storage, retrieval, conflict handling, memory unit), same section and shared must-haves (open source, self-hosting, MCP), with adoption as a tie-breaker. ✓ confirmed · — no · ? not in the catalog yet. Want picks for your own requirements? Use the chooser. Checking a whole project? Check your stack.