Khanmigo alternatives

Stores full chat transcripts per student (visible to learner and teacher via dashboard). Layers over Khan Academy's existing mastery graph (exercise completion, skill progress) for cross-session topic awareness; cross-session memory is derived from structured… Full Khanmigo record →

  1. 1 SchoolAI Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (relational) · same retrieval (injection) · same conflict handling (append) · same memory unit (episode)

    OSS ? Self-host — Managed — MCP ? Compare with Khanmigo →

  2. 2 Memori Dedicated memory layers

    same storage (relational) · same retrieval (injection) · same conflict handling (append) · same memory unit (episode) · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 17k released 2026-05-28 Apache-2.0 Compare with Khanmigo →

  3. 3 DeepScribe Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (relational) · same retrieval (injection) · same memory unit (episode) · also offered managed

    OSS ? Self-host — Managed ✓ MCP ? Compare with Khanmigo →

  4. 4 Luminance Institutional Memory Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (relational) · same retrieval (injection) · same memory unit (episode) · also offered managed

    OSS ? Self-host — Managed ✓ MCP ? Compare with Khanmigo →

  5. 5 Nabla + Navina Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (relational) · same retrieval (injection) · same memory unit (episode) · also offered managed

    OSS ? Self-host — Managed ✓ MCP ? Compare with Khanmigo →

  6. 6 Suki AI Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (relational) · same retrieval (injection) · same memory unit (episode) · also offered managed

    OSS ? Self-host — Managed ✓ MCP ? Compare with Khanmigo →

  7. 7 Intercom Fin Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (relational) · same retrieval (injection) · same memory unit (episode) · also offered managed

    OSS ? Self-host — Managed ✓ MCP ✓ Compare with Khanmigo →

  8. 8 K Health Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (relational) · same retrieval (injection) · same memory unit (episode)

    OSS ? Self-host ? Managed ? MCP ? Compare with Khanmigo →

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.