Skild Brain alternatives

Real-time simultaneous inference + data collection — dynamically updates in-context representation as the robot encounters new situations. Lets the system adapt to novel embodiments / unseen environments without explicit fine-tuning. Full Skild Brain record →

  1. 1 Tesla FSD V13 — Occupancy + 4D World (now FSD v14) Vertical / domain-specific AI memory ⚠ renamed — now FSD v14

    also in Vertical / domain-specific AI memory · same storage (vector) · same retrieval (attention) · same conflict handling (overwrite) · same memory unit (episode)

    OSS ? Self-host — Managed — MCP ? released 2026-07-21 Compare with Skild Brain →

  2. 2 Figure Helix Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (vector) · same retrieval (attention) · same conflict handling (overwrite) · same memory unit (episode) · also offered managed

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

  3. 3 Luminance Institutional Memory Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (vector) · same retrieval (similarity) · same conflict handling (overwrite) · same memory unit (episode) · also offered managed

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

  4. 4 π0.5 (Physical Intelligence) Vertical / domain-specific AI memory

    also in Vertical / domain-specific AI memory · same storage (vector) · same retrieval (attention, similarity) · same memory unit (episode) · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ? ★ 13k Apache-2.0 (openpi repo; repo also ships a… Compare with Skild Brain →

  5. 5 Agno (Phidata) Memory Framework-embedded memory

    same storage (vector) · same retrieval (similarity) · same conflict handling (overwrite) · same memory unit (episode) · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 43k released 2026-10-21 Apache-2.0 Compare with Skild Brain →

  6. 6 NVIDIA ReMEmbR Vertical / domain-specific AI memory

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

    OSS — Self-host ✓ Managed — MCP ? ★ 359 Custom Compare with Skild Brain →

  7. 7 OpenAI Agents SDK Memory Framework-embedded memory

    same storage (vector) · same retrieval (similarity) · same conflict handling (overwrite) · same memory unit (episode) · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 29k released 2026-10-15 MIT Compare with Skild Brain →

  8. 8 Google ADK Memory Framework-embedded memory

    same storage (vector) · same retrieval (similarity) · same conflict handling (overwrite) · same memory unit (episode) · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 21k released 2026-08-07 Apache-2.0 Compare with Skild Brain →

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.