Reflection AI alternatives

Founded 2024 by Misha Laskin and Ioannis Antonoglou (ex-DeepMind). Pivoted from autonomous coding agents (Asimov) to open-weight frontier models: its first open-weight model Beam is a 501B-parameter MoE built for coding, reasoning and agentic workloads… Full Reflection AI record →

  1. 1 CrewAI Enterprise (now CrewAI AMP) Multi-agent orchestration platforms ⚠ renamed — now CrewAI AMP

    also in Multi-agent orchestration platforms · same memory unit (turn) · also self-hostable · also offered managed

    OSS — Self-host ✓ Managed ✓ MCP ✓ ★ 59k proprietary (CrewAI AMP); MIT OSS core Compare with Reflection AI →

  2. 2 Sema4.ai Multi-agent orchestration platforms

    also in Multi-agent orchestration platforms · same memory unit (turn) · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 650 released 2025-12-17 Apache 2.0 (Robocorp framework) Compare with Reflection AI →

  3. 3 Lindy Multi-agent orchestration platforms

    also in Multi-agent orchestration platforms · same memory unit (turn) · also offered managed

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

  4. 4 MultiOn (now AGI, Inc.) Multi-agent orchestration platforms ⚠ renamed — now AGI, Inc.

    also in Multi-agent orchestration platforms · same memory unit (turn) · also offered managed

    OSS ? Self-host — Managed ✓ MCP ✓ released 2024-10-08 Compare with Reflection AI →

  5. 5 Imbue (formerly Generally Intelligent) Multi-agent orchestration platforms

    also in Multi-agent orchestration platforms · same memory unit (turn)

    OSS ? Self-host ? Managed ? MCP ? ★ 430 Compare with Reflection AI →

  6. 6 Adept ACT Multi-agent orchestration platforms

    also in Multi-agent orchestration platforms · same memory unit (turn)

    OSS ? Self-host ? Managed ? MCP ? Compare with Reflection AI →

  7. 7 Browser Use Computer-use & desktop agents

    same memory unit (turn) · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 119k MIT Compare with Reflection AI →

  8. 8 OpenHands Agent IDEs & coding harnesses

    same memory unit (turn) · also self-hostable · also offered managed

    OSS ✓ Self-host ✓ Managed ✓ MCP ✓ ★ 92k released 2026-09-25 MIT Compare with Reflection AI →

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.