Recommender

Phase 2 recommender surfaces — positioning (anchor mode) and constraint-matching (Gate 4). Cells with LLM-unverified provenance are excluded from scoring and surfaced as caveats per spec §3.4.

Deterministic keyword/synonym matching — no LLM, so the same description always parses to the same constraints (Phase 2 §4).

Parsed as

Use cases
Long-running session, Multi-agent coordination, Offline-capable
Matched: long runningmulti agentoffline
Unmatched: none

Memory — 5 candidates

  • π0.5 (Physical Intelligence)

    score 0.000

    0-5-physical-intelligence--pi-website

    $/Mtok in
    searched not found
    Cost tier
    searched not found
    Capability score
    58 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Scoped agentic, Latency-sensitive, Long-running session LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Abridge

    score 0.000

    abridge--abridge-com

    Capability score
    55 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Scoped agentic, Analytical summarization LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Acuvity (now Proofpoint)

    score 0.000

    acuvity-now-proofpoint--acuvity-ai

    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Adaptive-RAG

    score 0.000

    adaptive-rag--gh-starsuzi-adaptive-rag

    $/Mtok in
    searched not found
    Cost tier
    searched not found
    Capability score
    52 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Memory-augmented chat, Analytical summarization LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Agency Swarm

    score 0.000

    agency-swarm--gh-vrsen-agency-swarm

    $/Mtok in
    searched not found
    Cost tier
    searched not found
    Capability score
    55 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Multi-agent coordination, Scoped agentic LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified

Harness — 5 candidates

  • 11x.ai

    score 0.000

    11x-ai--11x-ai

    Capability score
    58 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Scoped agentic, Long-running session LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • 6sense

    score 0.000

    6sense--6sense-com

    Capability score
    55 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Scoped agentic, Analytical summarization LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Adept ACT

    score 0.000

    adept-act--adept-ai

    Capability score
    55 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Multi-agent coordination, Scoped agentic LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Aider (harness)

    score 0.000

    aider-harness--aider-chat

    $/Mtok in
    0
    Cost tier
    free
    Capability score
    72 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Code generation, Scoped agentic LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • AlphaSense

    score 0.000

    alphasense--alpha-sense-com

    Capability score
    68 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Analytical summarization, Scoped agentic LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified

Model — 5 candidates

  • 01.AI Yi family

    score 0.000

    01-ai-yi-family--01-ai

    $/Mtok in
    0.14 LLM, unverified
    Cost tier
    budget LLM, unverified
    Capability score
    72 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Scoped agentic, Code generation, Analytical summarization, Memory-augmented chat LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • 1X Technologies

    score 0.000

    1x-technologies--1x-tech

    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Agility Robotics

    score 0.000

    agility-robotics--agilityrobotics-com

    Cost tier
    premium LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Alibaba Qwen 3 family

    score 0.000

    alibaba-qwen-3-family--qwenlm-github-io

    $/Mtok in
    0.10 LLM, unverified
    Cost tier
    mid LLM, unverified
    Capability score
    84 LLM, unverified
    Capability band
    frontier LLM, unverified
    Use cases
    Scoped agentic, Code generation, Analytical summarization, Memory-augmented chat LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified
  • Amazon Nova family

    score 0.000

    amazon-nova-family--aboutamazon-com

    $/Mtok in
    0.035 LLM, unverified
    Cost tier
    premium LLM, unverified
    Capability score
    70 LLM, unverified
    Capability band
    competent LLM, unverified
    Use cases
    Scoped agentic, Code generation, Analytical summarization, Memory-augmented chat LLM, unverified
    • use-case-tags excluded from ranking — LLM-unverified
    • use-case-anti-tags excluded from ranking — LLM-unverified