Ross ROSS = Recommend OSS · open-source software intelligence for agents

meituan-longcat/LongCat-Flash-Chat resource

None observed · 2026-08-28

github.com/meituan-longcat/LongCat-Flash-Chat · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

58/100

  • Activity 89
  • Release rhythm 35
  • Longevity 26

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 368
  • days_rel: n/a
  • days_push: 71
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1365 stars · 74 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

LongCat-Flash-Chat is the official repository for Meituan's LongCat-Flash, a 560-billion-parameter Mixture-of-Experts (MoE) foundation language model with dynamic parameter activation (~27B average per token). The repo provides model weights, technical documentation, and inference guidance for this non-thinking chat model optimized for agentic tasks.

Use cases

  • download and run a large open-weight MoE language model
  • serve a chat model for agentic workflows
  • evaluate LongCat-Flash against other leading LLMs
  • deploy efficient LLM inference with high tokens-per-second throughput
  • fine-tune or build on top of an open foundation model
  • study MoE architecture with shortcut-connected design

When to choose

  • you need a powerful open-weight MoE chat model with strong agentic capabilities
  • you want cost-efficient inference with dynamic computation activation
  • you need a non-thinking foundation model for building agents

When to avoid

  • you lack GPU infrastructure for a 560B-parameter model
  • you need a small model for edge or local laptop use
  • you need a reasoning/thinking model rather than a foundation chat model

Facets

learning-resource · maturity active

llm-inference machine-learning deep-learning large-language-models artificial-intelligence python mixture-of-experts foundation-model open-weights huggingface meituan longcat-flash agentic-tasks model-weights ai-agents gpu linux docker

1 source

Member repositories

RepositoryRoleHealth v2
meituan-longcat/LongCat-Flash-Chatmain58

For agents

markdown · JSON · MCP: product_card(name="meituan-longcat/LongCat-Flash-Chat")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem