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

MoonshotAI/Kimi-Dev

open-source coding LLM for software engineering tasks observed · 2026-08-28

github.com/MoonshotAI/Kimi-Dev · Python · NOASSERTION (other) observed · 2026-08-28

Health v2 · maintenance only

38/100

  • Activity 44
  • Release rhythm 35
  • Longevity 31

Flags: no_releases no_license

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 443
  • days_rel: n/a
  • days_push: 338
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1335 stars · 186 forks observed · 2026-08-28

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

Kimi-Dev-72B is an open-source coding LLM from Moonshot AI specialized in software engineering tasks like issue resolution and bug fixing, achieving state-of-the-art results on SWE-bench Verified among open models. The repository provides tooling to deploy the model with vLLM and run its two-stage file-localization and patch-generation pipeline on real repositories.

Use cases

  • resolve github issues automatically with an llm
  • patch real repositories to fix bugs
  • benchmark coding llms on swe-bench verified
  • self-host a 72b coding model with vllm
  • generate unit tests for code repair tasks
  • research rl training for software engineering agents

When to choose

  • you need an open-weights model tuned for issue resolution and repo-level bug fixing
  • you want to reproduce or compare SWE-bench Verified results
  • you have multi-GPU infrastructure to self-host a 72B model

When to avoid

  • you need a lightweight coding assistant without large GPU resources
  • you want a general-purpose chat model rather than a specialized repair pipeline
  • you need a hosted API service rather than self-deployment

Facets

library · maturity active

llm-inference llm-training machine-learning agent-framework large-language-models developer-tools artificial-intelligence python coding-llm swe-bench issue-resolution bug-fixing reinforcement-learning vllm 72b-model open-weights docker gpu linux

1 source

Member repositories

RepositoryRoleHealth v2
MoonshotAI/Kimi-Devmain38

For agents

markdown · JSON · MCP: product_card(name="MoonshotAI/Kimi-Dev")

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