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

OpenBMB/MiniCPM

MiniCPM5-1B: A SOTA 1B on-device LLM, small yet powerful. observed · 2026-08-28

github.com/OpenBMB/MiniCPM · Jupyter Notebook · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

75/100

  • Activity 94
  • Release rhythm 54
  • Longevity 67
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: 328
  • age_days: 947
  • days_rel: 99
  • days_push: 37
  • n_releases_24m: 2

Full methodology

Adoption not part of the score

10250 stars · 693 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

MiniCPM is a family of small, state-of-the-art on-device language models from OpenBMB, with MiniCPM5-1B being a dense 1B Transformer for local and resource-constrained deployment. The repository provides model weights, deployment cookbooks, fine-tuning guides, and agent skills for major inference backends.

Use cases

  • run a small LLM locally on-device
  • deploy a 1B language model on resource-constrained hardware
  • fine-tune a compact open-source LLM
  • build an agent with local tool-use model
  • hybrid reasoning chatbot that can toggle thinking mode
  • efficient inference with million-token context

When to choose

  • you need a powerful small LLM that runs on-device or offline
  • you want open-source SOTA quality in the 1B size class
  • you need both fast chat and deliberate reasoning from one checkpoint
  • you want cookbooks for multiple inference and fine-tuning backends

When to avoid

  • you need frontier-level reasoning only large models provide
  • you want a hosted API rather than self-managed weights
  • you need multimodal vision capabilities, which live in the separate MiniCPM-V repo

Facets

library · maturity active

llm-inference llm-training machine-learning agent-framework large-language-models artificial-intelligence python cross-platform self-hosted on-device-llm small-language-model hybrid-reasoning model-weights fine-tuning edge-deployment natural-language-processing gpu

1 source

Member repositories

RepositoryRoleHealth v2
OpenBMB/MiniCPMmain75

For agents

markdown · JSON · MCP: product_card(name="OpenBMB/MiniCPM")

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