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What is gmgn-minicpm?

dvictor357/gmgn-minicpm — explained in plain English

Analysis updated 2026-05-18

0TypeScriptAudience · developerComplexity · 4/5LicenseSetup · hard

In one sentence

gmgn-minicpm runs a small local AI model that answers crypto research questions by calling the read-only gmgn-cli tool, with no cloud AI cost and fund-moving commands blocked.

Mindmap

mindmap
  root((gmgn-minicpm))
    What it does
      Local model tool calling
      Bridges to gmgn-cli
      Read only crypto research
    Tech stack
      TypeScript
      Node.js
      MiniCPM5-1B
      llama.cpp
    Use cases
      Smart money queries
      Offline token research
      Trending token watchers
    Safety
      No fund moving tools
      Argument validation
      Token generation caps

Code map

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filefunction / class

What do people build with it?

USE CASE 1

Ask a local AI model what smart money is buying on a chain like Solana without any cloud API cost.

USE CASE 2

Run a fully offline crypto research assistant that reads token, wallet, and market data through gmgn-cli.

USE CASE 3

Build an always-on watcher that monitors trending tokens or wallet activity using a small local model.

USE CASE 4

Inspect exactly which gmgn-cli commands are exposed to the model, since fund-moving commands are hard blocked.

What is it built with?

TypeScriptNode.jsMiniCPM5-1Bllama.cpp

How does it compare?

dvictor357/gmgn-minicpm0xradioac7iv/tempfs52191314/web-agent-proxy-sdk
Stars000
LanguageTypeScriptTypeScriptTypeScript
Setup difficultyhardmoderatemoderate
Complexity4/53/54/5
Audiencedeveloperdeveloperdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · hard Time to first run · 1h+

Requires Node.js 24 or newer, a configured gmgn-cli API key, and a local model server such as llama.cpp or SGLang.

MIT license, use freely including commercially as long as the copyright notice is kept.

So what is it?

gmgn-minicpm lets a small AI model run entirely on your own computer to answer crypto research questions using the GMGN data platform, instead of sending your questions to a cloud AI provider like Claude or GPT. It uses MiniCPM5-1B, a roughly one billion parameter model small enough to run locally, and connects it to the existing gmgn-cli command line tool through a small TypeScript bridge with no other dependencies. When you ask a question such as what smart money is buying on Solana right now, the local model decides which gmgn-cli command answers it, the bridge runs that command as a plain subprocess without a shell, and the resulting JSON data is fed back to the model so it can form an answer. Because the model and the bridge both run on your own machine, there is no ongoing API bill for the AI itself. You only pay for GMGN's own data access. This is explicitly a read-only, version one release. Only research tools that look up token, market, wallet, and portfolio information are registered with the model. Any command that could move funds, such as swap or order commands, is left out of the tool list entirely and is also actively blocked inside the bridge, since a small model running in an automated loop should never be able to move money on its own. The documentation is clear that this tool only reads data and provides no financial advice. Running it requires a recent version of Node.js, the gmgn-cli tool configured with an API key, and a local server exposing MiniCPM5-1B through an OpenAI style chat interface, either llama.cpp on Apple Silicon or CPU, or SGLang on NVIDIA hardware. The project also includes safeguards for working with a small model, such as capping how many tokens it can generate and truncating oversized tool results, since a 1B model can otherwise spiral into invalid output. Planned future work includes fine-tuning the model on GMGN specific examples and adding fund-moving actions behind a mandatory human confirmation step. The project is released under the MIT license.

Copy-paste prompts

Prompt 1
Help me set up gmgn-minicpm with llama.cpp on Apple Silicon to serve MiniCPM5-1B locally.
Prompt 2
What is smart money buying on Solana right now, using gmgn-minicpm's local agent?
Prompt 3
Explain how gmgn-minicpm's bridge blocks fund-moving commands like swap and order.
Prompt 4
Walk me through gmgn-minicpm's tool list using the --list-tools command.
Prompt 5
Show me how to configure gmgn-cli with an API key before running gmgn-minicpm.

Frequently asked questions

What is gmgn-minicpm?

gmgn-minicpm runs a small local AI model that answers crypto research questions by calling the read-only gmgn-cli tool, with no cloud AI cost and fund-moving commands blocked.

What language is gmgn-minicpm written in?

Mainly TypeScript. The stack also includes TypeScript, Node.js, MiniCPM5-1B.

What license does gmgn-minicpm use?

MIT license, use freely including commercially as long as the copyright notice is kept.

How hard is gmgn-minicpm to set up?

Setup difficulty is rated hard, with roughly 1h+ to a first successful run.

Who is gmgn-minicpm for?

Mainly developer.

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