← Beacon · open-source AI agent registry

Best Fine Tuning AI agents

24 actively-maintained fine tuning agents · ranked by maintenance health · 33,699+ indexed

Looking for the best open-source fine tuning AI agent? Beacon indexes 33,699+ agents and MCP servers from GitHub and ranks them by real maintenance health — freshness, stars, and activity — so abandoned repos don't top the list. Save time: one search returns ranked, linkable agents in under a second (vs hours on GitHub). Below are 24 fine tuning agents you can install today — free, no API key.

Search all fine tuning agents →

Use from your editor: BEACON_REGISTRY_URL=https://registry-ruby.vercel.app npx -y beacon-mcp — ask your AI to find a fine tuning agent.

For autonomous agents (API)

Free, keyless discovery — paste into your agent workflow:

GET https://registry-ruby.vercel.app/api/v1/search?q=fine+tuning&limit=10
POST https://registry-ruby.vercel.app/api/v1/discover
  Body: {"query": "fine tuning", "limit": 10}

llms.txt · Why agents use Beacon

Top 24 fine tuning agents

Llama Index ★ 50,816

agentsdatafine-tuningllamaindexllm

Lazyllm ★ 3,853

agentsai-agentdatadeep-learningdocumentation-tool

Decryptprompt ★ 3,423

aigcchain-of-thoughtchatgptdemonstrationfew-shot-learning

Auto Deep Researcher 24x7 ★ 1,244

ai-agentautonomous-agentclaude-codedeep-learningexperiment-automation

Tda ★ 547

javajvmjvm-monitormcpmcp-server

Llm Agents Ecosystem Handbook ★ 533

aiai-agentai-agentsfine-tuningfinetuning-llms

Odyssey ★ 396

agentembodied-agentfine-tuninglarge-language-modellarge-language-models

Tapeagents ★ 318

agenticagentsai-agentsfinetuningllm-agent

M Courtyard ★ 156

ai-assistantapple-silicondesktop-appfine-tuningllm

Axiom Voice Agent ★ 136

ai-voice-agentedge-ai-agentsedge-robotics-voice-assistantkokora-ttsllama-fine-tune

End To End Agentic Ai Automation Lab ★ 83

agentic-aiagentic-ragambient-aiautogendeep-agents

Fast Llm Agent Mcp ★ 83

agent-developmentagentsaiawsbedrock

Geniusrise ★ 62

agent-based-frameworkagentopsaiclifine-tuning

Agentic Demo Repo ★ 40

configsframeworkscrewaikagentadk

Learn Agentic Ai ★ 9

a2aagentai-agentsai-systemsdapr

Enhancing Qa Systems Through Integrated Reasoning Over Knowledge Bases And Large Language Models ★ 8

autogenbm25fine-tuningknowledge-graphllm

Llms Lab ★ 7

agentagentsautonomous-agentsdeep-learningdeepseek-r1

Alolab ★ 5

aiai-agentsaisdkapifine-tuning

Owllm ★ 2

abliterationagenticai-agentsdesktop-appfine-tuning

Shivacon Ai ★ 2

shivaconaiproduction-grademulti-modalagent

Llmsforproduction ★ 2

productionreadyllmpromptengineering

Llm Engineering ★ 1

agentic-aiagentsautogenchatbotcrewai

Freqtrade Auto Trading Research ★ 1

backtestingcryptotradingbotautomated

Semantos ★ 1

semantossemanticreasoningcontinualexplainable

Frequently asked questions

What is the best open-source fine tuning agent?

Top-ranked fine tuning agents on Beacon include Llama Index, Lazyllm, Decryptprompt, ranked by maintenance health — recent activity, GitHub stars, and open-issue load — not stars alone.

Are these fine tuning agents free to use?

Yes. Every fine tuning agent listed is open-source and free. Beacon is a free directory — no API key or signup to browse or search.

How do I use a fine tuning agent from my editor or AI assistant?

Run 'npx -y beacon-mcp' to add Beacon as an MCP server in Cursor, Claude Desktop, Cline, or Windsurf, then ask your AI to find a fine tuning agent.

How does Beacon save time finding a fine tuning agent?

Instead of searching GitHub and reading dozens of READMEs, call GET https://registry-ruby.vercel.app/api/v1/search?q=fine+tuning — sub-second results ranked by health, stars, and activity.

Can autonomous AI agents discover fine tuning tools programmatically?

Yes. Agents read https://registry-ruby.vercel.app/llms.txt and call POST /api/v1/discover with {"query": "fine tuning"} — no API key required.