3535</p> -->
3636<p >
3737 <a href =" https://github.com/HKUDS/DeepCode/stargazers " ><img src =' https://img.shields.io/github/stars/HKUDS/DeepCode?color=00d9ff&style=for-the-badge&logo=star&logoColor=white&labelColor=1a1a2e ' /></a >
38+ <a href =' https://arxiv.org/abs/2512.07921 ' ><img src =" https://img.shields.io/badge/Paper-arXiv-orange?style=for-the-badge&logo=arxiv&logoColor=white&labelColor=1a1a2e " ></a >
3839 <img src =" https://img.shields.io/badge/🐍Python-3.13-4ecdc4?style=for-the-badge&logo=python&logoColor=white&labelColor=1a1a2e " >
39- <a href =" https://pypi.org/project/deepcode-hku/ " ><img src =" https://img.shields.io/pypi/v/deepcode-hku.svg?style=for-the-badge&logo=pypi&logoColor=white&labelColor=1a1a2e&color=ff6b6b " ></a >
40+ <!-- < a href="https://pypi.org/project/deepcode-hku/"><img src="https://img.shields.io/pypi/v/deepcode-hku.svg?style=for-the-badge&logo=pypi&logoColor=white&labelColor=1a1a2e&color=ff6b6b"></a> -- >
4041</p >
4142<p >
4243 <a href =" https://discord.gg/yF2MmDJyGJ " ><img src =" https://img.shields.io/badge/💬Discord-Community-7289da?style=for-the-badge&logo=discord&logoColor=white&labelColor=1a1a2e " ></a >
@@ -542,6 +543,16 @@ curl -O https://raw.githubusercontent.com/HKUDS/DeepCode/main/mcp_agent.secrets.
542543# Edit mcp_agent.secrets.yaml with your API keys and base_url:
543544# - openai: api_key, base_url (for OpenAI/custom endpoints)
544545# - anthropic: api_key (for Claude models)
546+ # - google: api_key (for Gemini models)
547+ # - openrouter: api_key (for unified access to multiple LLM providers)
548+
549+ # 🤖 Select your preferred LLM provider (optional)
550+ # Edit mcp_agent.config.yaml to choose your LLM (line ~106):
551+ # - llm_provider: "google" # Use Google Gemini models
552+ # - llm_provider: "anthropic" # Use Anthropic Claude models
553+ # - llm_provider: "openai" # Use OpenAI/compatible models
554+ # - llm_provider: "openrouter" # Use OpenRouter (single key for multiple providers)
555+ # Note: If not set or unavailable, will automatically fallback to first available provider
545556
546557# 🔑 Configure search API keys for web search (optional)
547558# Edit mcp_agent.config.yaml to set your API keys:
@@ -578,6 +589,14 @@ uv pip install -r requirements.txt
578589# Edit mcp_agent.secrets.yaml with your API keys and base_url:
579590# - openai: api_key, base_url (for OpenAI/custom endpoints)
580591# - anthropic: api_key (for Claude models)
592+ # - google: api_key (for Gemini models)
593+
594+ # 🤖 Select your preferred LLM provider (optional)
595+ # Edit mcp_agent.config.yaml to choose your LLM (line ~106):
596+ # - llm_provider: "google" # Use Google Gemini models
597+ # - llm_provider: "anthropic" # Use Anthropic Claude models
598+ # - llm_provider: "openai" # Use OpenAI/compatible models
599+ # Note: If not set or unavailable, will automatically fallback to first available provider
581600
582601# 🔑 Configure search API keys for web search (optional)
583602# Edit mcp_agent.config.yaml to set your API keys:
@@ -604,6 +623,14 @@ pip install -r requirements.txt
604623# Edit mcp_agent.secrets.yaml with your API keys and base_url:
605624# - openai: api_key, base_url (for OpenAI/custom endpoints)
606625# - anthropic: api_key (for Claude models)
626+ # - google: api_key (for Gemini models)
627+
628+ # 🤖 Select your preferred LLM provider (optional)
629+ # Edit mcp_agent.config.yaml to choose your LLM (line ~106):
630+ # - llm_provider: "google" # Use Google Gemini models
631+ # - llm_provider: "anthropic" # Use Anthropic Claude models
632+ # - llm_provider: "openai" # Use OpenAI/compatible models
633+ # Note: If not set or unavailable, will automatically fallback to first available provider
607634
608635# 🔑 Configure search API keys for web search (optional)
609636# Edit mcp_agent.config.yaml to set your API keys:
@@ -855,16 +882,39 @@ We're continuously enhancing DeepCode with exciting new features:
855882
856883---
857884
885+ <div align="left">
886+
887+ # ## 📖 **Citation**
888+
889+
890+ If you find DeepCode useful in your research or applications, please kindly cite :
891+
892+ ` ` `
893+ @misc{li2025deepcodeopenagenticcoding,
894+ title={DeepCode: Open Agentic Coding},
895+ author={Zongwei Li and Zhonghang Li and Zirui Guo and Xubin Ren and Chao Huang},
896+ year={2025},
897+ eprint={2512.07921},
898+ archivePrefix={arXiv},
899+ primaryClass={cs.SE},
900+ url={https://arxiv.org/abs/2512.07921},
901+ }
902+ ` ` `
903+
904+ ---
905+
906+
858907# ## 📄 **License**
859908
909+ <div align="center">
910+
860911<img src="https://img.shields.io/badge/License-MIT-4ecdc4?style=for-the-badge&logo=opensourceinitiative&logoColor=white" alt="MIT License">
861912
862913**MIT License** - Copyright (c) 2025 Data Intelligence Lab, The University of Hong Kong
863914
864915---
865916
866917
867-
868918<img src="https://visitor-badge.laobi.icu/badge?page_id=deepcode.readme&style=for-the-badge&color=00d4ff" alt="Visitors">
869919
870- </div>
920+ </div>
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