RepoAgent: An LLM-Powered Open-Source Framework for Repository-level Code Documentation Generation
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Cited by 29 in LLM agents and tool use, but placed by its own abstract, which didn’t fit.
Abstract (arXiv)
Generative models have demonstrated considerable potential in software engineering, particularly in tasks such as code generation and debugging. However, their utilization in the domain of code documentation generation remains underexplored. To this end, we introduce RepoAgent, a large language model powered open-source framework aimed at proactively generating, maintaining, and updating code documentation. Through both qualitative and quantitative evaluations, we have validated the effectiveness of our approach, showing that RepoAgent excels in generating high-quality repository-level documentation. The code and results are publicly accessible at https://github.com/OpenBMB/RepoAgent.
Key facts. Cited by 69 papers in the map (data through 7 Oct 2026). Builds on 17 of its 42 references that are in the map. First posted on arXiv 26 Feb 2024.
Builds on
17 of 42 references.
References · 17
- 2017Attention Is All You Needcited by 59,932
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,491
- 2021Evaluating Large Language Models Trained on Codecited by 8,053
- 2023Code Llama: Open Foundation Models for Codecited by 2,105
- 2023ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIscited by 1,880
- 2023MetaGPT: Meta Programming for A Multi-Agent Collaborative Frameworkcited by 1,761
- 2022CodeGen: An Open Large Language Model for Code with Multi-Turn Program Synthesiscited by 876
- 2023StarCoder: may the source be with you!cited by 790
- 2023Tool Learning with Foundation Modelscited by 302
- 2016A Convolutional Attention Network for Extreme Summarization of Source Codecited by 90
- 2023Lemur: Harmonizing Natural Language and Code for Language Agentscited by 71
5 more
- 2022Automatic Code Documentation Generation Using GPT-3cited by 37
- 2023ProAgent: From Robotic Process Automation to Agentic Process Automationcited by 26
- 2023A Prompt Learning Framework for Source Code Summarizationcited by 9
- 2023Enhancing Open-Domain Task-Solving Capability of LLMs via Autonomous Tool Integration from GitHubcited by 7
- 2023gDoc: Automatic Generation of Structured API Documentationcited by 2
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Citing papers per year: 2024: 22; 2025: 25; 2026: 22.
69 papers.
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- 2024LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Codecited by 1,906
- 2025UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learningcited by 205
- 2024Large Language Model-Based Agents for Software Engineering: A Surveycited by 173
- 2024RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrievalcited by 114
- 2025SWE-PolyBench: A multi-language benchmark for repository level evaluation of coding agentscited by 80
- 2025Paper2Code: Automating Code Generation from Scientific Papers in Machine Learningcited by 67
- 2024CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databasescited by 62
- 2024Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Explorationcited by 58
- 2024Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvementcited by 57
- 2024Long Code Arena: a Set of Benchmarks for Long-Context Code Modelscited by 48
- 2024AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile Methodologycited by 45
- 2024HelloBench: Evaluating Long Text Generation Capabilities of Large Language Modelscited by 42
38 more
- 2025EnvBench: A Benchmark for Automated Environment Setupcited by 36
- 2025Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Datacited by 27
- 2025Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Taskscited by 27
- 2025Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Computecited by 25
- 2024The Future of AI-Driven Software Engineeringcited by 23
- 2025RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solvingcited by 19
- 2025Shop-R1: Rewarding LLMs to Simulate Human Behavior in Online Shopping via Reinforcement Learningcited by 19
- 2024VersiCode: Towards Version-controllable Code Generationcited by 14
- 2024LiCoEval: Evaluating LLMs on License Compliance in Code Generationcited by 13
- 2025AgentMaster: A Multi-Agent Conversational Framework Using A2A and MCP Protocols for Multimodal Information Retrieval and Analysiscited by 13
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligencecited by 13
- 2025MatTools: Benchmarking Large Language Models for Materials Science Toolscited by 11
- 2026LookaheadKV: Fast and Accurate KV Cache Eviction by Glimpsing into the Future without Generationcited by 11
- 2025Agent-S: LLM Agentic workflow to automate Standard Operating Procedurescited by 10
- 2025CLOVER: A Test Case Generation Benchmark with Coverage, Long-Context, and Verificationcited by 7
- 2024AgentGroupChat: An Interactive Group Chat Simulacra For Better Eliciting Emergent Behaviorcited by 6
- 2024CursorCore: Assist Programming through Aligning Anythingcited by 6
- 2024Leveraging Large Language Models in Code Question Answering: Baselines and Issuescited by 6
- 2026DeployBench: Benchmarking LLM Agents for Research Artifact Deploymentcited by 6
- 2024Crystal: Illuminating LLM Abilities on Language and Codecited by 5
- 2025See, Think, Act: Online Shopper Behavior Simulation with VLM Agentscited by 5
- 2026RepoRepair: Leveraging Code Documentation for Repository-Level Automated Program Repaircited by 5
- 2026VeriCache: Turning Lossy KV Cache into Lossless LLM Inferencecited by 5
- 2024Repository Structure-Aware Training Makes SLMs Better Issue Resolvercited by 4
- 2024Fortran2CPP: Automating Fortran-to-C++ Translation using LLMs via Multi-Turn Dialogue and Dual-Agent Integrationcited by 4
- 2025LLM Agents for Automated Web Vulnerability Reproduction: Are We There Yet?cited by 4
- 2025Gistify! Codebase-Level Understanding via Runtime Executioncited by 4
- 2024Repository-Level Graph Representation Learning for Enhanced Security Patch Detectioncited by 3
- 2026Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Timecited by 3
- 2026Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agentscited by 3
- 2024DocuMint: Docstring Generation for Python using Small Language Modelscited by 2
- 2024On The Importance of Reasoning for Context Retrieval in Repository-Level Code Editingcited by 2
- 2025Timing Analysis Agent: Autonomous Multi-Corner Multi-Mode (MCMM) Timing Debugging with Timing Debug Relation Graphcited by 2
- 2025EnvX: Agentize Everything with Agentic AIcited by 2
- 2025An Empirical Study of Reasoning Steps in Thinking Code LLMscited by 2
- 2026CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programmingcited by 2
- 2024StackRAG Agent: Improving Developer Answers with Retrieval-Augmented Generationcited by 1
- 2025Goal2Story: A Multi-Agent Fleet based on Privately Enabled sLLMs for Impacting Mapping on Requirements Elicitationcited by 1
50 most cited of 69 All 69 (JSON)
- 2026SWE-Prometheus: Measuring Engineering Governance Improvements in Real-World Repositories24 Sep 2026
- 2026A Tool-Augmented, GPT-4 Chatbot for Real-Time Repository Data Analysis7 Sep 2026
- 2026From Reading Code to Reading Spec: A Verified Layer for LLM-Driven Codebase Maintenance6 Sep 2026
- 2026Harness Engineering: Anatomy, Architecture, and Evolution of Coding Agents -- A Source-Code Study of Eleven Systems15 Jul 2026
- 2026The Illusion of Agentic Complexity in README.md Generation: Evaluating Single-Agent vs. Multi-Agent RAG Systems29 Jun 2026
- 2026An Empirical Study of LLM-Generated Specifications for VeriFast25 Jun 2026
- 2026DeployBench: Benchmarking LLM Agents for Research Artifact Deployment3 Jun 2026
- 2026CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming23 May 2026
- 2026Reversa: A Reverse Documentation Engineering Framework for Converting Legacy Software into Operational Specifications for AI Agents18 May 2026
- 2026A-ProS: Towards Reliable Autonomous Programming Through Multi-Model Feedback18 May 2026
- 2026VeriCache: Turning Lossy KV Cache into Lossless LLM Inference17 May 2026
- 2026Rover: Context-aware Conflict Resolution with LLM17 May 2026
38 more
- 2026Documentation-Guided Agentic Codebase Migration from C to Rust14 May 2026
- 2026Remember Your Trace: Memory-Guided Long-Horizon Agentic Framework for Consistent and Hierarchical Repository-Level Code Documentation14 May 2026
- 2026AB-Sparse: Sparse Attention with Adaptive Block Size for Accurate and Efficient Long-Context Inference12 May 2026
- 2026Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents15 Apr 2026
- 2026ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization12 Apr 2026
- 2026KV Cache Offloading for Context-Intensive Tasks9 Apr 2026
- 2026Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time1 Apr 2026
- 2026LookaheadKV: Fast and Accurate KV Cache Eviction by Glimpsing into the Future without Generation11 Mar 2026
- 2026RepoRepair: Leveraging Code Documentation for Repository-Level Automated Program Repair1 Mar 2026
- 2026Multi-Agent Coordinated Rename Refactoring1 Jan 2026
- 2025SoK: Understanding (New) Security Issues Across AI4Code Use Cases20 Dec 2025
- 2025SpIDER: Spatially Informed Dense Embedding Retrieval for Software Issue Localization18 Dec 2025
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence23 Nov 2025
- 2025From LLMs to Agents: A Comparative Evaluation of LLMs and LLM-based Agents in Security Patch Detection11 Nov 2025
- 2025An Empirical Study of Reasoning Steps in Thinking Code LLMs8 Nov 2025
- 2025Gistify! Codebase-Level Understanding via Runtime Execution30 Oct 2025
- 2025See, Think, Act: Online Shopper Behavior Simulation with VLM Agents22 Oct 2025
- 2025LLM Agents for Automated Web Vulnerability Reproduction: Are We There Yet?16 Oct 2025
- 2025EnvX: Agentize Everything with Agentic AI9 Sep 2025
- 2025UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learning2 Sep 2025
- 2025Shop-R1: Rewarding LLMs to Simulate Human Behavior in Online Shopping via Reinforcement Learning23 Jul 2025
- 2025AgentMaster: A Multi-Agent Conversational Framework Using A2A and MCP Protocols for Multimodal Information Retrieval and Analysis8 Jul 2025
- 2025RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solving27 May 2025
- 2025Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Tasks22 May 2025
- 2025MatTools: Benchmarking Large Language Models for Materials Science Tools16 May 2025
- 2025Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning24 Apr 2025
- 2025Timing Analysis Agent: Autonomous Multi-Corner Multi-Mode (MCMM) Timing Debugging with Timing Debug Relation Graph15 Apr 2025
- 2025ML For Hardware Design Interpretability: Challenges and Opportunities11 Apr 2025
- 2025SWE-PolyBench: A multi-language benchmark for repository level evaluation of coding agents11 Apr 2025
- 2025Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute31 Mar 2025
- 2025Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Data26 Mar 2025
- 2025EnvBench: A Benchmark for Automated Environment Setup18 Mar 2025
- 2025Goal2Story: A Multi-Agent Fleet based on Privately Enabled sLLMs for Impacting Mapping on Requirements Elicitation17 Mar 2025
- 2025CLOVER: A Test Case Generation Benchmark with Coverage, Long-Context, and Verification12 Feb 2025
- 2025Agent-S: LLM Agentic workflow to automate Standard Operating Procedures3 Feb 2025
- 2024Fortran2CPP: Automating Fortran-to-C++ Translation using LLMs via Multi-Turn Dialogue and Dual-Agent Integration27 Dec 2024
- 2024Repository Structure-Aware Training Makes SLMs Better Issue Resolver26 Dec 2024
- 2024Repository-Level Graph Representation Learning for Enhanced Security Patch Detection11 Dec 2024
50 newest of 69 All 69 (JSON)
- 2025UI-TARS-2 Technical Report: Advancing GUI Agent with Multi-Turn Reinforcement Learningcited by 205
- 2024Large Language Model-Based Agents for Software Engineering: A Surveycited by 173
- 2025SWE-PolyBench: A multi-language benchmark for repository level evaluation of coding agentscited by 80
- 2024Lingma SWE-GPT: An Open Development-Process-Centric Language Model for Automated Software Improvementcited by 57
- 2025Can LLM Agents Simulate Multi-Turn Human Behavior? Evidence from Real Online Customer Behavior Datacited by 27
- 2025AgentMaster: A Multi-Agent Conversational Framework Using A2A and MCP Protocols for Multimodal Information Retrieval and Analysiscited by 13
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligencecited by 13
- 2025Agent-S: LLM Agentic workflow to automate Standard Operating Procedurescited by 10
- 2026DeployBench: Benchmarking LLM Agents for Research Artifact Deploymentcited by 6
- 2024Fortran2CPP: Automating Fortran-to-C++ Translation using LLMs via Multi-Turn Dialogue and Dual-Agent Integrationcited by 4
- 2025LLM Agents for Automated Web Vulnerability Reproduction: Are We There Yet?cited by 4
- 2025Gistify! Codebase-Level Understanding via Runtime Executioncited by 4
12 most cited of 25 All 25 (JSON)
- 2026SWE-Prometheus: Measuring Engineering Governance Improvements in Real-World Repositories24 Sep 2026
- 2026Harness Engineering: Anatomy, Architecture, and Evolution of Coding Agents -- A Source-Code Study of Eleven Systems15 Jul 2026
- 2026DeployBench: Benchmarking LLM Agents for Research Artifact Deployment3 Jun 2026
- 2026CP-Agent: A Calibrated Risk-Controlled Agent for Feedback-Driven Competitive Programming23 May 2026
- 2026Reversa: A Reverse Documentation Engineering Framework for Converting Legacy Software into Operational Specifications for AI Agents18 May 2026
- 2026Documentation-Guided Agentic Codebase Migration from C to Rust14 May 2026
- 2026Remember Your Trace: Memory-Guided Long-Horizon Agentic Framework for Consistent and Hierarchical Repository-Level Code Documentation14 May 2026
- 2026Memory Transfer Learning: How Memories are Transferred Across Domains in Coding Agents15 Apr 2026
- 2026Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time1 Apr 2026
- 2026Multi-Agent Coordinated Rename Refactoring1 Jan 2026
- 2025SpIDER: Spatially Informed Dense Embedding Retrieval for Software Issue Localization18 Dec 2025
- 2025From Code Foundation Models to Agents and Applications: A Comprehensive Survey and Practical Guide to Code Intelligence23 Nov 2025
12 newest of 25 All 25 (JSON)
- 2024LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Codecited by 1,906
- 2025Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Computecited by 25
- 2025Shop-R1: Rewarding LLMs to Simulate Human Behavior in Online Shopping via Reinforcement Learningcited by 19
- 2025See, Think, Act: Online Shopper Behavior Simulation with VLM Agentscited by 5
- 2024On The Importance of Reasoning for Context Retrieval in Repository-Level Code Editingcited by 2
- 2025An Empirical Study of Reasoning Steps in Thinking Code LLMscited by 2
- 2025An Empirical Study of Reasoning Steps in Thinking Code LLMs8 Nov 2025
- 2025See, Think, Act: Online Shopper Behavior Simulation with VLM Agents22 Oct 2025
- 2025Shop-R1: Rewarding LLMs to Simulate Human Behavior in Online Shopping via Reinforcement Learning23 Jul 2025
- 2025Thinking Longer, Not Larger: Enhancing Software Engineering Agents via Scaling Test-Time Compute31 Mar 2025
- 2024On The Importance of Reasoning for Context Retrieval in Repository-Level Code Editing6 Jun 2024
- 2024LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code12 Mar 2024
- 2026LookaheadKV: Fast and Accurate KV Cache Eviction by Glimpsing into the Future without Generationcited by 11
- 2026VeriCache: Turning Lossy KV Cache into Lossless LLM Inferencecited by 5
- 2026KV Cache Offloading for Context-Intensive Taskscited by 1
- 2026AB-Sparse: Sparse Attention with Adaptive Block Size for Accurate and Efficient Long-Context Inferencecited by 1
- 2026VeriCache: Turning Lossy KV Cache into Lossless LLM Inference17 May 2026
- 2026AB-Sparse: Sparse Attention with Adaptive Block Size for Accurate and Efficient Long-Context Inference12 May 2026
- 2026KV Cache Offloading for Context-Intensive Tasks9 Apr 2026
- 2026LookaheadKV: Fast and Accurate KV Cache Eviction by Glimpsing into the Future without Generation11 Mar 2026
- 2024RetrievalAttention: Accelerating Long-Context LLM Inference via Vector Retrievalcited by 114
- 2025Paper2Code: Automating Code Generation from Scientific Papers in Machine Learningcited by 67
- 2024CodexGraph: Bridging Large Language Models and Code Repositories via Code Graph Databasescited by 62
- 2024Alibaba LingmaAgent: Improving Automated Issue Resolution via Comprehensive Repository Explorationcited by 58
- 2024Long Code Arena: a Set of Benchmarks for Long-Context Code Modelscited by 48
- 2024AgileCoder: Dynamic Collaborative Agents for Software Development based on Agile Methodologycited by 45
- 2024HelloBench: Evaluating Long Text Generation Capabilities of Large Language Modelscited by 42
- 2025EnvBench: A Benchmark for Automated Environment Setupcited by 36
- 2025Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Taskscited by 27
- 2024The Future of AI-Driven Software Engineeringcited by 23
- 2025RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solvingcited by 19
- 2024VersiCode: Towards Version-controllable Code Generationcited by 14
12 most cited of 31 All 31 (JSON)
- 2026A Tool-Augmented, GPT-4 Chatbot for Real-Time Repository Data Analysis7 Sep 2026
- 2026From Reading Code to Reading Spec: A Verified Layer for LLM-Driven Codebase Maintenance6 Sep 2026
- 2026An Empirical Study of LLM-Generated Specifications for VeriFast25 Jun 2026
- 2026A-ProS: Towards Reliable Autonomous Programming Through Multi-Model Feedback18 May 2026
- 2026Rover: Context-aware Conflict Resolution with LLM17 May 2026
- 2026ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization12 Apr 2026
- 2026RepoRepair: Leveraging Code Documentation for Repository-Level Automated Program Repair1 Mar 2026
- 2025SoK: Understanding (New) Security Issues Across AI4Code Use Cases20 Dec 2025
- 2025RepoMaster: Autonomous Exploration and Understanding of GitHub Repositories for Complex Task Solving27 May 2025
- 2025Code Graph Model (CGM): A Graph-Integrated Large Language Model for Repository-Level Software Engineering Tasks22 May 2025
- 2025MatTools: Benchmarking Large Language Models for Materials Science Tools16 May 2025
- 2025Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning24 Apr 2025
12 newest of 31 All 31 (JSON)