📦 Repository Notes — Verified Agent Frameworks and Tools
Overview
All repositories listed here have been verified as existing, active GitHub repositories with the cited URLs. Only verified repos with academic backing or direct PUMA relevance are included.
Core Tools for PUMA
OpenHands (All-Hands AI → OpenHands org)
- GitHub: https://github.com/OpenHands/OpenHands (org renamed from All-Hands-AI/OpenHands)
- Stars: ~67,300 (April 2026)
- License: MIT
- Paper: Wang et al. (2024). arXiv:2407.16741 → LN-Wang-2024-OpenHands
- PUMA use: Development phase (F2–F4) — agentic code assistance. Stage 5 architecture reference.
MetaGPT
- GitHub: https://github.com/geekan/MetaGPT
- Stars: ~50,000+ (April 2026)
- License: MIT
- Paper: Hong et al. (2023). arXiv:2308.00352 → LN-Hong-2023-MetaGPT
- PUMA use: BMAD methodology inspiration. Multi-role agent pattern.
AutoGen (Microsoft Research)
- GitHub: https://github.com/microsoft/autogen
- Stars: ~40,000+ (April 2026)
- License: MIT
- Paper: Wu et al. (2023). arXiv:2308.08155 → LN-Wu-2023-AutoGen
- PUMA use: Stage 5 alternative framework to LangGraph. Explicit HITL support.
AIOpsLab (Microsoft Research)
- GitHub: https://github.com/microsoft/AIOpsLab
- License: MIT
- Paper: Chen et al. (2025). arXiv:2501.06706 → LN-Chen-2025-AIOpsLab
- PUMA use: Benchmark design reference. AIOps counterpart to PUMA’s PM benchmark.
Agent Framework Ecosystem
LangGraph (LangChain)
- GitHub: https://github.com/langchain-ai/langgraph
- Stars: ~10,000+ (April 2026)
- License: MIT
- PUMA use: Stage 4 RAG agent orchestration. Stage 5 cyclic state graphs.
Model Context Protocol (MCP)
- Website: https://modelcontextprotocol.io/
- GitHub: https://github.com/modelcontextprotocol
- License: MIT
- Creator: Anthropic (donated to Agentic AI Foundation / Linux Foundation, Dec 2025)
- Paper: Hou et al. (2025). arXiv:2503.23278 → LN-Hou-2025-MCP-Security
- PUMA use: Stage 5 tool integration protocol for Jira/GitHub API connections.
AgentScope (Alibaba)
- GitHub: https://github.com/modelscope/agentscope
- Stars: ~6,000+ (April 2026)
- License: Apache 2.0
- Paper: Gao et al. (2024). arXiv:2402.14034 → LN-Gao-2024-AgentScope
- PUMA use: Stage 5 alternative to LangGraph. Native Ollama support.
Datasets and Code Repositories
Jira Social Repository (Ortu et al., 2015)
- Zenodo: https://zenodo.org/record/5901893
- DOI: 10.5281/zenodo.5901893
- License: CC BY 4.0
- PUMA use: Stage 1 triage benchmark dataset → LN-Datasets-JiraSR-TAWOS
TAWOS Dataset (Tawosi et al., 2022)
- GitHub: https://github.com/SOLAR-group/TAWOS
- License: Apache 2.0
- DOI: 10.1145/3524842.3528029
- PUMA use: Stage 2 estimation benchmark dataset → LN-Datasets-JiraSR-TAWOS
CodeCarbon
- GitHub: https://github.com/mlco2/codecarbon
- Stars: ~1,000+ (April 2026)
- License: MIT
- PUMA use: Carbon measurement in all experiments → Carbon-Tracking-Log
⚠️ Repositories NOT Verified / Excluded
The following repos from the bibliography could not be verified as real, active repositories and are not included:
crewship/fastapi-langgraph-template— no active repository foundvency-ai/agentic-scrum— no active repository foundyangxingguang/satd_sentiment_GPT— very small/inactive, no clear academic backingsdi2200262/agentic-project-management— ~1.3k stars but no associated academic paperfriendliai/aipm— ~20 stars, not academically backed
Related Notes
- LN-Repos-ReferenceCode — complementary: code patterns
- SP-Architecture — how these tools integrate into PUMA
- Code-Review-Log — code review log
- LN-Datasets-JiraSR-TAWOS — datasets (Jira SR, TAWOS)
- Carbon-Tracking-Log — CodeCarbon tracking
- PN-MultiAgent-ArchitecturePatterns — Stage 5 patterns
- Smart-PMO-Vision — Stage 5 Smart PMO vision