René's URL Explorer Experiment

Title: GitHub - QuantaAlpha/GitTaskBench: Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric.

Open Graph Title: GitHub - QuantaAlpha/GitTaskBench: Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric.

X Title: GitHub - QuantaAlpha/GitTaskBench: Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric.

Description: Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric. - QuantaAlpha/GitTaskBench

Open Graph Description: Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric. - QuantaAlpha/GitTaskBench

X Description: Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric. - QuantaAlpha/GitTaskBench

Opengraph URL: https://github.com/QuantaAlpha/GitTaskBench

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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og:image:alt	Repo-level benchmark for real-world Code Agents: from repo understanding → env setup → incremental dev/bug-fixing → task delivery, with cost-aware α metric. - QuantaAlpha/GitTaskBench
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Links:

Skip to content	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#start-of-content
	https://patch-diff.githubusercontent.com/
Sign in	https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FQuantaAlpha%2FGitTaskBench
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
MCP RegistryNewIntegrate external tools	https://github.com/mcp
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Reload	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench
Reload	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench
QuantaAlpha	https://patch-diff.githubusercontent.com/QuantaAlpha
GitTaskBench	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench
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Task_Success_Criteria.xlsx	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/Task_Success_Criteria.xlsx
Task_Success_Criteria.xlsx	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/Task_Success_Criteria.xlsx
requirements.txt	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/requirements.txt
requirements.txt	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/requirements.txt
setup.py	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/setup.py
setup.py	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/setup.py
README	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#-----gittaskbench-a-benchmark-for-code-agents-solving-real-world-tasks-through-code-repository-leveraging--
	https://arxiv.org/pdf/2508.18993
	https://gittaskbench.github.io
	https://github.com/QuantaAlpha/RepoMaster
	https://quantaalpha.github.io/
	https://gittaskbench.github.io/
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#-news
RepoMaster	https://arxiv.org/abs/2505.21577
SE-Agent	https://arxiv.org/abs/2508.02085
RepoMaster	https://github.com/QuantaAlpha/RepoMaster
GitTaskBench	https://github.com/QuantaAlpha/GitTaskBench
SE-Agent	https://github.com/JARVIS-Xs/SE-Agent
RepoMaster	https://github.com/QuantaAlpha/RepoMaster
GitTaskBench	https://github.com/QuantaAlpha/GitTaskBench
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	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#-motivation-and-goal
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	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#single-task-evaluation
🤖 Automation Evaluation	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#automation-evaluation
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#all-tasks-evaluation
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#test-results-analysis
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#-benchmark-overview
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/figs/data_construction.jpg
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	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/figs/Statistics_Summary.png
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#️-integrating-with-agent-frameworks
OpenHands Configuration Guide	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/OpenHands/run_batch_README.md
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SWE-Agent Configuration Guide 2	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/blob/main/SWE_agent/README_batch_improvements.md
	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench#-automation-evaluation
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	https://github.com/Nicole-Yi
Nicole-Yi	https://github.com/Nicole-Yi
	https://github.com/wanghuacan
wanghuacan	https://github.com/wanghuacan
	https://github.com/cristianoc20
cristianoc20 Cristiano Chen	https://github.com/cristianoc20
Python 79.5%	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/search?l=python
Jupyter Notebook 13.3%	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/search?l=jupyter-notebook
C++ 1.8%	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/search?l=c%2B%2B
TypeScript 1.3%	https://patch-diff.githubusercontent.com/QuantaAlpha/GitTaskBench/search?l=typescript
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
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