id large_stringlengths 24 24 | split large_stringclasses 1
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values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
3bd1861b76e011f6730a4e25 | train | technical_research | stackexchange | https://stackoverflow.com/questions/5189560/how-do-i-squash-my-last-n-commits-together | How do I squash my last N commits together? | analytics | python | nextjs | Perform a technical research task about nextjs, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I squash my last N commits together?", "source_url": "https://stackoverflow.com/questi... | === SCOPE ===
Technical behavior of nextjs.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- How do I squash my last N commits together? (https://stackoverflo... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
809fc99e13bb09646306294e | train | nextjs_generation | github | https://github.com/microsoft/Web-Dev-For-Beginners | microsoft/Web-Dev-For-Beginners | dashboard | java | postgresql | Design a Next.js architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/Web-Dev-For-Beginners", "source_url": "https://github.com/microsoft/Web-Dev-For-Beg... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
0cb634461459c9cf9f67bf72 | train | refactoring | gitlab | https://gitlab.com/moodlenet/frontend | moodlenet/frontend | admin_panel | dart | security | Create a production coding task in dart for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "moodlenet/frontend", "source_url": "https://gitlab.com/moodlenet/frontend", "source_type": "r... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
9d620bb5ef473b8eeaf049db | train | html_generation | npm | https://www.npmjs.com/package/vite | vite | finance | dart | postgresql | Create semantic HTML for a finance about postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
85da3a9276e6e03853bdde37 | train | debugging | stackexchange | https://stackoverflow.com/questions/31354559/using-node-js-require-vs-es6-import-export | Using Node.js require vs. ES6 import/export | saas | rust | web_performance | Create a realistic rust debugging problem involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js require vs. ES6 import/export", "source_url": "https://stackoverflow.com/questi... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
4aeeb5aec0744be069277171 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | swift | nodejs | Perform a technical research task about nodejs, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === SCOPE ===
Technical behavior of nodejs.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- DOM (https://developer.mozilla.org/en-US/docs/Web/API/Document_Ob... | web-research-coding-5m-1.1.0 | |
f7ba031ce23ca9436d071b1c | train | design_consistency | huggingface | https://huggingface.co/datasets/EduardoPacheco/documentation-images | EduardoPacheco/documentation-images | documentation | shell | web_performance | Audit design consistency across a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "EduardoPacheco/documentation-images", "source_url": "https://huggingface.co/datasets/EduardoP... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
ed0d78d74ecd85927ed2e81f | train | integration_testing | web_docs | https://docs.python.org/3/ | Python Documentation | search_interface | python | security | Design integration tests for a python system involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9b2997bd1500f4491d7a2d5a | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | search_interface | shell | javascript | Perform a deep multi-layer analysis of javascript for a search_interface using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
b8e097771d29dd0cfbf14385 | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | cpp | python | Perform a deep developer-experience analysis for a cpp project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
9135113a8f9cb9984d1c5b1e | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/1436703/what-is-the-difference-between-str-and-repr | What is the difference between __str__ and __repr__? | admin_panel | javascript | css | Perform a deep multi-layer analysis of css for a admin_panel using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between __str__ and __repr__?", "source_url": "https://stackoverflow.c... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'What is the difference between __str__ and __repr__?' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
2ac36dc026951feb0ba018bd | train | product_analysis | npm | https://www.npmjs.com/package/three | three | documentation | rust | algorithms | Perform a deep multi-layer analysis of algorithms for a documentation using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
31d86d33741c74ed3913fa57 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | search_interface | kotlin | redis | Perform a deep multi-layer analysis of redis for a search_interface using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
45abdb90e10ca474cea51264 | train | refactoring_modularization | web_docs | https://go.dev/doc/ | Go Documentation | marketplace | go | deep_learning | Refactor a go system related to deep_learning. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
a0a4bcd176e5119fb56c4801 | train | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | php | redis | Refactor a php system related to redis. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
1410be2e34e7bb80d00c5203 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/2669690/why-does-google-prepend-while1-to-their-json-responses | Why does Google prepend while(1); to their JSON responses? | social_app | html | open_source | Perform a deep multi-layer analysis of open_source for a social_app using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does Google prepend while(1); to their JSON responses?", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Why does Google prepend while(1); to their JSON responses?' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
b0620ac7b3dba6cb2e163b2e | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | community | cpp | nextjs | Perform a deep multi-layer analysis of nextjs for a community using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
3e447abb604e48217401df17 | train | technical_research | pypi | https://pypi.org/project/pandas/ | pandas | dashboard | typescript | ci_cd | Perform a technical research task about ci_cd, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === SCOPE ===
Technical behavior of ci_cd.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- pandas (https://pypi.org/project/pandas/)
- Official documentation... | web-research-coding-5m-1.1.0 | |
cabec81b87fde9a2ea92e6b1 | train | maintainability_analysis | pypi | https://pypi.org/project/streamlit/ | streamlit | education | sql | data_engineering | Perform a deep multi-layer analysis of data_engineering for a education using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'streamlit' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
6808521e0b7d814966f48a88 | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | portfolio | sql | computer_vision | Design a complete responsive portfolio for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
75f22a7d7e5f76eb9339240d | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | sql | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a education using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
2c5a71afeced1d2b68c80161 | train | build_experience | huggingface | https://huggingface.co/datasets/jtatman/python-code-dataset-500k | jtatman/python-code-dataset-500k | documentation | python | postgresql | Perform a deep developer-experience analysis for a python project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jtatman/python-code-dataset-500k", "source_url": "https://huggingface.co/datasets/jtatman/pyt... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e2172aec79173f94c4736556 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/8318911/why-does-html-think-chucknorris-is-a-color | Why does HTML think “chucknorris” is a color? | analytics | dart | redis | Perform a deep developer-experience analysis for a dart project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does HTML think “chucknorris” is a color?", "source_url": "https://stackoverflow.com/ques... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
dae50eb8a7f0969ce7decc81 | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/134882/undoing-a-git-rebase | Undoing a git rebase | blog | typescript | html | Perform a deep developer-experience analysis for a typescript project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Undoing a git rebase", "source_url": "https://stackoverflow.com/questions/134882/undoing-a-gi... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8690b0383ff9e14816a3bd7a | train | multi_hop_research | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | education | rust | data_structures | Perform multi-hop research about data_structures: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | === HOP 1 ===
Start at: huggingface-course/documentation-images
https://huggingface.co/datasets/huggingface-course/documentation-images
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for r... | web-research-coding-5m-1.1.0 | |
ab870e201a5aed745a21a05a | train | typescript_generation | huggingface | https://huggingface.co/datasets/rgismondi/code-fill-dataset | rgismondi/code-fill-dataset | developer_tool | scala | javascript | Implement TypeScript logic for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rgismondi/code-fill-dataset", "source_url": "https://huggingface.co/datasets/rgismondi/code-f... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
42f5a06338a2178f10994377 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | javascript | data_engineering | Classify the search intent for a query about data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"data_engineering vs alternatives"
=== CLASSIFICATION ===
Comparative / informa... | web-research-coding-5m-1.1.0 | |
5fd00272a57eb34f1798367a | train | deployment_experience | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | portfolio | dart | open_source | Perform a deep developer-experience analysis for a dart project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/programming-solutions", "source_url": "https://huggingface.co/datasets/code-ra... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a3bb4dac21ff301e12ca72f0 | train | information_architecture | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | developer_tool | ruby | security | Design the information architecture for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
603d133f92420a411950a1bc | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/8318911/why-does-html-think-chucknorris-is-a-color | Why does HTML think “chucknorris” is a color? | dashboard | python | ci_cd | Refactor a python system related to ci_cd. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does HTML think “chucknorris” is a color?", "source_url": "https://stackoverflow.com/ques... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1e1c7ee60a4c55454123c39b | train | evidence_chain_analysis | gitlab | https://gitlab.com/surfraw/Surfraw | surfraw/Surfraw | social_app | kotlin | redis | Perform a deep multi-layer analysis of redis for a social_app using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "surfraw/Surfraw", "source_url": "https://gitlab.com/surfraw/Surfraw", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'surfraw/Surfraw' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
38cf4c120b9c954eb073073e | train | refactoring_modularization | pypi | https://pypi.org/project/scrapy/ | scrapy | admin_panel | shell | data_structures | Refactor a shell system related to data_structures. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
599f160fadc5c9cc8361440f | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | analytics | go | authentication | Perform a deep multi-layer analysis of authentication for a analytics using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics", "source_url": "htt... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics' as a so... | web-research-coding-5m-1.1.0 | |
340450ca5d66ab96c0719144 | train | multi_hop_research | npm | https://www.npmjs.com/package/vue | vue | documentation | dart | database | Perform multi-hop research about database: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === HOP 1 ===
Start at: vue
https://www.npmjs.com/package/vue
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESIS ==... | web-research-coding-5m-1.1.0 | |
4b3c5faf1dd314921fc2e190 | train | unit_testing | pypi | https://pypi.org/project/scrapy/ | scrapy | analytics | java | docker | Create a unit-testing strategy for java code involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
4dec5bc37c878e86278c6cb6 | train | responsive_website | huggingface | https://huggingface.co/datasets/model-metadata/code_execution_files | model-metadata/code_execution_files | saas | dart | postgresql | Design a complete responsive saas for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "model-metadata/code_execution_files", "source_url": "https://huggingface.co/datasets/model-me... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
f308fbdbbca29444a05d34bd | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/42081257/why-binary-crossentropy-and-categorical-crossentropy-give-different-performances | Why binary_crossentropy and categorical_crossentropy give different performances for the same problem? | dashboard | css | mongodb | Classify the search intent for a query about mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"mongodb vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
574545dbac97fcb6314f80ef | train | scalability_analysis | pypi | https://pypi.org/project/gradio/ | gradio | search_interface | ruby | nextjs | Perform a deep multi-layer analysis of nextjs for a search_interface using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'gradio' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
306256f05c155a2870d34115 | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/34521797/how-to-add-multiple-classes-to-a-reactjs-component | How to add multiple classes to a ReactJS Component? | productivity | scala | computer_vision | Perform a deep multi-layer analysis of computer_vision for a productivity using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to add multiple classes to a ReactJS Component?", "source_url": "https://stackoverflow.co... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'How to add multiple classes to a ReactJS Component?' as a source anchor and ide... | web-research-coding-5m-1.1.0 | |
da57b612064a025fbd7d90c0 | train | deployment_experience | gitlab | https://gitlab.com/catamphetamine/libphonenumber-js | catamphetamine/libphonenumber-js | saas | dart | web_accessibility | Perform a deep developer-experience analysis for a dart project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/libphonenumber-js", "source_url": "https://gitlab.com/catamphetamine/libphonen... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
89a345496cd2296d6cc08654 | train | javascript_generation | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | analytics | scala | rest_api | Implement JavaScript interactions for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
8dcde01a780e9ada144f76ff | train | typescript_generation | codeberg | https://codeberg.org/Khaveesh/_cargo-index | Khaveesh/_cargo-index | analytics | python | documentation | Implement TypeScript logic for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Khaveesh/_cargo-index", "source_url": "https://codeberg.org/Khaveesh/_cargo-index", "source_t... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
d8d231bcfc1f84c61f6b7521 | train | ux_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | marketplace | kotlin | web_performance | Perform a deep multi-layer analysis of web_performance for a marketplace using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
f67e2d4bbd0ae540ca17be4f | train | dx_analysis | npm | https://www.npmjs.com/package/webpack | webpack | marketplace | php | nextjs | Perform a deep developer-experience analysis for a php project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
800a59ea19f8d29723580605 | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | html | javascript | Write an effective web search query to research the topic: javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === QUERY ===
javascript best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- javascript
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
b01304022f34df8312b86f04 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | rust | testing | Create a production coding task in rust for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
67abac0ff1b927146cea62b5 | train | maintainability_analysis | npm | https://www.npmjs.com/package/prettier | prettier | marketplace | css | documentation | Perform a deep multi-layer analysis of documentation for a marketplace using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
40e69005db52451608705e5c | train | refactoring_testability | npm | https://www.npmjs.com/package/eslint | eslint | landing_page | go | software_architecture | Refactor a go system related to software_architecture. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
ddbff3d2362a259ff09b8a25 | train | source_comparison | huggingface | https://huggingface.co/datasets/Mutonix/Vript_Multilingual | Mutonix/Vript_Multilingual | developer_tool | ruby | authentication | Compare multiple sources about authentication and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mutonix/Vript_Multilingual", "source_url": "https://huggingface.co/datasets/Mutonix/Vript_Mul... | === SOURCES ===
- Mutonix/Vript_Multilingual (https://huggingface.co/datasets/Mutonix/Vript_Multilingual)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version di... | web-research-coding-5m-1.1.0 | |
c073751af75c7a57bd62838c | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/33535879/how-to-run-typescript-files-from-command-line | How to run TypeScript files from command line? | portfolio | python | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a portfolio using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to run TypeScript files from command line?", "source_url": "https://stackoverflow.com/que... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'How to run TypeScript files from command line?' as a source anchor and iden... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
562d3cde9368250aa540e428 | train | security_analysis | stackexchange | https://stackoverflow.com/questions/1338728/how-do-i-delete-a-commit-from-a-branch | How do I delete a commit from a branch? | admin_panel | php | mongodb | Perform a deep multi-layer analysis of mongodb for a admin_panel using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I delete a commit from a branch?", "source_url": "https://stackoverflow.com/questions/... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'How do I delete a commit from a branch?' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
ed67e29a96e3470ccc520e75 | train | code_review | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | search_interface | javascript | backend | Perform a production code review of javascript code related to backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
0a0db87114e43cfaa1338694 | train | risk_analysis | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | search_interface | css | testing | Perform a deep multi-layer analysis of testing for a search_interface using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'The_Quantum_Alpha/the-quantum-ad-list' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
9aebf69de21922cda15abbda | train | architecture_analysis | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | admin_panel | php | software_architecture | Perform a deep multi-layer analysis of software_architecture for a admin_panel using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_co... | web-research-coding-5m-1.1.0 | |
91e81c6030cc33ce9ac8c177 | train | cli_experience | web_docs | https://git-scm.com/doc | Git Documentation | documentation | c | frontend | Perform a deep developer-experience analysis for a c project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
135f91bd7d48f579c8e4168f | train | refactoring_legacy_code | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | blog | swift | distributed_systems | Refactor a swift system related to distributed_systems. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
1cb61dd46ab185b341ceaed9 | train | repository_comparison | github | https://github.com/microsoft/ML-For-Beginners | microsoft/ML-For-Beginners | portfolio | ruby | devops | Perform a deep multi-layer analysis of devops for a portfolio using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/ML-For-Beginners", "source_url": "https://github.com/microsoft/ML-For-Beginners", "... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'microsoft/ML-For-Beginners' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
53943d27c6cb40ce89331c25 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | go | nextjs | Perform a deep multi-layer analysis of nextjs for a social_app using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
fbcee2d70110a07d4daaf18b | train | debugging | huggingface | https://huggingface.co/datasets/sahil2801/CodeAlpaca-20k | sahil2801/CodeAlpaca-20k | saas | html | web_accessibility | Create a realistic html debugging problem involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sahil2801/CodeAlpaca-20k", "source_url": "https://huggingface.co/datasets/sahil2801/CodeAlpac... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
50ce6ffe58d8b421e93fc8de | train | debugging_experience | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | finance | swift | redis | Perform a deep developer-experience analysis for a swift project involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
71eb848234e22a168ba1ab8f | train | design_to_code | stackexchange | https://stackoverflow.com/questions/9781218/how-to-change-node-jss-console-font-color | How to change node.js's console font color? | productivity | shell | software_architecture | Translate a productivity design into maintainable shell code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to change node.js's console font color?", "source_url": "https://stackoverflow.com/qu... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
d85cab226130b2800e16d2f3 | train | design_accessibility | pypi | https://pypi.org/project/pydantic/ | pydantic | landing_page | sql | design_system | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f1baa7ace95fdf0261a9ddd0 | train | security_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | marketplace | kotlin | machine_learning | Perform a deep multi-layer analysis of machine_learning for a marketplace using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
720ba677ab9b9f73aad4c2f0 | train | research_summary | huggingface | https://huggingface.co/datasets/kwatcharasupat/dnr-v3-multilingual | kwatcharasupat/dnr-v3-multilingual | search_interface | cpp | serverless | Summarize the current state of knowledge about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kwatcharasupat/dnr-v3-multilingual", "source_url": "https://huggingface.co/datasets/kwatchara... | === OVERVIEW ===
serverless in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
kwatcharasupat/dnr-... | web-research-coding-5m-1.1.0 | |
a8c47e085a982f784e59d48a | train | refactoring | npm | https://www.npmjs.com/package/vitest | vitest | documentation | dart | devops | Create a production coding task in dart for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
1621566e801e0fac12425ea7 | train | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/11177954/how-do-i-completely-uninstall-node-js-and-reinstall-from-beginning-mac-os-x | How do I completely uninstall Node.js, and reinstall from beginning (Mac OS X) | finance | c | computer_vision | Refactor a c system related to computer_vision. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I completely uninstall Node.js, and reinstall from beginning (Mac OS X)", "source_url"... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f43c6b3f1acf56804fc1b3f2 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | productivity | scala | html | Perform a deep multi-layer analysis of html for a productivity using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'fyaronskiy/cornstack_javascript_ru_en' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
be3d69205deb6683bafa6526 | train | dependency_impact_analysis | codeberg | https://codeberg.org/hugoalh/adler32-es | hugoalh/adler32-es | social_app | sql | linux | Perform a deep multi-layer analysis of linux for a social_app using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hugoalh/adler32-es", "source_url": "https://codeberg.org/hugoalh/adler32-es", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'hugoalh/adler32-es' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
f4b6c6794683b11413780181 | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | community | cpp | design_system | Perform a deep multi-layer analysis of design_system for a community using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
2341a268ab977082a65422a0 | train | repository_documentation | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | marketplace | ruby | graphql | Perform a deep multi-layer analysis of graphql for a marketplace using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
67d0b5ac9305108fa528d6ff | train | documentation_page | npm | https://www.npmjs.com/package/vitest | vitest | dashboard | javascript | graphql | Design a developer documentation page for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
ece35379e869040d83309b75 | train | testing_experience | pypi | https://pypi.org/project/uvicorn/ | uvicorn | marketplace | java | web_performance | Perform a deep developer-experience analysis for a java project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
3fe8912364e79f2410c1d6a3 | train | maintainability_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | developer_tool | php | open_source | Perform a deep multi-layer analysis of open_source for a developer_tool using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'fastapi' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
226b61a5f7dfd7218abe4b52 | train | refactoring_dependency | npm | https://www.npmjs.com/package/axios | axios | social_app | sql | authorization | Refactor a sql system related to authorization. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
8a3ac5d8fb94b1b531da7312 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/178325/how-do-i-check-if-an-element-is-hidden-in-jquery | How do I check if an element is hidden in jQuery? | dashboard | javascript | caching | Create design tokens for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if an element is hidden in jQuery?", "source_url": "https://stackoverflow.com/... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
ba5c173b7cf4e50e8becab2c | train | api_developer_experience | gitlab | https://gitlab.com/dejawu/ectype | dejawu/ectype | blog | python | machine_learning | Perform a deep developer-experience analysis for a python project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dejawu/ectype", "source_url": "https://gitlab.com/dejawu/ectype", "source_type": "repository"... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1ea04f25dd1e8453865324f0 | train | dashboard | stackexchange | https://stackoverflow.com/questions/100003/what-are-metaclasses-in-python | What are metaclasses in Python? | search_interface | go | data_structures | Design a production dashboard for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What are metaclasses in Python?", "source_url": "https://stackoverflow.com/questions/100003/w... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
7f43f4b441c25b1447cd227b | train | upgrade_experience | huggingface | https://huggingface.co/datasets/livecodebench/code_generation | livecodebench/code_generation | marketplace | shell | javascript | Perform a deep developer-experience analysis for a shell project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation", "source_url": "https://huggingface.co/datasets/livecodebench/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a1266fbf32054a45bd4120a1 | train | upgrade_experience | stackexchange | https://stackoverflow.com/questions/20035101/why-does-my-javascript-code-receive-a-no-access-control-allow-origin-header-i | Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header is present on the requested resource" error, while Postman does not? | blog | c | postgresql | Perform a deep developer-experience analysis for a c project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header i... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
6002aa6f5a9e9cfccd13543f | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/1946426/html-5-is-it-br-br-or-br | HTML 5: Is it <br>, <br/>, or <br />? | ecommerce | shell | rest_api | Perform a deep multi-layer analysis of rest_api for a ecommerce using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML 5: Is it <br>, <br/>, or <br />?", "source_url": "https://stackoverflo... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'HTML 5: Is it <br>, <br/>, or <br />?' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
0ff8e5c24686a9c23d4867b9 | train | design_tokens | huggingface | https://huggingface.co/datasets/keethu/kubernetes-documentation-dataset | keethu/kubernetes-documentation-dataset | search_interface | sql | css | Create design tokens for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "keethu/kubernetes-documentation-dataset", "source_url": "https://huggingface.co/datasets/keet... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
795ffb63280d854443ae7041 | train | refactoring | huggingface | https://huggingface.co/datasets/ytzi/the-stack-dedup-python-filtered-docstrings | ytzi/the-stack-dedup-python-filtered-docstrings | ecommerce | php | css | Create a production coding task in php for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ytzi/the-stack-dedup-python-filtered-docstrings", "source_url": "https://huggingface.co/datas... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
76237e815f6b80d027dcab16 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/50432556/cannot-use-jsx-unless-the-jsx-flag-is-provided | Cannot use JSX unless the '--jsx' flag is provided | social_app | shell | machine_learning | Perform a deep developer-experience analysis for a shell project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Cannot use JSX unless the '--jsx' flag is provided", "source_url": "https://stackover... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
0056c0a4515ae25d928988ab | train | scalability_analysis | pypi | https://pypi.org/project/gradio/ | gradio | search_interface | html | typescript | Perform a deep multi-layer analysis of typescript for a search_interface using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'gradio' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
718a24333e6c79484a12394b | train | system_analysis | npm | https://www.npmjs.com/package/fastify | fastify | analytics | ruby | debugging | Perform a deep multi-layer analysis of debugging for a analytics using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
0742d677ff6b3cf2be496d93 | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/36631163/what-are-the-pros-and-cons-between-get-dummies-pandas-and-onehotencoder-sciki | What are the pros and cons between get_dummies (Pandas) and OneHotEncoder (Scikit-learn)? | search_interface | kotlin | redis | Classify the search intent for a query about redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What are the pros and cons between get_dummies (Pandas) and OneHotEncoder (Scikit-learn)?", "... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"redis vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
==... | web-research-coding-5m-1.1.0 | |
711cc0bdf7f8d2546370b1e6 | train | research_plan | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | admin_panel | dart | observability | Build a structured research plan to deeply understand observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | === GOAL ===
Produce a reliable, current, and actionable understanding of observability.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findi... | web-research-coding-5m-1.1.0 | |
2e52248185d874f992b45055 | train | performance_analysis | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | social_app | java | nlp | Perform a deep multi-layer analysis of nlp for a social_app using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'knotteye/satyr' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
e1ccbd6108452360adde7c53 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/27697766/understanding-min-df-and-max-df-in-scikit-countvectorizer | Understanding min_df and max_df in scikit CountVectorizer | productivity | rust | web_accessibility | Refactor a rust system related to web_accessibility. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding min_df and max_df in scikit CountVectorizer", "source_url": "https://stackoverf... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
b16509066d497481035d5fcf | train | evidence_extraction | web_docs | https://git-scm.com/doc | Git Documentation | marketplace | sql | web_accessibility | Extract verifiable evidence about web_accessibility from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === SOURCE ===
Git Documentation
https://git-scm.com/doc
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment s... | web-research-coding-5m-1.1.0 | |
41cee2999680416c52df605f | train | responsive_design | stackexchange | https://stackoverflow.com/questions/64625050/error-node-sass-version-5-0-0-is-incompatible-with-4-0-0 | Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0 | marketplace | java | linux | Create a responsive design strategy for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0", "source_url": "https:/... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
c145c207bab1fa9e9775ca3a | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | marketplace | cpp | authorization | Create a scalable design system for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
0c6a2221315b3003beeae6ae | train | seo_fix | stackexchange | https://stackoverflow.com/questions/13610074/is-there-a-rule-of-thumb-for-how-to-divide-a-dataset-into-training-and-validatio | Is there a rule-of-thumb for how to divide a dataset into training and validation sets? | blog | shell | web_performance | Create an SEO improvement plan for a blog about web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a rule-of-thumb for how to divide a dataset into training and validation sets?", "so... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
ea1ea646acbb3469a6277aa5 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | search_interface | cpp | authorization | Perform a deep developer-experience analysis for a cpp project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
2fe199480f11178a59bc8699 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning | community | swift | css | Perform a deep developer-experience analysis for a swift project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Solid-State-Battery-Properties-Enabled-by-Machine-learning", "source_url": "http... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
9b5ec3ae6936c93f55a0b19d | train | security_review | npm | https://www.npmjs.com/package/three | three | blog | python | machine_learning | Perform a security review of a blog application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0305a22faa19e2276bc6cdd5 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/59013109/runtimeerror-input-type-torch-floattensor-and-weight-type-torch-cuda-floatte | RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should be the same | blog | go | nodejs | Perform a deep multi-layer analysis of nodejs for a blog using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should ... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should be t... | web-research-coding-5m-1.1.0 | |
46af5d03c00a6401c43ba8dc | train | debugging | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | dart | web_accessibility | Create a realistic dart debugging problem involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
d88688f66f86f58fadcc31f3 | train | seo_fix | huggingface | https://huggingface.co/datasets/code-search-net/code_search_net | code-search-net/code_search_net | documentation | kotlin | microservices | Create an SEO improvement plan for a documentation about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-search-net/code_search_net", "source_url": "https://huggingface.co/datasets/code-search-... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
2e34912609fa43de2e007579 | train | performance_analysis | huggingface | https://huggingface.co/datasets/code-rag-bench/library-documentation | code-rag-bench/library-documentation | community | javascript | linux | Perform a deep multi-layer analysis of linux for a community using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/library-documentation", "source_url": "https://huggingface.co/datasets/code-ra... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'code-rag-bench/library-documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 |
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