id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
values | generator_version large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
c3220e269f702786213e233a | train | research_summary | huggingface | https://huggingface.co/datasets/Felix92/OCR-Synthetic-Multilingual-v1 | Felix92/OCR-Synthetic-Multilingual-v1 | blog | javascript | design_system | Summarize the current state of knowledge about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Felix92/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Felix9... | === OVERVIEW ===
design_system 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 ===
Felix92/OCR-Synt... | web-research-coding-5m-1.1.0 | |
74f70c61573a73bd01db5cd9 | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | c | mongodb | Translate a portfolio design into maintainable c code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | 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 | |
4608fd534ef0597214832f8e | train | unit_testing | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | productivity | cpp | backend | Create a unit-testing strategy for cpp code involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
52d76d1755e5fb5e37548a81 | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | cpp | nextjs | Perform a deep multi-layer analysis of nextjs for a landing_page 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 nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
f6d764890805fc7c7d50aa92 | train | performance_fix | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | ecommerce | dart | html | Create a web-performance optimization plan for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
3647f699baff169ac63378cd | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/5189560/how-do-i-squash-my-last-n-commits-together | How do I squash my last N commits together? | developer_tool | shell | redis | Perform a deep multi-layer analysis of redis for a developer_tool 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": "How do I squash my last N commits together?", "source_url": "https://stackoverflow.com/questi... | === 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 'How do I squash my last N commits together?' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
2525053fca8ab3f174e9b5f1 | train | evidence_chain_analysis | npm | https://www.npmjs.com/package/three | three | community | typescript | nextjs | Perform a deep multi-layer analysis of nextjs for a community using typescript. 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 nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
835c60cdeac5ddcb3cf573a1 | train | responsive_website | huggingface | https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | ecommerce | python | react | Design a complete responsive ecommerce for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries", "sour... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
118612c7bb831958d7a46f0c | train | landing_page | web_docs | https://go.dev/doc/ | Go Documentation | marketplace | javascript | design_system | Design a landing page for a design_system product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
3f1123b9c5b7aca6f9071955 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/TokenBender/code_instructions_122k_alpaca_style | TokenBender/code_instructions_122k_alpaca_style | developer_tool | javascript | api_design | Perform multi-hop research about api_design: 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": "TokenBender/code_instructions_122k_alpaca_style", "source_url": "https://huggingface.co/datas... | === HOP 1 ===
Start at: TokenBender/code_instructions_122k_alpaca_style
https://huggingface.co/datasets/TokenBender/code_instructions_122k_alpaca_style
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community d... | web-research-coding-5m-1.1.0 | |
8e671b343c31ec6376ad8139 | train | code_review | npm | https://www.npmjs.com/package/zod | zod | community | scala | typescript | Perform a production code review of scala code related to typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
fdf604f7841951988314bd3d | train | accessibility_analysis | gitlab | https://gitlab.com/vgg/via-suite/via | vgg/via-suite/via | finance | html | docker | Perform a deep multi-layer analysis of docker for a finance 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": "vgg/via-suite/via", "source_url": "https://gitlab.com/vgg/via-suite/via", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'vgg/via-suite/via' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
a8961dd7090c97ac59aac1f8 | train | repository_documentation | github | https://github.com/enaqx/awesome-react | enaqx/awesome-react | analytics | javascript | documentation | Perform a deep multi-layer analysis of documentation for a analytics 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": "enaqx/awesome-react", "source_url": "https://github.com/enaqx/awesome-react", "source_type": ... | === 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 'enaqx/awesome-react' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
a4b3c5dc0cdb23401ff2975b | train | design_consistency | stackexchange | https://stackoverflow.com/questions/61212/how-do-i-remove-local-untracked-files-from-the-current-git-working-tree | How do I remove local (untracked) files from the current Git working tree? | education | shell | authorization | Audit design consistency across a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove local (untracked) files from the current Git working tree?", "source_url": "h... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
f797323846905280f202992e | train | documentation_lookup | github | https://github.com/harvard-edge/cs249r_book | harvard-edge/cs249r_book | ecommerce | dart | mongodb | Find and summarize the relevant documentation for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "harvard-edge/cs249r_book", "source_url": "https://github.com/harvard-edge/cs249r_book", "sour... | === RELEVANT DOCS ===
- harvard-edge/cs249r_book
https://github.com/harvard-edge/cs249r_book
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures wh... | web-research-coding-5m-1.1.0 | |
bb056fae697312ba30191432 | train | refactoring_maintainability | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | developer_tool | java | microservices | Refactor a java system related to microservices. Focus on refactoring maintainability. | {"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... | === 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 | |
0991e01b0007893187061455 | train | design_tokens | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | productivity | php | react | Create design tokens for a productivity. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
e55cc0350417536e8d7098d6 | train | seo_fix | github | https://github.com/scikit-learn/scikit-learn | scikit-learn/scikit-learn | community | java | docker | Create an SEO improvement plan for a community about docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn/scikit-learn", "source_url": "https://github.com/scikit-learn/scikit-learn", "so... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
5587b7ee068026e8670c6efd | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | html | nlp | Create a production coding task in html for nlp. | {"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 | |
b6b954e30e5a346578f01223 | train | html_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | ecommerce | javascript | data_structures | Create semantic HTML for a ecommerce about data_structures. | {"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": "... | 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 |
6eba21a2f1c96412fb244b02 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini | JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini | search_interface | html | testing | Classify the search intent for a query about testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini", "source_url":... | === 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 ===
"testing vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
2bf24a96c9fcbcd02055570c | train | ux_analysis | huggingface | https://huggingface.co/datasets/FriendliAI/documentation-images | FriendliAI/documentation-images | blog | scala | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a blog 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": "FriendliAI/documentation-images", "source_url": "https://huggingface.co/datasets/FriendliAI/d... | === 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 'FriendliAI/documentation-images' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
6b0b7e98b76baea013153803 | train | build_experience | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | landing_page | dart | machine_learning | Perform a deep developer-experience analysis for a dart project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | === 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 | |
89b6d161e75ca280b4269a8d | train | api_developer_experience | npm | https://www.npmjs.com/package/prettier | prettier | social_app | shell | computer_vision | Perform a deep developer-experience analysis for a shell project involving computer_vision. | {"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. 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 | |
8b805d27c38c9cdaadd74cf0 | train | form_ui | codeberg | https://codeberg.org/belim_faux/3D-Tetris | belim_faux/3D-Tetris | search_interface | scala | data_engineering | Design an accessible form for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "belim_faux/3D-Tetris", "source_url": "https://codeberg.org/belim_faux/3D-Tetris", "source_typ... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
4aa76597f28071fa7f400dd8 | train | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | python | redis | Perform a deep multi-layer analysis of redis for a documentation 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
83c34d458195169228fd7b15 | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | javascript | rest_api | Perform a technical research task about rest_api, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of rest_api.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Performance (https://developer.mozilla.org/en-US/docs/Web/Perfo... | web-research-coding-5m-1.1.0 | |
d7acf80ca1aaf3b484d25b38 | train | testing_experience | stackexchange | https://stackoverflow.com/questions/2480650/what-is-the-role-of-the-bias-in-neural-networks | What is the role of the bias in neural networks? | community | css | fullstack | Perform a deep developer-experience analysis for a css project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the role of the bias in neural networks?", "source_url": "https://stackoverflow.com/q... | === 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 | |
a482647909faa3fca89fa603 | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/221294/how-do-i-get-a-timestamp-in-javascript | How do I get a timestamp in JavaScript? | saas | java | sql | Design a Next.js architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get a timestamp in JavaScript?", "source_url": "https://stackoverflow.com/questions/... | 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 |
95659646f76a29258f4e50ad | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/35352638/how-to-get-parameter-value-from-query-string | How to get parameter value from query string? | finance | javascript | frontend | Perform a deep multi-layer analysis of frontend for a finance 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": "How to get parameter value from query string?", "source_url": "https://stackoverflow.com/ques... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'How to get parameter value from query string?' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
d23728dae6670ea403a265be | train | system_analysis | codeberg | https://codeberg.org/slenderman00/2captcha-python | slenderman00/2captcha-python | analytics | rust | rest_api | Perform a deep multi-layer analysis of rest_api for a analytics 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": "slenderman00/2captcha-python", "source_url": "https://codeberg.org/slenderman00/2captcha-pyth... | === 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 'slenderman00/2captcha-python' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
736a924835573fdc1e1a6b55 | train | research_plan | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | dashboard | rust | distributed_systems | Build a structured research plan to deeply understand distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-segment-annotations", "source_url": "https://huggingface.co/d... | === GOAL ===
Produce a reliable, current, and actionable understanding of distributed_systems.
=== 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... | web-research-coding-5m-1.1.0 | |
685b87d12c1c948b7176342d | train | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/17380845/how-do-i-convert-a-string-to-enum-in-typescript | How do I convert a string to enum in TypeScript? | portfolio | php | computer_vision | Perform a deep multi-layer analysis of computer_vision for a portfolio 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 convert a string to enum in TypeScript?", "source_url": "https://stackoverflow.com/q... | === 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 do I convert a string to enum in TypeScript?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
8032e40296a9e75dd9892d57 | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | scala | css | Refactor a scala system related to css. Focus on refactoring architecture. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
2cec5c0652fb47b61dbd32c3 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add | Difference between "git add -A" and "git add ." | education | ruby | developer_experience | Design the information architecture for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Difference between "git add -A" and "git add ."", "source_url": "https://... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
d6d05779fd893df46e2b36f8 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/1034621/get-the-current-url-with-javascript | Get the current URL with JavaScript? | marketplace | javascript | 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": "Get the current URL with JavaScript?", "source_url": "https://stackoverflow.com/questions/103... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
3c5e9c53b40cb58330525e30 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | productivity | java | mongodb | Perform a deep multi-layer analysis of mongodb for a productivity 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": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered", "source_url": "https://huggingface.co/datase... | === 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 'Romoamigo/SWE-Bench-MultilingualC_CPPFiletered' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
6fef40848ea4dacc7ba87711 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-python-v1 | nomic-ai/cornstack-python-v1 | documentation | dart | backend | Refactor a dart system related to backend. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-python-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/cornst... | === 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 | |
5af0b53f8b557835113ebe89 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/1144783/how-do-i-replace-all-occurrences-of-a-string | How do I replace all occurrences of a string? | search_interface | scala | machine_learning | Perform a deep developer-experience analysis for a scala project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I replace all occurrences of a string?", "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 | |
94e40e51d74afc3498a97f6e | train | research_plan | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | education | ruby | machine_learning | Build a structured research plan to deeply understand machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === GOAL ===
Produce a reliable, current, and actionable understanding of machine_learning.
=== 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 fi... | web-research-coding-5m-1.1.0 | |
6c95f2da9e7dfb99ac1dbab2 | train | refactoring_scalability | github | https://github.com/oven-sh/bun | oven-sh/bun | blog | cpp | backend | Refactor a cpp system related to backend. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "oven-sh/bun", "source_url": "https://github.com/oven-sh/bun", "source_type": "repository", "t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== 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 | |
04409ea98adc93fad8e798d7 | train | dashboard | stackexchange | https://stackoverflow.com/questions/25093276/node-js-windows-error-enoent-stat-c-users-rt-appdata-roaming-npm | Node.js/Windows error: ENOENT, stat 'C:\Users\RT\AppData\Roaming\npm' | analytics | html | distributed_systems | Design a production dashboard for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js/Windows error: ENOENT, stat 'C:\\Users\\RT\\AppData\\Roaming\\npm'", "source_... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a66fb172f90c756e6fc0b9b4 | train | refactoring_testability | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | dashboard | html | fullstack | Refactor a html system related to fullstack. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "osp-group/flask-nginx-rtmp-manager", "source_url": "https://gitlab.com/osp-group/flask-nginx-... | === 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 | |
16e1211cf435b6840d4b3086 | train | scalability_analysis | codeberg | https://codeberg.org/Higssgin/1234567890000 | Higssgin/1234567890000 | education | sql | authentication | Perform a deep multi-layer analysis of authentication 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": "Higssgin/1234567890000", "source_url": "https://codeberg.org/Higssgin/1234567890000", "source... | === 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 'Higssgin/1234567890000' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
d532899ef8fad2db27154590 | train | responsive_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | saas | cpp | redis | Create a responsive design strategy for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle", "source_url": "https://codeberg.org/... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
9e007fadaaa588780c160f27 | train | refactoring_performance | huggingface | https://huggingface.co/datasets/CodedotAI/code_clippy_github | CodedotAI/code_clippy_github | dashboard | scala | react | Refactor a scala system related to react. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CodedotAI/code_clippy_github", "source_url": "https://huggingface.co/datasets/CodedotAI/code_... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== 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 | |
86e3361f93299f94ad68eac1 | train | responsive_design | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_javascript | Mo7art/Stack2Graph_KG_javascript | social_app | html | computer_vision | Create a responsive design strategy for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_KG_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
581d66551b6cefa666aa5c40 | train | source_selection | npm | https://www.npmjs.com/package/vitest | vitest | finance | kotlin | react | Select the most reliable sources to research react. | {"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... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
8b640ae561af6aac8985fe09 | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | swift | redis | Design reusable UI components for a community. | {"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 component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
0bb2252ccc617c354d5f72dd | train | dx_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | social_app | dart | devops | Perform a deep developer-experience analysis for a dart project involving devops. | {"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. 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 | |
959e6a97e6c04d7ef82ce9a8 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-Pretraining-Code-v1 | nvidia/Nemotron-Pretraining-Code-v1 | social_app | swift | html | Rewrite and improve a vague search query about html into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-Pretraining-Code-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === ORIGINAL (VAGUE) ===
how to do html
=== REWRITTEN QUERIES ===
1. html official documentation guide
2. html production best practices 2025
3. html common pitfalls and solutions
4. html architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework, env... | web-research-coding-5m-1.1.0 | |
1637937f35ca14f50aae23d7 | train | integration_testing | pypi | https://pypi.org/project/torch/ | torch | saas | dart | developer_experience | Design integration tests for a dart system involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
5e8350788e02f25f404c6e79 | train | refactoring_maintainability | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | ecommerce | python | kubernetes | Refactor a python system related to kubernetes. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 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.... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f0239e906a8322b7dcaf197d | train | repository_documentation | pypi | https://pypi.org/project/pytest/ | pytest | dashboard | kotlin | ci_cd | Perform a deep multi-layer analysis of ci_cd for a dashboard 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
5f307cec55c7fa0ad961a3cb | train | source_comparison | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | analytics | kotlin | html | Compare multiple sources about html 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": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://gitla... | === SOURCES ===
- mi_udemy/python-for-data-science-and-machine-learning-bootcamp (https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Ide... | web-research-coding-5m-1.1.0 | |
6ec0d7820ea2a3727787f596 | train | accessibility_analysis | npm | https://www.npmjs.com/package/react | react | admin_panel | dart | cloud | Perform a deep multi-layer analysis of cloud for a admin_panel using dart. 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
23624b6d99eb90f14d5731a2 | train | design_components | stackexchange | https://stackoverflow.com/questions/1789945/how-to-check-whether-a-string-contains-a-substring-in-javascript | How to check whether a string contains a substring in JavaScript? | saas | scala | documentation | Create a component architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to check whether a string contains a substring in JavaScript?", "source_url": "https://st... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
1af9d86fe5674b5d22da9f93 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/Aaqqid/OCR-Synthetic-Multilingual-v1 | Aaqqid/OCR-Synthetic-Multilingual-v1 | search_interface | swift | developer_experience | Create an accessibility remediation plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Aaqqid/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Aaqqid/... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
dfb2f6a2ce47886a6e4e139a | train | refactoring_legacy_code | npm | https://www.npmjs.com/package/next | next | documentation | ruby | css | Refactor a ruby system related to css. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 | |
35982607191f1f8c423c4e88 | train | documentation_experience | huggingface | https://huggingface.co/datasets/Shuu12121/github-file-programs-dataset-javascript | Shuu12121/github-file-programs-dataset-javascript | landing_page | python | api_design | Perform a deep developer-experience analysis for a python project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/github-file-programs-dataset-javascript", "source_url": "https://huggingface.co/dat... | === 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 |
b8b16b5d01a32e8eccbdcc6d | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | rust | react | Write an effective web search query to research the topic: react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === QUERY ===
react best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- react
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained... | web-research-coding-5m-1.1.0 | |
b6aa20cab3fe1bbd04dfd2e9 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/huggingface/documentation-images | huggingface/documentation-images | portfolio | dart | database | Refactor a dart system related to database. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface/documentation-images", "source_url": "https://huggingface.co/datasets/huggingface... | === 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 | |
35bae6022b6dd73b87c5cf5a | train | component_design | stackexchange | https://stackoverflow.com/questions/6912584/how-to-get-get-query-string-variables-in-express-js-on-node-js | How to get GET (query string) variables in Express.js on Node.js? | finance | cpp | security | Design reusable UI components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to get GET (query string) variables in Express.js on Node.js?", "source_url": "https://st... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
e5e265a498daabe6b3be5c66 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/3790935/can-i-hide-the-html5-number-input-s-spin-box | Can I hide the HTML5 number input’s spin box? | portfolio | typescript | design_system | Perform a deep multi-layer analysis of design_system for a portfolio using typescript. 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": "Can I hide the HTML5 number input’s spin box?", "source_url": "https://stackoverflow.com/ques... | === 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 'Can I hide the HTML5 number input’s spin box?' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
6f77b63ac35a85cee4d908fe | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/32308370/what-is-the-syntax-for-typescript-arrow-functions-with-generics | What is the syntax for Typescript arrow functions with generics? | documentation | javascript | distributed_systems | Refactor a javascript system related to distributed_systems. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the syntax for Typescript arrow functions with generics?", "source_url": "https://sta... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
ddac59ffc7f73f29fbe535b4 | train | dependency_impact_analysis | codeberg | https://codeberg.org/slenderman00/2captcha-python | slenderman00/2captcha-python | landing_page | ruby | graphql | Perform a deep multi-layer analysis of graphql for a landing_page 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": "slenderman00/2captcha-python", "source_url": "https://codeberg.org/slenderman00/2captcha-pyth... | === 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 'slenderman00/2captcha-python' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
1faa45dbb76e366a450a6343 | train | integration_testing | pypi | https://pypi.org/project/torch/ | torch | search_interface | python | cloud | Design integration tests for a python system involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | 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 |
040f0a60f81ab2ccbc5bd0dd | train | interaction_design | pypi | https://pypi.org/project/numpy/ | numpy | education | scala | react | Design interaction states for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
80d3f17977a8aadd61fd7bf7 | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | python | software_architecture | Create a responsive design strategy for a analytics. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
55052e4a7bdc0f90954ac21c | train | repository_comparison | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | documentation | shell | backend | Perform a deep multi-layer analysis of backend for a documentation 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
f06b9f6f7a9c040f945f5e87 | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | swift | postgresql | Refactor a swift system related to postgresql. Focus on refactoring dependency. | {"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... | === 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 | |
fe8364235ce988037b345188 | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | python | html | Refactor a python system related to html. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
cb3fa1b45540fc53b52717df | train | documentation_lookup | stackexchange | https://stackoverflow.com/questions/32461229/why-use-redux-over-facebook-flux | Why use Redux over Facebook Flux? | analytics | css | database | Find and summarize the relevant documentation for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why use Redux over Facebook Flux?", "source_url": "https://stackoverflow.com/questions/324612... | === RELEVANT DOCS ===
- Why use Redux over Facebook Flux?
https://stackoverflow.com/questions/32461229/why-use-redux-over-facebook-flux
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in ... | web-research-coding-5m-1.1.0 | |
26f6cfec5e4a81474e582a6e | train | responsive_website | huggingface | https://huggingface.co/datasets/hf-azure-internal/documentation-image | hf-azure-internal/documentation-image | developer_tool | kotlin | data_structures | Design a complete responsive developer_tool for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hf-azure-internal/documentation-image", "source_url": "https://huggingface.co/datasets/hf-azu... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
7f02c602df2c535f25f2727e | train | data_structure_design | pypi | https://pypi.org/project/torch/ | torch | blog | shell | observability | Design a data structure in shell for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
e908dfb6070cf11c4838f2d6 | train | local_development_experience | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | marketplace | ruby | design_system | Perform a deep developer-experience analysis for a ruby project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | === 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 | |
ef85287d7ed34adea6572cd0 | train | design_to_code | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | social_app | html | postgresql | Translate a social_app design into maintainable html code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | 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 | |
8f6b5a2845835a17031ae27d | train | debugging | huggingface | https://huggingface.co/datasets/visheratin/documentation-images | visheratin/documentation-images | dashboard | typescript | api_design | Create a realistic typescript debugging problem involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "visheratin/documentation-images", "source_url": "https://huggingface.co/datasets/visheratin/d... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
13b2d2f0f92f6eb2d438cb0f | train | repository_issue_reasoning | web_docs | https://docs.djangoproject.com/ | Django Documentation | community | html | graphql | Perform a deep multi-layer analysis of graphql for a community 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
2a00f069641434ee9927fd53 | train | api_developer_experience | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | landing_page | shell | python | Perform a deep developer-experience analysis for a shell project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | === 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 | |
933c271d6475adab3965f972 | train | performance_fix | web_docs | https://docs.djangoproject.com/ | Django Documentation | blog | dart | nlp | Create a web-performance optimization plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
9cec3e9dc16cbe5d3180d5f5 | train | form_ui | codeberg | https://codeberg.org/quidome/100-exercises-to-learn-rust | quidome/100-exercises-to-learn-rust | search_interface | python | software_architecture | Design an accessible form for software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "quidome/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/quidome/100-exercis... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
77d9357f9a48d244ea3b6ec4 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/zjsd/RedStone-Code-python | zjsd/RedStone-Code-python | portfolio | javascript | caching | Perform a deep multi-layer analysis of caching for a portfolio 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": "zjsd/RedStone-Code-python", "source_url": "https://huggingface.co/datasets/zjsd/RedStone-Code... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'zjsd/RedStone-Code-python' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
1b60cf386ad57e4e4a4d5cdc | train | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | documentation | kotlin | developer_experience | Design the information architecture for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
a0cba0d58ab836d24d51fac8 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | admin_panel | css | database | Classify the search intent for a query about database. | {"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",... | === 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 ===
"database vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
ac6f4bb6d7a39fc53f6674b3 | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/1817792/is-there-a-previous-sibling-selector | Is there a "previous sibling" selector? | blog | javascript | api_design | Perform a deep multi-layer analysis of api_design for a blog 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": "Is there a "previous sibling" selector?", "source_url": "https://stackoverflow.com/... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'Is there a "previous sibling" selector?' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
efb1dd2eee4410b93cf3a697 | train | design_system | stackexchange | https://stackoverflow.com/questions/3518002/how-can-i-set-the-default-value-for-an-html-select-element | How can I set the default value for an HTML <select> element? | ecommerce | ruby | fullstack | Create a scalable design system for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I set the default value for an HTML <select> element?", "source_url": "https://... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
f99217eaf93a76a67bd7a3b0 | train | api_design | pypi | https://pypi.org/project/rich/ | rich | developer_tool | ruby | sql | Design a production API for a sql application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "sq... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
ac8ac09e649505e39d62146e | train | performance_analysis | codeberg | https://codeberg.org/AjeshCasual/12DoF-Quadruped-Kinematics | AjeshCasual/12DoF-Quadruped-Kinematics | admin_panel | swift | devops | Perform a deep multi-layer analysis of devops for a admin_panel using swift. 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": "AjeshCasual/12DoF-Quadruped-Kinematics", "source_url": "https://codeberg.org/AjeshCasual/12Do... | === 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 'AjeshCasual/12DoF-Quadruped-Kinematics' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
37fd0b2e8c189f9cffb7d8d6 | train | product_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | social_app | javascript | nextjs | Perform a deep multi-layer analysis of nextjs for a social_app 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
1b2ea199d00f0fcb49236dcd | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | sql | redis | Perform a deep multi-layer analysis of redis 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | web-research-coding-5m-1.1.0 | |
6ae50fc6e97bc342d1ae49ae | train | documentation_experience | codeberg | https://codeberg.org/shewolf/_cargo-index | shewolf/_cargo-index | landing_page | python | documentation | Perform a deep developer-experience analysis for a python project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shewolf/_cargo-index", "source_url": "https://codeberg.org/shewolf/_cargo-index", "source_typ... | === 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 |
43d01076aa5a81e0ca4ef94e | train | source_comparison | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | saas | dart | python | Compare multiple sources about python 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === SOURCES ===
- PostgreSQL Documentation (https://www.postgresql.org/docs/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outd... | web-research-coding-5m-1.1.0 | |
dddffbca466406b15c787e60 | train | information_architecture | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | blog | html | backend | Design the information architecture for backend. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
725d8d99e7f6dcd0ab71f3c1 | train | accessibility_analysis | codeberg | https://codeberg.org/m5blum/acweb | m5blum/acweb | developer_tool | scala | open_source | Perform a deep multi-layer analysis of open_source for a developer_tool 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": "m5blum/acweb", "source_url": "https://codeberg.org/m5blum/acweb", "source_type": "repository"... | === 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 'm5blum/acweb' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
02fd4575a39520d7c4a1e40b | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | analytics | cpp | authentication | Perform a deep multi-layer analysis of authentication for a analytics 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": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | === 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 'huggingface-course/documentation-images' as a source anchor and identify relevant... | web-research-coding-5m-1.1.0 | |
04115b9d24d5b802a111080a | train | repository_understanding | npm | https://www.npmjs.com/package/vite | vite | admin_panel | javascript | web_performance | Perform a deep multi-layer analysis of web_performance 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": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === 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 'vite' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
81e2f501fe875bee7d841f86 | train | debugging | stackexchange | https://stackoverflow.com/questions/3577641/how-do-you-parse-and-process-html-xml-in-php | How do you parse and process HTML/XML in PHP? | admin_panel | shell | deep_learning | Create a realistic shell debugging problem involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you parse and process HTML/XML in PHP?", "source_url": "https://stackoverflow.com/ques... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
04b3fe6c61227f8957afd1f3 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/emgena/omnimcp_python_backend_architect_teaser | emgena/omnimcp_python_backend_architect_teaser | marketplace | css | python | Classify the search intent for a query about python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "emgena/omnimcp_python_backend_architect_teaser", "source_url": "https://huggingface.co/datase... | === 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 ===
"python vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 | |
877a59de3b18e05a0f57016a | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/9899372/vanilla-javascript-equivalent-of-jquerys-ready-how-to-call-a-function-whe | Vanilla JavaScript equivalent of jQuery's $.ready() - how to call a function when the page/DOM is ready for it | marketplace | sql | nextjs | Classify the search intent for a query about nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vanilla JavaScript equivalent of jQuery's $.ready() - how to call a function when the pag... | === 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 ===
"nextjs vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.