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0290b552d67e931b9b765e35 | train | nextjs_generation | npm | https://www.npmjs.com/package/axios | axios | analytics | ruby | css | Design a Next.js architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | 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 |
4244acafcd5460906bc04978 | train | accessibility_fix | gitlab | https://gitlab.com/blue-dragon/laravel-routes | blue-dragon/laravel-routes | landing_page | css | deep_learning | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blue-dragon/laravel-routes", "source_url": "https://gitlab.com/blue-dragon/laravel-routes", "... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
8a2faa2eaadf571b6838aedd | train | information_architecture | pypi | https://pypi.org/project/streamlit/ | streamlit | marketplace | rust | testing | Design the information architecture for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
52de9f5756163e49ff8462c0 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/423379/how-can-i-use-a-global-variable-in-a-function | How can I use a global variable in a function? | social_app | javascript | design_system | Refactor a javascript system related to design_system. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I use a global variable in a function?", "source_url": "https://stackoverflow.com/que... | === 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 | |
6a16be0b919372bf632e9288 | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | social_app | sql | distributed_systems | Perform a deep developer-experience analysis for a sql project involving distributed_systems. | {"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... | === 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 | |
9b2195bfc542acf4490718b6 | train | design_to_code | huggingface | https://huggingface.co/datasets/jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | saas | go | nextjs | Translate a saas design into maintainable go code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jason1966/aminasalamt_heart-disease-prediction-using-machine-learning", "source_url": "https:... | 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 | |
1ecf33e11cc8e28934536cdf | train | error_message_design | pypi | https://pypi.org/project/torch/ | torch | marketplace | sql | serverless | Perform a deep developer-experience analysis for a sql project involving serverless. | {"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": "... | === 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 | |
d453ec8b5e3c586d8c9ab8ce | train | responsive_website | stackexchange | https://stackoverflow.com/questions/11832914/how-to-round-to-at-most-2-decimal-places-if-necessary | How to round to at most 2 decimal places, if necessary | marketplace | c | devops | Design a complete responsive marketplace for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to round to at most 2 decimal places, if necessary", "source_url": "https://stackoverflow... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
692d14c2eed24e84bd15091d | train | refactoring_api | codeberg | https://codeberg.org/UI-Programming-23-24/01_Web_basics_and_Git_C00288668_Emily_Breen | UI-Programming-23-24/01_Web_basics_and_Git_C00288668_Emily_Breen | blog | cpp | caching | Refactor a cpp system related to caching. Focus on refactoring api. | {"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_C00288668_Emily_Breen", "source_url": "https://cod... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
95fe6b7b1ff448c69a272a51 | train | build_experience | codeberg | https://codeberg.org/I-ATE-OREO/2025 | I-ATE-OREO/2025 | finance | java | testing | Perform a deep developer-experience analysis for a java project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I-ATE-OREO/2025", "source_url": "https://codeberg.org/I-ATE-OREO/2025", "source_type": "repos... | === 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 | |
a347b8312891057c09a76d09 | train | ux_design | stackexchange | https://stackoverflow.com/questions/3010840/how-to-loop-through-the-items-of-an-array-in-javascript | How to loop through the items of an array in JavaScript? | ecommerce | dart | open_source | Design the complete UX flow of a ecommerce for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to loop through the items of an array in JavaScript?", "source_url": "https://stackoverfl... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
220f4b1ab660a58f624f9764 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/facebook/multilingual_librispeech | facebook/multilingual_librispeech | marketplace | javascript | docker | Perform a deep multi-layer analysis of docker for a marketplace 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": "facebook/multilingual_librispeech", "source_url": "https://huggingface.co/datasets/facebook/m... | === 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 'facebook/multilingual_librispeech' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
37d3022834df868cb6c7f8b5 | train | repository_documentation | huggingface | https://huggingface.co/datasets/jinaai/documentation-images | jinaai/documentation-images | education | css | ci_cd | Perform a deep multi-layer analysis of ci_cd for a education using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jinaai/documentation-images", "source_url": "https://huggingface.co/datasets/jinaai/documenta... | === 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 'jinaai/documentation-images' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
596e47e23ea21c8c8183ee7c | train | web_search_query | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | community | ruby | html | Write an effective web search query to research the topic: html. | {"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... | === QUERY ===
html best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- html
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained r... | web-research-coding-5m-1.1.0 | |
fc3b27827de0b7a21f0e80f3 | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | html | web_accessibility | Design the complete UX flow of a documentation for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
d17583805540d7b7d0b7e768 | train | seo_fix | pypi | https://pypi.org/project/rich/ | rich | ecommerce | ruby | kubernetes | Create an SEO improvement plan for a ecommerce about kubernetes. | {"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": "ku... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
585b0ab47bf13072df342e21 | train | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | marketplace | swift | html | Perform a deep developer-experience analysis for a swift project involving html. | {"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. 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 | |
99a00d06f99988714290f8b4 | train | ui_design | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh-extended | shangshang/programming-interview-zh-extended | blog | php | redis | Design a production-quality UI for a blog focused on redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shangshang/programming-interview-zh-extended", "source_url": "https://huggingface.co/datasets... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
c6637bc817654709bcf1c055 | train | accessibility_fix | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-project-page-videos | NTU-yiwen/code-world-model-project-page-videos | search_interface | java | mongodb | 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": "NTU-yiwen/code-world-model-project-page-videos", "source_url": "https://huggingface.co/datase... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
8e5075dc8e49e84f0828a581 | train | research_summary | stackexchange | https://stackoverflow.com/questions/46677752/the-difference-between-requirex-and-import-x | The difference between "require(x)" and "import x" | analytics | css | security | Summarize the current state of knowledge about security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The difference between "require(x)" and "import x"", "source_url": "https... | === OVERVIEW ===
security 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 ===
The difference betwee... | web-research-coding-5m-1.1.0 | |
cdc522bb4a417185517f9f52 | train | maintainability_analysis | stackexchange | https://stackoverflow.com/questions/30081275/why-is-1000000000000000-in-range1000000000000001-so-fast-in-python-3 | Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3? | community | go | rest_api | Perform a deep multi-layer analysis of rest_api for a community using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3?", "source... | === 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 'Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3?' as a sou... | web-research-coding-5m-1.1.0 | |
6ee9ababcfc9369a3f73cc32 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/54438012/an-index-signature-parameter-type-cannot-be-a-union-type-consider-using-a-mappe | An index signature parameter type cannot be a union type. Consider using a mapped object type instead | blog | php | api_design | Create a responsive design strategy for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "An index signature parameter type cannot be a union type. Consider using a mapped object type... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
5a4e287f65179087d0559f1a | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/2189452/what-is-the-difference-between-margin-and-padding-in-css | What is the difference between margin and padding in CSS? | blog | typescript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a blog 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": "What is the difference between margin and padding in CSS?", "source_url": "https://stackoverf... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'What is the difference between margin and padding in CSS?' as a source ... | web-research-coding-5m-1.1.0 | |
ff208af62f2b59c78a08b7dd | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/flytech/python-codes-25k | flytech/python-codes-25k | saas | kotlin | mongodb | Perform a deep multi-layer analysis of mongodb for a saas 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": "flytech/python-codes-25k", "source_url": "https://huggingface.co/datasets/flytech/python-code... | === 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 'flytech/python-codes-25k' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
f7a35a3419aa7da405ef310e | train | dependency_impact_analysis | npm | https://www.npmjs.com/package/next | next | blog | shell | authorization | Perform a deep multi-layer analysis of authorization for a blog 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'next' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
de7887b0575f721cb023c997 | train | refactoring | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | blog | c | database | Create a production coding task in c for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
f2f6721c1cc02c2144965197 | train | data_structure_design | stackexchange | https://stackoverflow.com/questions/12709074/how-do-you-explicitly-set-a-new-property-on-window-in-typescript | How do you explicitly set a new property on `window` in TypeScript? | developer_tool | ruby | linux | Design a data structure in ruby for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you explicitly set a new property on `window` in TypeScript?", "source_url": "https://... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
3adc022469dc27ae2c55f4c7 | train | documentation_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | c | docker | Perform a deep developer-experience analysis for a c project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 | |
29c777a3dd04cc6823e949d5 | train | research_plan | npm | https://www.npmjs.com/package/rollup | rollup | admin_panel | shell | data_engineering | Build a structured research plan to deeply understand data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === GOAL ===
Produce a reliable, current, and actionable understanding of data_engineering.
=== 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 | |
013ad86840d3567c21c23994 | train | accessibility_fix | gitlab | https://gitlab.com/rmnvgr/metadata-cleaner | rmnvgr/metadata-cleaner | analytics | cpp | algorithms | Create an accessibility remediation plan for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rmnvgr/metadata-cleaner", "source_url": "https://gitlab.com/rmnvgr/metadata-cleaner", "source... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
1706da92f72ffe4f4cff1de7 | train | data_structure_design | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | dashboard | shell | serverless | Design a data structure in shell for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nishant2414/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Ni... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
128e2e271c99983dc394feaf | train | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/332289/how-do-i-change-the-size-of-figures-drawn-with-matplotlib | How do I change the size of figures drawn with Matplotlib? | admin_panel | scala | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a admin_panel using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I change the size of figures drawn with Matplotlib?", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'How do I change the size of figures drawn with Matplotlib?' as a source anc... | web-research-coding-5m-1.1.0 | |
b4e68abf3932a4ef6e8c458f | train | documentation_lookup | github | https://github.com/twbs/bootstrap | twbs/bootstrap | admin_panel | kotlin | nlp | Find and summarize the relevant documentation for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "twbs/bootstrap", "source_url": "https://github.com/twbs/bootstrap", "source_type": "repositor... | === RELEVANT DOCS ===
- twbs/bootstrap
https://github.com/twbs/bootstrap
- 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 where relevant. | web-research-coding-5m-1.1.0 | |
17693c9b46313e2215081437 | train | typescript_generation | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2 | UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2 | education | java | html | Implement TypeScript logic for a education. | {"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-Jack-Sweeney2", "source_url": "https://codeberg.or... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
ca5718927ed2c97b25d1893f | train | evidence_extraction | web_docs | https://go.dev/doc/ | Go Documentation | marketplace | go | nodejs | Extract verifiable evidence about nodejs from the given source. | {"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... | === SOURCE ===
Go Documentation
https://go.dev/doc/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment stated... | web-research-coding-5m-1.1.0 | |
6c183f4020ec60ff13708bea | train | repository_architecture | npm | https://www.npmjs.com/package/axios | axios | analytics | scala | data_engineering | Perform a deep multi-layer analysis of data_engineering for a analytics 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
45b97af5ec86265d9ab6a76f | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/37233735/interfaces-vs-types-in-typescript | Interfaces vs Types in TypeScript | marketplace | java | caching | Perform a deep multi-layer analysis of caching for a marketplace 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": "Interfaces vs Types in TypeScript", "source_url": "https://stackoverflow.com/questions/372337... | === 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 'Interfaces vs Types in TypeScript' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
7799bc49620df12c4a6d1912 | train | ux_design | stackexchange | https://stackoverflow.com/questions/1026069/how-do-i-make-the-first-letter-of-a-string-uppercase-in-javascript | How do I make the first letter of a string uppercase in JavaScript? | saas | c | algorithms | Design the complete UX flow of a saas for algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make the first letter of a string uppercase in JavaScript?", "source_url": "https://... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
7e39f316b74234aaa2e43f74 | train | repository_architecture | pypi | https://pypi.org/project/pandas/ | pandas | developer_tool | c | deep_learning | Perform a deep multi-layer analysis of deep_learning for a developer_tool using c. 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": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
64b7f7de178d000fbae7611e | train | integration_testing | stackexchange | https://stackoverflow.com/questions/30571875/whats-the-difference-between-super-and-superprops-in-react-when-using-e | What's the difference between "super()" and "super(props)" in React when using es6 classes? | saas | typescript | backend | Design integration tests for a typescript system involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between "super()" and "super(props)" in React w... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
5875019ffb6c2d1c1e4d488a | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/237104/how-do-i-check-if-an-array-includes-a-value-in-javascript | How do I check if an array includes a value in JavaScript? | social_app | css | frontend | Extract verifiable evidence about frontend from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if an array includes a value in JavaScript?", "source_url": "https://stackover... | === SOURCE ===
How do I check if an array includes a value in JavaScript?
https://stackoverflow.com/questions/237104/how-do-i-check-if-an-array-includes-a-value-in-javascript
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Perform... | web-research-coding-5m-1.1.0 | |
001e9d5a3b1fe07f6d09b7ff | train | dashboard | web_docs | https://docs.python.org/3/ | Python Documentation | portfolio | swift | docker | Design a production dashboard for docker. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
df411a758a2a7ba62aad47c3 | train | refactoring_legacy_code | web_docs | https://docs.python.org/3/ | Python Documentation | social_app | kotlin | css | Refactor a kotlin 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 | |
9d47cac4d8bf8ed8e4d5bc49 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/Vezora/Tested-22k-Python-Alpaca | Vezora/Tested-22k-Python-Alpaca | community | go | devops | Classify the search intent for a query about devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-22k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Teste... | === 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 ===
"devops vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=... | web-research-coding-5m-1.1.0 | |
d37945992bb8e8417a397c59 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | blog | php | design_system | Perform a deep multi-layer analysis of design_system for a blog 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
bfc1875bafc7be087085a075 | train | information_architecture | huggingface | https://huggingface.co/datasets/ytzi/the-stack-dedup-python-filtered-docstrings | ytzi/the-stack-dedup-python-filtered-docstrings | documentation | javascript | debugging | Design the information architecture for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ytzi/the-stack-dedup-python-filtered-docstrings", "source_url": "https://huggingface.co/datas... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
75ae672cda5297d4177862c2 | train | repository_architecture | huggingface | https://huggingface.co/datasets/AffineFoundation/rl-python | AffineFoundation/rl-python | dashboard | go | rest_api | Perform a deep multi-layer analysis of rest_api for a dashboard using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AffineFoundation/rl-python", "source_url": "https://huggingface.co/datasets/AffineFoundation/... | === 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 'AffineFoundation/rl-python' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
4d381744cef79b79282e9f36 | train | build_experience | npm | https://www.npmjs.com/package/svelte | svelte | finance | rust | open_source | Perform a deep developer-experience analysis for a rust project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 | |
58c3d4197f6bc50aab53783b | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/42081257/why-binary-crossentropy-and-categorical-crossentropy-give-different-performances | Why binary_crossentropy and categorical_crossentropy give different performances for the same problem? | landing_page | php | machine_learning | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
8d51bea5afceae64cf9c3f37 | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/express | express | education | dart | debugging | Perform a deep multi-layer analysis of debugging for a education 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'express' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
df6c02b62d7424be7832ca20 | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | go | software_architecture | Design a developer documentation page for software_architecture. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
c2735b4264ccdfbd78a719ab | train | refactoring | huggingface | https://huggingface.co/datasets/kloodia/javascript_200k | kloodia/javascript_200k | developer_tool | java | developer_experience | Create a production coding task in java for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kloodia/javascript_200k", "source_url": "https://huggingface.co/datasets/kloodia/javascript_2... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b60f267907093f72c25b2432 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/826782/how-to-disable-text-selection-highlighting | How to disable text selection highlighting | social_app | typescript | postgresql | Perform a deep developer-experience analysis for a typescript project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to disable text selection highlighting", "source_url": "https://stackoverflow.com/questio... | === 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 | |
3cc077e7cfce2fc3404352df | train | repository_comparison | npm | https://www.npmjs.com/package/prettier | prettier | finance | rust | software_architecture | Perform a deep multi-layer analysis of software_architecture for a finance 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'prettier' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
5d02e0268dd512b68e94a836 | train | repository_understanding | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | search_interface | go | kubernetes | Perform a deep multi-layer analysis of kubernetes for a search_interface using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
7b7f0dfcfe38acce9fdb00b4 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | shell | devops | Perform a deep multi-layer analysis of devops for a dashboard using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
76bf2ade308fb1ec9cac8beb | train | design_system | gitlab | https://gitlab.com/fmd-foss/fmd-android | fmd-foss/fmd-android | blog | scala | api_design | Create a scalable design system for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fmd-foss/fmd-android", "source_url": "https://gitlab.com/fmd-foss/fmd-android", "source_type"... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
16a748bf7428dac557dc6e72 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | kotlin | database | Perform a professional design review of a documentation. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
960019c23c624d52f8323105 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/andito/qwentts-cpp-python-wheels | andito/qwentts-cpp-python-wheels | education | php | api_design | Refactor a php system related to api_design. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "andito/qwentts-cpp-python-wheels", "source_url": "https://huggingface.co/datasets/andito/qwen... | === 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 | |
16f82a45394987794ed38c4f | train | performance_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | developer_tool | typescript | backend | Perform a deep multi-layer analysis of backend for a developer_tool 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
fa23675d192cda9a450b5a48 | train | documentation_page | huggingface | https://huggingface.co/datasets/huggingface/documentation-images | huggingface/documentation-images | dashboard | java | postgresql | Design a developer documentation page for postgresql. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
7f209b7f31117cd32490b3fa | train | local_development_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | marketplace | php | web_performance | Perform a deep developer-experience analysis for a php project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
dd3949e7311846aee284a682 | train | refactoring_architecture | npm | https://www.npmjs.com/package/svelte | svelte | productivity | ruby | react | Refactor a ruby system related to react. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 | |
deb59d5ba70d02eb0757d92f | train | refactoring_legacy_code | web_docs | https://doc.rust-lang.org/ | Rust Documentation | admin_panel | php | testing | Refactor a php system related to testing. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 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 | |
e5920bba40d63002ad946a36 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | ruby | fullstack | Perform a deep multi-layer analysis of fullstack for a ecommerce 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
c2f83a9c8eb75752c0c1bef6 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | kotlin | sql | Perform a deep multi-layer analysis of sql for a documentation 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
1f6a85e922a6a034dc2a1d24 | train | developer_experience | gitlab | https://gitlab.com/osp-group/flask-nginx-rtmp-manager | osp-group/flask-nginx-rtmp-manager | saas | typescript | nlp | Perform a deep developer-experience analysis for a typescript project involving nlp. | {"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-... | === 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 | |
e9902eaeeca377af4c508269 | train | security_review | github | https://github.com/jhao104/proxy_pool | jhao104/proxy_pool | developer_tool | dart | ci_cd | Perform a security review of a developer_tool application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jhao104/proxy_pool", "source_url": "https://github.com/jhao104/proxy_pool", "source_type": "r... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
34fc132922fa6e661fdd3743 | train | responsive_design | web_docs | https://docs.python.org/3/ | Python Documentation | ecommerce | typescript | web_performance | Create a responsive design strategy for a ecommerce. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
3b3e13a41b716f0f6e9b4325 | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | productivity | rust | kubernetes | Perform a deep multi-layer analysis of kubernetes for a productivity 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
7e849409b6ffe3adf2fd7e15 | train | html_generation | github | https://github.com/facebook/docusaurus | facebook/docusaurus | developer_tool | cpp | documentation | Create semantic HTML for a developer_tool about documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/docusaurus", "source_url": "https://github.com/facebook/docusaurus", "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 |
ecfddf8466d71de123f271ba | train | debugging_experience | stackexchange | https://stackoverflow.com/questions/43034960/many-to-one-and-many-to-many-lstm-examples-in-keras | Many to one and many to many LSTM examples in Keras | blog | dart | nextjs | Perform a deep developer-experience analysis for a dart project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Many to one and many to many LSTM examples in Keras", "source_url": "https://stackoverflow.co... | === 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 | |
8fada2b673e0dc6a28f97994 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/2595176/which-machine-learning-classifier-to-choose-in-general | Which machine learning classifier to choose, in general? | landing_page | c | computer_vision | Perform a deep developer-experience analysis for a c project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which machine learning classifier to choose, in general?", "source_url": "https://stackoverfl... | === 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 | |
f2fd1a75124c168d5f2396c5 | train | integration_testing | huggingface | https://huggingface.co/datasets/Chunte/documentation-images | Chunte/documentation-images | saas | scala | api_design | Design integration tests for a scala system involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Chunte/documentation-images", "source_url": "https://huggingface.co/datasets/Chunte/documenta... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
70aed4feac9a40f14a14c737 | train | product_analysis | huggingface | https://huggingface.co/datasets/code-rag-bench/github-repos-python | code-rag-bench/github-repos-python | developer_tool | javascript | user_experience | Perform a deep multi-layer analysis of user_experience for a developer_tool using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/github-repos-python", "source_url": "https://huggingface.co/datasets/code-rag-... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'code-rag-bench/github-repos-python' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
a8b06e9a2b0688433c7bb7a3 | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | productivity | java | nlp | Create a responsive design strategy for a productivity. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
6d38fc503de3cfccd778d74f | train | code_explanation | stackexchange | https://stackoverflow.com/questions/1279957/how-to-move-an-element-into-another-element | How to move an element into another element | community | c | web_performance | Explain a c implementation related to web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to move an element into another element", "source_url": "https://stackoverflow.com/questi... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
828865ae79a3d17895dde506 | train | algorithm_design | github | https://github.com/scikit-learn/scikit-learn | scikit-learn/scikit-learn | admin_panel | javascript | design_system | Design a javascript algorithm for a design_system problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
6fa6c49b5b24299f8a0a6c89 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/2906582/how-do-i-create-an-html-button-that-acts-like-a-link | How do I create an HTML button that acts like a link? | portfolio | css | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a portfolio using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create an HTML button that acts like a link?", "source_url": "https://stackoverflow.... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'How do I create an HTML button that acts like a link?' as a source anch... | web-research-coding-5m-1.1.0 | |
07533a8f1a3b35a32011a229 | train | repository_architecture | gitlab | https://gitlab.com/q-dev/q-js-sdk | q-dev/q-js-sdk | dashboard | sql | debugging | Perform a deep multi-layer analysis of debugging for a dashboard 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": "q-dev/q-js-sdk", "source_url": "https://gitlab.com/q-dev/q-js-sdk", "source_type": "repositor... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'q-dev/q-js-sdk' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
3d0dfc660aa63e456b9158ba | train | api_design | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | dashboard | javascript | fullstack | Design a production API for a fullstack application. | {"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": "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
56a80fec1c9258d96cda3a9c | train | design_review | github | https://github.com/jobbole/awesome-python-cn | jobbole/awesome-python-cn | finance | ruby | debugging | Perform a professional design review of a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jobbole/awesome-python-cn", "source_url": "https://github.com/jobbole/awesome-python-cn", "so... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
79182218e89e939a8553a2d7 | train | responsive_design | gitlab | https://gitlab.com/eternaltwin/eternaltwin | eternaltwin/eternaltwin | education | ruby | distributed_systems | Create a responsive design strategy for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eternaltwin/eternaltwin", "source_url": "https://gitlab.com/eternaltwin/eternaltwin", "source... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
32bdebffee1c8d3d65e36f09 | train | deep_technical_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | community | typescript | react | Perform a deep multi-layer analysis of react 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": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'fastapi' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
df82eb077ff13fc2e55e32e8 | train | accessibility_analysis | github | https://github.com/denoland/deno | denoland/deno | community | scala | algorithms | Perform a deep multi-layer analysis of algorithms for a community 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": "denoland/deno", "source_url": "https://github.com/denoland/deno", "source_type": "repository"... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'denoland/deno' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
8c837bba7976d7b29d3569f8 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/open-r1/codeforces-cots | open-r1/codeforces-cots | portfolio | shell | developer_experience | Perform a deep multi-layer analysis of developer_experience for a portfolio 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": "open-r1/codeforces-cots", "source_url": "https://huggingface.co/datasets/open-r1/codeforces-c... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'open-r1/codeforces-cots' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
826a6e37a89aab5fd0d5eb2c | train | web_search_query | npm | https://www.npmjs.com/package/axios | axios | landing_page | css | css | Write an effective web search query to research the topic: css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === QUERY ===
css best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- css
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained rep... | web-research-coding-5m-1.1.0 | |
b593e281219b54813f277415 | train | design_tokens | stackexchange | https://stackoverflow.com/questions/336859/var-functionname-function-vs-function-functionname | var functionName = function() {} vs function functionName() {} | portfolio | scala | javascript | Create design tokens for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "var functionName = function() {} vs function functionName() {}", "source_url": "https://stack... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8c47f5dbef9ba7c9623e368b | train | ui_design | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-machine-learning-research-13 | GudduButt/schemaforge-machine-learning-research-13 | finance | rust | docker | Design a production-quality UI for a finance focused on docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-machine-learning-research-13", "source_url": "https://huggingface.co/da... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
4c4bf813ca61c9ad3c77e123 | train | documentation_lookup | web_docs | https://react.dev/ | React Documentation | developer_tool | dart | fullstack | Find and summarize the relevant documentation for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === RELEVANT DOCS ===
- React Documentation
https://react.dev/
- 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 where relevant. | web-research-coding-5m-1.1.0 | |
bf58fc05754c368017008826 | train | refactoring_legacy_code | gitlab | https://gitlab.com/CLIUtils/modern-cmake | CLIUtils/modern-cmake | blog | html | distributed_systems | Refactor a html system related to distributed_systems. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CLIUtils/modern-cmake", "source_url": "https://gitlab.com/CLIUtils/modern-cmake", "source_typ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
e0cc84b935c2f9dd4f42ba29 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | documentation | html | debugging | Perform a deep multi-layer analysis of debugging for a documentation 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": "glide-the/documentation-images", "source_url": "https://huggingface.co/datasets/glide-the/doc... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'glide-the/documentation-images' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
dd59b3545fdb8b775f8f371e | train | risk_analysis | web_docs | https://go.dev/doc/ | Go Documentation | dashboard | kotlin | docker | Perform a deep multi-layer analysis of docker 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
cf12fd25b9a32501e3d07478 | train | repository_comparison | npm | https://www.npmjs.com/package/zod | zod | documentation | go | javascript | Perform a deep multi-layer analysis of javascript for a documentation using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'zod' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
929ec229fb6afd77ddea4db2 | train | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | shell | 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 | |
47486e80d82bce3fb9452339 | train | developer_experience | codeberg | https://codeberg.org/Roboe/advent-of-code | Roboe/advent-of-code | analytics | typescript | postgresql | Perform a deep developer-experience analysis for a typescript project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Roboe/advent-of-code", "source_url": "https://codeberg.org/Roboe/advent-of-code", "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... | web-research-coding-5m-1.1.0 | |
d2023bcf8d47074aa37cca8b | train | security_review | codeberg | https://codeberg.org/hugoalh/adler32-es | hugoalh/adler32-es | documentation | sql | computer_vision | Perform a security review of a documentation application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hugoalh/adler32-es", "source_url": "https://codeberg.org/hugoalh/adler32-es", "source_type": ... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
937936ddaf3356cd27f26176 | train | repository_issue_reasoning | pypi | https://pypi.org/project/rich/ | rich | search_interface | javascript | linux | Perform a deep multi-layer analysis of linux for a search_interface 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "li... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
e88652f0c929b4024650ece9 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | css | kubernetes | Create an SEO improvement plan for a ecommerce about kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
8618cd33599262100d788c2d | train | design_components | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | education | rust | kubernetes | Create a component architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 |
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