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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
92b244308dcd733209a96baf | train | responsive_design | github | https://github.com/pallets/flask | pallets/flask | developer_tool | go | documentation | Create a responsive design strategy for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pallets/flask", "source_url": "https://github.com/pallets/flask", "source_type": "repository"... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
077675805cb6b785f6436f5a | train | ux_design | npm | https://www.npmjs.com/package/vitest | vitest | admin_panel | c | data_structures | Design the complete UX flow of a admin_panel for data_structures. | {"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... | 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 | |
7e527c327491e46607d15f72 | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/1402370/when-should-i-use-genetic-algorithms-as-opposed-to-neural-networks | When should I use genetic algorithms as opposed to neural networks? | documentation | cpp | data_engineering | Refactor a cpp system related to data_engineering. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "When should I use genetic algorithms as opposed to neural networks?", "source_url": "https://... | === 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 | |
5311c6dbfa926a8d5115db1b | train | design_components | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | portfolio | html | distributed_systems | Create a component architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tomaarsen/nanobeir-multilingual", "source_url": "https://huggingface.co/datasets/tomaarsen/na... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
c2fbdc52c52705466e6777e3 | train | react_generation | stackexchange | https://stackoverflow.com/questions/35352638/how-to-get-parameter-value-from-query-string | How to get parameter value from query string? | analytics | scala | nlp | Design React components for a analytics. | {"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... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
1b29cc60b02f7a3047b9c885 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | sql | react | Perform a deep multi-layer analysis of react 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
87ba92376d56fe3c49037f2b | train | repository_comparison | huggingface | https://huggingface.co/datasets/kwatcharasupat/dnr-v3-multilingual | kwatcharasupat/dnr-v3-multilingual | productivity | dart | computer_vision | Perform a deep multi-layer analysis of computer_vision for a productivity 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": "kwatcharasupat/dnr-v3-multilingual", "source_url": "https://huggingface.co/datasets/kwatchara... | === 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 'kwatcharasupat/dnr-v3-multilingual' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
0eb4da28dacd67dce6d691e1 | train | technical_research | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | blog | cpp | fullstack | Perform a technical research task about fullstack, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | === SCOPE ===
Technical behavior of fullstack.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- srabon444/google-calendar-clone-typescript (https://gitlab.com... | web-research-coding-5m-1.1.0 | |
7680ebb098c1b98fd2eed3f1 | train | testing_experience | gitlab | https://gitlab.com/pygolo/py | pygolo/py | analytics | php | security | Perform a deep developer-experience analysis for a php project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pygolo/py", "source_url": "https://gitlab.com/pygolo/py", "source_type": "repository", "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 | |
6dfdfb490bb2447271e880db | train | repository_understanding | gitlab | https://gitlab.com/farshadzargary1997/Microsoft-Rewards-bot | farshadzargary1997/Microsoft-Rewards-bot | developer_tool | javascript | javascript | Perform a deep multi-layer analysis of javascript 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": "farshadzargary1997/Microsoft-Rewards-bot", "source_url": "https://gitlab.com/farshadzargary19... | === 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 'farshadzargary1997/Microsoft-Rewards-bot' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
535e12ec1acf7332de37ce1a | train | refactoring_maintainability | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | blog | java | devops | Refactor a java system related to devops. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | === 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 | |
a60a8c5c2fdd74ce62fe8c6c | train | seo_fix | npm | https://www.npmjs.com/package/typescript | typescript | social_app | swift | web_accessibility | Create an SEO improvement plan for a social_app about web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
1743f689c2fc70014aa1bcd5 | train | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | php | nextjs | Refactor a php system related to nextjs. Focus on refactoring observability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== 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 | |
bff310fc97e7c1afdf3defbc | train | refactoring_architecture | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | documentation | html | security | Refactor a html system related to security. Focus on refactoring architecture. | {"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... | === 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 | |
c142566c745e696981730a24 | train | developer_experience | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | productivity | html | distributed_systems | Perform a deep developer-experience analysis for a html project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 | |
cef093837dd579b21a413fc0 | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | javascript | cloud | Design reusable UI components for a documentation. | {"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 component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
0d1a92b76efd498997263837 | train | form_ui | stackexchange | https://stackoverflow.com/questions/26355942/why-is-the-f-measure-a-harmonic-mean-and-not-an-arithmetic-mean-of-the-precision | Why is the F-Measure a harmonic mean and not an arithmetic mean of the Precision and Recall measures? | portfolio | java | nodejs | Design an accessible form for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why is the F-Measure a harmonic mean and not an arithmetic mean of the Precision and Recall m... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
e9c77513213434a5c93a6222 | train | dependency_management_experience | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | social_app | kotlin | security | Perform a deep developer-experience analysis for a kotlin project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | === 1. 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 | |
c79c86bf62be837ae93ca4b5 | train | html_generation | web_docs | https://docs.docker.com/ | Docker Documentation | productivity | cpp | machine_learning | Create semantic HTML for a productivity about machine_learning. | {"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... | 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 |
b8690c95b28a4a6a2d3e8345 | train | fact_verification | web_docs | https://docs.djangoproject.com/ | Django Documentation | landing_page | ruby | redis | Verify a technical claim about redis. | {"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... | === CLAIM ===
A common claim about redis.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depende... | web-research-coding-5m-1.1.0 | |
40d72fb19ddb9837e053db30 | train | refactoring_scalability | 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? | productivity | ruby | python | Refactor a ruby system related to python. Focus on refactoring scalability. | {"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://... | === 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 | |
9b8bbf26eaf7b7a2526e1a5a | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | javascript | authorization | Perform a deep developer-experience analysis for a javascript project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8ce22dba131aabe942db0b18 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | dashboard | scala | nextjs | Find and summarize the relevant documentation for nextjs. | {"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",... | === RELEVANT DOCS ===
- DOM
https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatu... | web-research-coding-5m-1.1.0 | |
95e28c9acd73c8d5264feaa1 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | java | sql | Perform a production code review of java code related to sql. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
b4cb6d01a37f0721e2474793 | train | refactoring_api | huggingface | https://huggingface.co/datasets/FlagEval/documentation-images | FlagEval/documentation-images | social_app | shell | devops | Refactor a shell system related to devops. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FlagEval/documentation-images", "source_url": "https://huggingface.co/datasets/FlagEval/docum... | === 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 | |
4bfcc711d11ad11fb11b55ab | train | error_message_design | huggingface | https://huggingface.co/datasets/AmazonScience/MultilingualMultiModalClassification | AmazonScience/MultilingualMultiModalClassification | community | java | devops | Perform a deep developer-experience analysis for a java project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmazonScience/MultilingualMultiModalClassification", "source_url": "https://huggingface.co/da... | === 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 | |
80522472328db5b14b620fbf | train | search_intent_classification | github | https://github.com/fighting41love/funNLP | fighting41love/funNLP | marketplace | cpp | algorithms | Classify the search intent for a query about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fighting41love/funNLP", "source_url": "https://github.com/fighting41love/funNLP", "source_typ... | === 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 ===
"algorithms vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 | |
1698c71987ad03d016369228 | train | debugging | npm | https://www.npmjs.com/package/jest | jest | blog | cpp | devops | Create a realistic cpp debugging problem involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
4f9144893c147bcd7133883a | train | dependency_management_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | marketplace | php | security | Perform a deep developer-experience analysis for a php project involving security. | {"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... | === 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 | |
216c90ecebde5474111f7e4d | train | ux_design | github | https://github.com/expressjs/express | expressjs/express | education | css | ci_cd | Design the complete UX flow of a education for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "expressjs/express", "source_url": "https://github.com/expressjs/express", "source_type": "rep... | 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 | |
e800b6fd3b00da2c5c70fdd2 | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | ecommerce | php | database | 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
157f7b1d5299dba349ae99e6 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | rust | machine_learning | Perform a production code review of rust code related to machine_learning. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
51abcd52dd9934500169a298 | train | testing_experience | gitlab | https://gitlab.com/rmnvgr/metadata-cleaner | rmnvgr/metadata-cleaner | search_interface | php | html | Perform a deep developer-experience analysis for a php project involving html. | {"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... | === 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 | |
c2d4b0f473da8f9d39afb664 | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | javascript | open_source | Refactor a javascript system related to open_source. Focus on refactoring architecture. | {"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... | === 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 | |
06e460d742259d524d326a9f | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/8318911/why-does-html-think-chucknorris-is-a-color | Why does HTML think “chucknorris” is a color? | marketplace | typescript | devops | Rewrite and improve a vague search query about devops 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": "Why does HTML think “chucknorris” is a color?", "source_url": "https://stackoverflow.com/ques... | === ORIGINAL (VAGUE) ===
how to do devops
=== REWRITTEN QUERIES ===
1. devops official documentation guide
2. devops production best practices 2025
3. devops common pitfalls and solutions
4. devops architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
d9275af1d5eee359aca0542f | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | ecommerce | cpp | computer_vision | Perform a deep multi-layer analysis of computer_vision for a ecommerce 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
b90d4d23623f0fb90c52701a | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | c | database | Perform a deep developer-experience analysis for a c project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. 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 | |
16351db957a5eb9c670e2d08 | train | form_ui | stackexchange | https://stackoverflow.com/questions/35534959/access-key-and-value-of-object-using-ngfor | access key and value of object using *ngFor | community | go | nodejs | Design an accessible form for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "access key and value of object using *ngFor", "source_url": "https://stackoverflow.com/questi... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
0a49c03248ceb9b1b19c3831 | train | design_system | huggingface | https://huggingface.co/datasets/TokenBender/code_instructions_122k_alpaca_style | TokenBender/code_instructions_122k_alpaca_style | ecommerce | java | database | 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": "TokenBender/code_instructions_122k_alpaca_style", "source_url": "https://huggingface.co/datas... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
491fe7315842190d17e90c5f | train | refactoring_performance | codeberg | https://codeberg.org/aass/0 | aass/0 | dashboard | shell | documentation | Refactor a shell system related to documentation. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "aass/0", "source_url": "https://codeberg.org/aass/0", "source_type": "repository", "topic": "... | === 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 | |
dd5db11f590925a9d33c4b3b | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/lilacai/lilac-textbook_quality_programming | lilacai/lilac-textbook_quality_programming | search_interface | sql | caching | Refactor a sql system related to caching. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lilacai/lilac-textbook_quality_programming", "source_url": "https://huggingface.co/datasets/l... | === 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 | |
f21a145e6cb51ea1c8bde541 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | dashboard | typescript | backend | Perform a deep developer-experience analysis for a typescript project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
dc8ce094f4b13adcb2ce8a45 | train | refactoring_security | huggingface | https://huggingface.co/datasets/zjsd/RedStone-Code-python | zjsd/RedStone-Code-python | documentation | cpp | computer_vision | Refactor a cpp system related to computer_vision. Focus on refactoring security. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
0132aaf86db266ba0f604965 | train | debugging | stackexchange | https://stackoverflow.com/questions/14425568/interface-type-check-with-typescript | Interface type check with Typescript | landing_page | c | nodejs | Create a realistic c debugging problem involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Interface type check with Typescript", "source_url": "https://stackoverflow.com/questions/144... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
a2d216753ac8efa5922e7e42 | train | developer_experience | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | marketplace | cpp | kubernetes | Perform a deep developer-experience analysis for a cpp project involving kubernetes. | {"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... | === 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 | |
6b5c0cc480dd8f0f078136a9 | train | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | marketplace | javascript | data_structures | Design a developer documentation page for data_structures. | {"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", "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
8adcba3e3342ae7d86684e94 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add | Difference between "git add -A" and "git add ." | finance | sql | react | Audit accessibility for a finance. | {"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://... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4cba19751d0898407042e218 | train | build_experience | pypi | https://pypi.org/project/scrapy/ | scrapy | landing_page | kotlin | serverless | Perform a deep developer-experience analysis for a kotlin project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 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 | |
a77f4433e64f714f4a4bd1e7 | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/450903/how-can-i-make-a-div-not-larger-than-its-contents | How can I make a div not larger than its contents? | marketplace | go | computer_vision | Perform a deep multi-layer analysis of computer_vision for a marketplace 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": "How can I make a div not larger than its contents?", "source_url": "https://stackoverflow.com... | === 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 can I make a div not larger than its contents?' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
af3d395c1fce762bbbed72d8 | train | risk_analysis | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | BAAI/IndustryCorpus2_artificial_intelligence_machine_learning | saas | scala | react | Perform a deep multi-layer analysis of react for a saas 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": "BAAI/IndustryCorpus2_artificial_intelligence_machine_learning", "source_url": "https://huggin... | === 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 'BAAI/IndustryCorpus2_artificial_intelligence_machine_learning' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
c4d5b7169f582c572e435e35 | train | cli_experience | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | productivity | css | backend | Perform a deep developer-experience analysis for a css project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | === 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 | |
9f808c5fa7c52580c8c39f55 | train | debugging_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | blog | css | serverless | Perform a deep developer-experience analysis for a css project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 | |
5b8911576af907915427f124 | train | web_search_query | pypi | https://pypi.org/project/scrapy/ | scrapy | developer_tool | ruby | database | Write an effective web search query to research the topic: database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === QUERY ===
database best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- database
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | web-research-coding-5m-1.1.0 | |
56597009b8b5be95e4eb9430 | train | repository_comparison | stackexchange | https://stackoverflow.com/questions/1132941/least-astonishment-and-the-mutable-default-argument | "Least Astonishment" and the Mutable Default Argument | dashboard | ruby | nodejs | Perform a deep multi-layer analysis of nodejs for a dashboard 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": ""Least Astonishment" and the Mutable Default Argument", "source_url": "https://stac... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use '"Least Astonishment" and the Mutable Default Argument' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
a77bbf94982c2bfba29d20b9 | train | research_summary | gitlab | https://gitlab.com/rmnvgr/metadata-cleaner | rmnvgr/metadata-cleaner | search_interface | shell | observability | Summarize the current state of knowledge about observability. | {"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... | === OVERVIEW ===
observability 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 ===
rmnvgr/metadata-... | web-research-coding-5m-1.1.0 | |
70100cee59db0c521ce5963c | train | design_consistency | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-2048 | AkshithAI/starcoderdata-javascript-ctx-2048 | developer_tool | scala | fullstack | Audit design consistency across a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-2048", "source_url": "https://huggingface.co/datasets/... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
f886f0c337914cfc5748d3cc | train | api_design | codeberg | https://codeberg.org/fschwa/100-days-of-python | fschwa/100-days-of-python | search_interface | sql | rest_api | Design a production API for a rest_api application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fschwa/100-days-of-python", "source_url": "https://codeberg.org/fschwa/100-days-of-python", "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
29ff353bceedd13f05728394 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data | Human-Centric-Machine-Learning/strategic-ttc-data | analytics | ruby | data_engineering | Perform a deep developer-experience analysis for a ruby project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Human-Centric-Machine-Learning/strategic-ttc-data", "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... | web-research-coding-5m-1.1.0 | |
6c6184e51e6217e2893274d8 | train | css_generation | huggingface | https://huggingface.co/datasets/pruna-test/documentation-media | pruna-test/documentation-media | social_app | c | redis | Create responsive CSS for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pruna-test/documentation-media", "source_url": "https://huggingface.co/datasets/pruna-test/do... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
b46107cf72ef99493bc3069f | train | risk_analysis | stackexchange | https://stackoverflow.com/questions/450903/how-can-i-make-a-div-not-larger-than-its-contents | How can I make a div not larger than its contents? | search_interface | scala | typescript | Perform a deep multi-layer analysis of typescript for a search_interface 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 can I make a div not larger than its contents?", "source_url": "https://stackoverflow.com... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'How can I make a div not larger than its contents?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
5a7b802b1d0c454ab4723472 | train | scalability_analysis | npm | https://www.npmjs.com/package/playwright | playwright | developer_tool | scala | web_performance | Perform a deep multi-layer analysis of web_performance 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 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 'playwright' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
241bd6a6908f9fe3e192677e | train | algorithm_design | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | developer_tool | dart | linux | Design a dart algorithm for a linux problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
619abab8b52ad433a037e966 | train | design_tokens | huggingface | https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | AlgorithmicResearchGroup/arxiv_deep_learning_python_research_code_functions_summaries | marketplace | css | distributed_systems | Create design tokens for a marketplace. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
3d1d4e91e1493f26242fefb1 | train | code_review | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | saas | java | security | Perform a production code review of java code related to security. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
d7afb2e5e4e644ada983c4a1 | train | testing_experience | huggingface | https://huggingface.co/datasets/NJU-LINK/CodeTraceBench | NJU-LINK/CodeTraceBench | marketplace | php | caching | Perform a deep developer-experience analysis for a php project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NJU-LINK/CodeTraceBench", "source_url": "https://huggingface.co/datasets/NJU-LINK/CodeTraceBe... | === 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 | |
f3c00b1625eaa76799bad7cd | train | react_generation | gitlab | https://gitlab.com/mlreef/mlreef | mlreef/mlreef | productivity | javascript | machine_learning | Design React components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlreef/mlreef", "source_url": "https://gitlab.com/mlreef/mlreef", "source_type": "repository"... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
403e86182d6b147dc5fa5b05 | train | refactoring_architecture | github | https://github.com/ant-design/ant-design | ant-design/ant-design | finance | python | design_system | Refactor a python system related to design_system. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
9be2a66ad983dc4d55e99ed9 | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/LiquidAI/nanobeir-multilingual-extended | LiquidAI/nanobeir-multilingual-extended | marketplace | javascript | ci_cd | Refactor a javascript system related to ci_cd. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LiquidAI/nanobeir-multilingual-extended", "source_url": "https://huggingface.co/datasets/Liqu... | === 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 | |
5dd0ce781d49c5643805f786 | train | dx_analysis | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | analytics | php | microservices | Perform a deep developer-experience analysis for a php project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sdurobotics/ur_rtde", "source_url": "https://gitlab.com/sdurobotics/ur_rtde", "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 | |
6699ad630d917269bbcbc667 | train | repository_comparison | gitlab | https://gitlab.com/vgg/via-suite/via | vgg/via-suite/via | blog | rust | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a blog 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": "vgg/via-suite/via", "source_url": "https://gitlab.com/vgg/via-suite/via", "source_type": "rep... | === 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 'vgg/via-suite/via' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
2a2ee55ce2a8dda3e1c6f214 | train | testing_experience | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | community | javascript | software_architecture | Perform a deep developer-experience analysis for a javascript project involving software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "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... | web-research-coding-5m-1.1.0 | |
b1047a81e6a393346713f076 | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | landing_page | dart | rest_api | Perform a deep developer-experience analysis for a dart project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ba9edcdee213f6c49af26b97 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/606191/convert-bytes-to-a-string-in-python-3 | Convert bytes to a string in Python 3 | search_interface | shell | testing | Refactor a shell system related to testing. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Convert bytes to a string in Python 3", "source_url": "https://stackoverflow.com/questions/60... | === 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 | |
87eddad5501c06d605cb9db3 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/596351/how-can-i-know-which-radio-button-is-selected-via-jquery | How can I know which radio button is selected via jQuery? | documentation | html | nodejs | Audit accessibility for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I know which radio button is selected via jQuery?", "source_url": "https://stackoverf... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
7e60d69ae7149d6a990dbf66 | train | interaction_design | huggingface | https://huggingface.co/datasets/Human-Centric-Machine-Learning/strategic-ttc-data | Human-Centric-Machine-Learning/strategic-ttc-data | admin_panel | swift | mongodb | Design interaction states for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Human-Centric-Machine-Learning/strategic-ttc-data", "source_url": "https://huggingface.co/dat... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
a85cc9cd36c96d19dc6b712f | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | admin_panel | php | postgresql | Perform a deep multi-layer analysis of postgresql for a admin_panel using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
882050af2a8faa1df4d61af7 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | dart | database | Perform a deep developer-experience analysis for a dart project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8931007d0ae20748073001a9 | train | upgrade_experience | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | blog | java | frontend | Perform a deep developer-experience analysis for a java project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "peryl/peryl", "source_url": "https://gitlab.com/peryl/peryl", "source_type": "repository", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7066ffed2cae170aec2d2c45 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/m-a-p/CodeFeedback-Filtered-Instruction | m-a-p/CodeFeedback-Filtered-Instruction | productivity | sql | web_accessibility | Classify the search intent for a query about web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "m-a-p/CodeFeedback-Filtered-Instruction", "source_url": "https://huggingface.co/datasets/m-a-... | === 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 ===
"web_accessibility vs alternatives"
=== CLASSIFICATION ===
Comparative / inform... | web-research-coding-5m-1.1.0 | |
3d4a6e4635fe4177b25e0088 | train | tradeoff_analysis | gitlab | https://gitlab.com/mysterysd.sd/WZML-X | mysterysd.sd/WZML-X | marketplace | rust | kubernetes | Perform a deep multi-layer analysis of kubernetes for a marketplace 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": "mysterysd.sd/WZML-X", "source_url": "https://gitlab.com/mysterysd.sd/WZML-X", "source_type": ... | === 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 'mysterysd.sd/WZML-X' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
4e81a2c6c6e438cecaf29e6d | train | code_review | huggingface | https://huggingface.co/datasets/styletts2-community/multilingual-pl-bert | styletts2-community/multilingual-pl-bert | developer_tool | scala | html | Perform a production code review of scala code related to html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "styletts2-community/multilingual-pl-bert", "source_url": "https://huggingface.co/datasets/sty... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
4aa4c8158a4c1813190a8989 | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | python | user_experience | Rewrite and improve a vague search query about user_experience 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === ORIGINAL (VAGUE) ===
how to do user_experience
=== REWRITTEN QUERIES ===
1. user_experience official documentation guide
2. user_experience production best practices 2025
3. user_experience common pitfalls and solutions
4. user_experience architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e7ba8bf62edeba467ed4b7e7 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | html | backend | Refactor a html system related to backend. Focus on refactoring security. | {"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 ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
11ed55c1aa1026a054b0ac18 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | search_interface | ruby | api_design | Perform a deep multi-layer analysis of api_design for a search_interface using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
061e2f72ec216bd79f22bde0 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | html | documentation | Perform a deep developer-experience analysis for a html project involving documentation. | {"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",... | === 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 | |
bef631fcf2f0743d2e670ed3 | train | error_message_design | huggingface | https://huggingface.co/datasets/libalpm64/mojo-programming | libalpm64/mojo-programming | developer_tool | html | web_performance | Perform a deep developer-experience analysis for a html project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "libalpm64/mojo-programming", "source_url": "https://huggingface.co/datasets/libalpm64/mojo-pr... | === 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 | |
bb16e133efe794bc1d24f792 | train | integration_testing | pypi | https://pypi.org/project/rich/ | rich | documentation | ruby | caching | Design integration tests for a ruby system involving caching. | {"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": "ca... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
67f24ef3162380bf9cc9b57e | train | unit_testing | gitlab | https://gitlab.com/freepascal.org/fpc/pas2js | freepascal.org/fpc/pas2js | blog | swift | serverless | Create a unit-testing strategy for swift code involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "freepascal.org/fpc/pas2js", "source_url": "https://gitlab.com/freepascal.org/fpc/pas2js", "so... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
ab06d3752270cfd73d8dcc09 | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | ruby | kubernetes | Design the complete UX flow of a productivity for kubernetes. | {"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... | 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 | |
991ba53069723e4f64940f00 | train | repository_issue_reasoning | pypi | https://pypi.org/project/torch/ | torch | productivity | sql | postgresql | Perform a deep multi-layer analysis of postgresql for a productivity 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": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
d6d40ce3b6addb76d9df4143 | train | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/1279957/how-to-move-an-element-into-another-element | How to move an element into another element | blog | sql | microservices | Refactor a sql system related to microservices. Focus on refactoring scalability. | {"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... | === 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 | |
bc5546f7db9f357c9e4eed96 | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-python | Nan-Do/code-search-net-python | documentation | javascript | react | Perform a deep multi-layer analysis of react for a documentation 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": "Nan-Do/code-search-net-python", "source_url": "https://huggingface.co/datasets/Nan-Do/code-se... | === 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 'Nan-Do/code-search-net-python' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
1fcc22bf741b32c9eb6fa0a4 | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | python | ci_cd | Implement TypeScript logic for a portfolio. | {"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", "... | 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 |
4ac4fe1ba64dda9e697ed95d | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/684672/how-do-i-loop-through-or-enumerate-a-javascript-object | How do I loop through or enumerate a JavaScript object? | portfolio | c | deep_learning | Refactor a c system related to deep_learning. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I loop through or enumerate a JavaScript object?", "source_url": "https://stackoverflo... | === 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 | |
a509faf8bd6914161dcf8a96 | train | ui_design | pypi | https://pypi.org/project/httpx/ | httpx | community | c | distributed_systems | Design a production-quality UI for a community focused on distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
25d81fcc7f4cab8e8d24d531 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | php | cloud | Perform a deep developer-experience analysis for a php project involving cloud. | {"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. 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 | |
9a4346d82620bee254138cfb | train | repository_dependency_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | dashboard | rust | api_design | Perform a deep multi-layer analysis of api_design for a dashboard 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
7e1aa14228b18916a9dc706b | train | security_review | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-filtered-datasetsV2 | Shuu12121/javascript-treesitter-filtered-datasetsV2 | productivity | ruby | sql | Perform a security review of a productivity application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/javascript-treesitter-filtered-datasetsV2", "source_url": "https://huggingface.co/d... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
4520066ea314852cfb72e7a0 | train | repository_documentation | codeberg | https://codeberg.org/dMartian/_cargo-index | dMartian/_cargo-index | portfolio | kotlin | fullstack | Perform a deep multi-layer analysis of fullstack for a portfolio 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": "dMartian/_cargo-index", "source_url": "https://codeberg.org/dMartian/_cargo-index", "source_t... | === 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 'dMartian/_cargo-index' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
972ecf73cfc92d0d96040e9d | train | repository_comparison | 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? | community | ruby | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a community 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": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === 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 'Why binary_crossentropy and categorical_crossentropy give different perform... | web-research-coding-5m-1.1.0 |
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