id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
values | generator_version large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ad218f13a45222f84771bf34 | test | performance_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | admin_panel | cpp | mongodb | Perform a deep multi-layer analysis of mongodb for a admin_panel 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
41d853b8aa487fd575c1e51e | test | html_generation | stackexchange | https://stackoverflow.com/questions/178325/how-do-i-check-if-an-element-is-hidden-in-jquery | How do I check if an element is hidden in jQuery? | developer_tool | css | deep_learning | Create semantic HTML for a developer_tool about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if an element is hidden in jQuery?", "source_url": "https://stackoverflow.com/... | 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 |
bb0b3a5b30148a4e71ebd072 | test | build_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | landing_page | typescript | developer_experience | Perform a deep developer-experience analysis for a typescript project involving developer_experience. | {"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 | |
179fa2a9121db07f4c5bcb81 | test | component_design | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | ecommerce | css | nextjs | Design reusable UI components for a ecommerce. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
78e6292b6312ffee1968afc2 | test | system_analysis | stackexchange | https://stackoverflow.com/questions/6237295/how-can-i-update-node-js-and-npm-to-their-latest-versions | How can I update Node.js and npm to their latest versions? | community | java | fullstack | Perform a deep multi-layer analysis of fullstack for a community 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": "How can I update Node.js and npm to their latest versions?", "source_url": "https://stackover... | === 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 'How can I update Node.js and npm to their latest versions?' as a source anchor and identify... | web-research-coding-5m-1.1.0 | |
1bf9d6deb8365749599bc620 | test | integration_testing | gitlab | https://gitlab.com/soul-codes/ts-deep-pick | soul-codes/ts-deep-pick | community | python | redis | Design integration tests for a python system involving redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "soul-codes/ts-deep-pick", "source_url": "https://gitlab.com/soul-codes/ts-deep-pick", "source... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5b65acac9e66f421b9bace4d | test | product_analysis | huggingface | https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding | dmeldrum6/dataset-JavaScript-general-coding | admin_panel | html | ci_cd | Perform a deep multi-layer analysis of ci_cd for a admin_panel 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": "dmeldrum6/dataset-JavaScript-general-coding", "source_url": "https://huggingface.co/datasets/... | === 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 'dmeldrum6/dataset-JavaScript-general-coding' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
e11cbb9f0677c2b08d244873 | test | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | css | nextjs | Audit design consistency across a portfolio. | {"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": "... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
5b7efc261cc58742390b8443 | test | security_review | stackexchange | https://stackoverflow.com/questions/2717480/css-selector-for-first-element-with-class | CSS selector for first element with class | education | ruby | design_system | Perform a security review of a education application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS selector for first element with class", "source_url": "https://stackoverflow.com/question... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
57151b2653f3cffe5ad9fd21 | test | repository_architecture | stackexchange | https://stackoverflow.com/questions/82831/how-do-i-check-whether-a-file-exists-without-exceptions | How do I check whether a file exists without exceptions? | marketplace | scala | devops | Perform a deep multi-layer analysis of devops for a marketplace 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 check whether a file exists without exceptions?", "source_url": "https://stackoverfl... | === 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 'How do I check whether a file exists without exceptions?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
9db87a90eba560546d341159 | test | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | marketplace | javascript | web_performance | Create a production coding task in javascript for web_performance. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
73d3555c4ee17c81189fb895 | test | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | typescript | fullstack | Select the most reliable sources to research fullstack. | {"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": "... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
5e24300564826efa133ea106 | test | debugging | huggingface | https://huggingface.co/datasets/AkshithAI/stackexchange-programming-cs-ctx-4096 | AkshithAI/stackexchange-programming-cs-ctx-4096 | marketplace | shell | python | Create a realistic shell debugging problem involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/stackexchange-programming-cs-ctx-4096", "source_url": "https://huggingface.co/datas... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
630f9c5dcf7ed06fa6a62528 | test | developer_experience | gitlab | https://gitlab.com/stavros/python-yeelight | stavros/python-yeelight | productivity | rust | security | Perform a deep developer-experience analysis for a rust project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "stavros/python-yeelight", "source_url": "https://gitlab.com/stavros/python-yeelight", "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 | |
ec1541ff575d16a689483ca8 | test | design_components | huggingface | https://huggingface.co/datasets/vikp/textbook_quality_programming | vikp/textbook_quality_programming | productivity | kotlin | web_accessibility | Create a component architecture for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vikp/textbook_quality_programming", "source_url": "https://huggingface.co/datasets/vikp/textb... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
4dc0951bc2d895041168225b | test | design_tokens | gitlab | https://gitlab.com/qmml/qmmlpack | qmml/qmmlpack | analytics | rust | rest_api | Create design tokens for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qmml/qmmlpack", "source_url": "https://gitlab.com/qmml/qmmlpack", "source_type": "repository"... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
fe4648fc37fceb2ea47cc2c3 | test | developer_onboarding | pypi | https://pypi.org/project/gradio/ | gradio | marketplace | python | microservices | Perform a deep developer-experience analysis for a python project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2c1586d7131371c04f9cd701 | test | fact_verification | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-compilation-and-programming | Neura-parse/quantum-compilation-and-programming | dashboard | python | docker | Verify a technical claim about docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-compilation-and-programming", "source_url": "https://huggingface.co/datas... | === CLAIM ===
A common claim about docker.
=== 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-depend... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4510ec734f0678735dae0207 | test | ux_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | admin_panel | typescript | nodejs | Perform a deep multi-layer analysis of nodejs for a admin_panel 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
e4b573ab8596964ec63df2a5 | test | data_structure_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | social_app | html | postgresql | Design a data structure in html for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
7e3adeb7a2b0bb5c45ce0812 | test | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | swift | software_architecture | Create a scalable design system for a community. | {"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",... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
bc8838f26f08dca7272fc9c7 | test | nextjs_generation | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_python | Mo7art/Stack2Graph_KG_python | search_interface | cpp | security | Design a Next.js architecture for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_KG_python", "source_url": "https://huggingface.co/datasets/Mo7art/Stack2Gr... | 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 |
672963523b50dc3428a07f0b | test | evidence_extraction | npm | https://www.npmjs.com/package/webpack | webpack | landing_page | ruby | authorization | Extract verifiable evidence about authorization from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === SOURCE ===
webpack
https://www.npmjs.com/package/webpack
=== 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 environme... | web-research-coding-5m-1.1.0 | |
35cf0401bbd27f207f650ebb | test | css_generation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | blog | scala | algorithms | Create responsive CSS for a blog. | {"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... | 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 |
62b3151c0a858ad39d88dee2 | test | code_explanation | pypi | https://pypi.org/project/streamlit/ | streamlit | productivity | kotlin | observability | Explain a kotlin implementation related to observability. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
66b5ad2f4ad92fbb8bc3b23c | test | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | c | web_accessibility | Compare multiple sources about web_accessibility and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === SOURCES ===
- HTML (https://developer.mozilla.org/en-US/docs/Web/HTML)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdate... | web-research-coding-5m-1.1.0 | |
d69eca447cde3e80f354cb75 | test | data_structure_design | web_docs | https://go.dev/doc/ | Go Documentation | landing_page | rust | microservices | Design a data structure in rust for microservices. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
00f84b8b3a9e13d381666f6d | test | refactoring | pypi | https://pypi.org/project/requests/ | requests | saas | php | deep_learning | Create a production coding task in php for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
9f23d2cbb33a2c1c65d5b7f7 | test | dx_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | finance | python | backend | Perform a deep developer-experience analysis for a python project involving backend. | {"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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a29d1b0d5f7b9fa1e2b3e49c | test | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/2765421/how-do-i-push-a-new-local-branch-to-a-remote-git-repository-and-track-it-too | How do I push a new local branch to a remote Git repository and track it too? | education | css | html | Refactor a css system related to html. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I push a new local branch to a remote Git repository and track it too?", "source_url":... | === 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 | |
524619f60ccbaa04d04ecca4 | test | product_analysis | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | blog | ruby | authentication | Perform a deep multi-layer analysis of authentication for a blog 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": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'codekingpro/portable-devtools' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
fa6a6fcc15e3359fa0bbc0e7 | test | deep_technical_analysis | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated | mxzoo/CFFI-javascript-obfuscated | ecommerce | ruby | ci_cd | Perform a deep multi-layer analysis of ci_cd 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": "mxzoo/CFFI-javascript-obfuscated", "source_url": "https://huggingface.co/datasets/mxzoo/CFFI-... | === 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 'mxzoo/CFFI-javascript-obfuscated' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
d38f728b77bc61469b9e0ef1 | test | architecture_analysis | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-tha-bitextmining | puttatidam/software-documentation-tha-bitextmining | documentation | css | software_architecture | Perform a deep multi-layer analysis of software_architecture for a documentation 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": "puttatidam/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/da... | === 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 'puttatidam/software-documentation-tha-bitextmining' as a source anc... | web-research-coding-5m-1.1.0 | |
025ed3f198556dd568ca1591 | test | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | scala | ci_cd | Perform a professional design review of a social_app. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
800c4a9fdc332c447c1b1917 | test | research_summary | stackexchange | https://stackoverflow.com/questions/16525430/npm-check-and-update-package-if-needed | npm check and update package if needed | portfolio | javascript | data_structures | Summarize the current state of knowledge about data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "npm check and update package if needed", "source_url": "https://stackoverflow.com/questions/1... | === OVERVIEW ===
data_structures 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 ===
npm check and ... | web-research-coding-5m-1.1.0 | |
5a080d0e03b7a0ca579c8827 | test | landing_page | stackexchange | https://stackoverflow.com/questions/2939914/how-do-i-vertically-align-text-in-a-div | How do I vertically align text in a div? | documentation | css | ci_cd | Design a landing page for a ci_cd product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I vertically align text in a div?", "source_url": "https://stackoverflow.com/questions... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
afc861691a604c595dae17e5 | test | refactoring_architecture | pypi | https://pypi.org/project/django/ | django | developer_tool | go | deep_learning | Refactor a go system related to deep_learning. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 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 | |
5e7eba2445108bc106f95eb1 | test | developer_onboarding | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | productivity | 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": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | === 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 | |
87bae1e2ec94bc61a02d8a24 | test | local_development_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | analytics | html | data_engineering | Perform a deep developer-experience analysis for a html project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. 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 | |
1d8d3aa300abe090dd3d8c08 | test | fact_verification | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | html | distributed_systems | Verify a technical claim about distributed_systems. | {"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... | === CLAIM ===
A common claim about distributed_systems.
=== 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 / c... | web-research-coding-5m-1.1.0 | |
9f80029025da250751c83411 | test | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | typescript | fullstack | Design a production dashboard for fullstack. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
000dd11da4fc3a040f9f31e7 | test | scalability_analysis | huggingface | https://huggingface.co/datasets/Pq234/documentation-images | Pq234/documentation-images | portfolio | typescript | web_performance | Perform a deep multi-layer analysis of web_performance for a portfolio using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Pq234/documentation-images", "source_url": "https://huggingface.co/datasets/Pq234/documentati... | === 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 'Pq234/documentation-images' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
c7e5cbd24d761b497c964881 | test | scalability_analysis | github | https://github.com/fastapi/fastapi | fastapi/fastapi | landing_page | rust | testing | Perform a deep multi-layer analysis of testing for a landing_page 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": "fastapi/fastapi", "source_url": "https://github.com/fastapi/fastapi", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'fastapi/fastapi' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
02baff70c49b04fdcb0b2cfc | test | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | 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": "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 | |
450d5dc6599aeccfa7616e6d | test | design_components | pypi | https://pypi.org/project/gradio/ | gradio | analytics | ruby | javascript | Create a component architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
67c214d9720a886d18f7f700 | test | api_developer_experience | npm | https://www.npmjs.com/package/three | three | productivity | 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": "three", "source_url": "https://www.npmjs.com/package/three", "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 | |
0067915ba0a9bb6a84ce3098 | test | data_structure_design | huggingface | https://huggingface.co/datasets/Omar-keita/Machine-Learning-Socratic-Dataset | Omar-keita/Machine-Learning-Socratic-Dataset | landing_page | go | graphql | Design a data structure in go for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Omar-keita/Machine-Learning-Socratic-Dataset", "source_url": "https://huggingface.co/datasets... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
9c4ed6d2ec74c58f0c3bcc06 | test | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | cpp | css | Design the information architecture for css. | {"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": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
ea248530f71825a590bf410c | test | local_development_experience | npm | https://www.npmjs.com/package/svelte | svelte | education | rust | cloud | Perform a deep developer-experience analysis for a rust project involving cloud. | {"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 | |
a522e831568ef3595fc95265 | test | css_generation | web_docs | https://go.dev/doc/ | Go Documentation | search_interface | go | data_structures | Create responsive CSS for a search_interface. | {"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... | 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 |
a0c1bef7169df61dc099fb33 | test | source_comparison | stackexchange | https://stackoverflow.com/questions/32553158/detect-click-outside-react-component | Detect click outside React component | admin_panel | swift | deep_learning | Compare multiple sources about deep_learning and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Detect click outside React component", "source_url": "https://stackoverflow.com/questions/325... | === SOURCES ===
- Detect click outside React component (https://stackoverflow.com/questions/32553158/detect-click-outside-react-component)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims a... | web-research-coding-5m-1.1.0 | |
95db9fa69f01ff7b9123ac16 | test | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | dashboard | javascript | serverless | Design a production-quality UI for a dashboard focused on serverless. | {"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",... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
ea51e4ea54f235f5f97ec153 | test | react_generation | huggingface | https://huggingface.co/datasets/invinciblejha01/documentation-images | invinciblejha01/documentation-images | finance | dart | observability | Design React components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "invinciblejha01/documentation-images", "source_url": "https://huggingface.co/datasets/invinci... | 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 |
9cf83fe978cc6079f8dd2846 | test | accessibility_fix | stackexchange | https://stackoverflow.com/questions/34521797/how-to-add-multiple-classes-to-a-reactjs-component | How to add multiple classes to a ReactJS Component? | education | cpp | rest_api | Create an accessibility remediation plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to add multiple classes to a ReactJS Component?", "source_url": "https://stackoverflow.co... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f58893ad112ec459c259ef87 | test | interaction_design | pypi | https://pypi.org/project/torch/ | torch | social_app | scala | software_architecture | Design interaction states for a social_app. | {"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": "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
aa29089ed92d76cbf4671fc9 | test | refactoring_security | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | saas | go | typescript | Refactor a go system related to typescript. Focus on refactoring security. | {"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 ===
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 | |
111f4e7fc3b74a17e795d955 | test | refactoring_performance | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v1 | nvidia/Nemotron-SFT-Multilingual-v1 | developer_tool | typescript | user_experience | Refactor a typescript system related to user_experience. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | === 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 | |
88b33b87a36d1074865f1db7 | test | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | typescript | documentation | Perform a deep developer-experience analysis for a typescript project involving documentation. | {"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 | |
067cb705c6f0f54414f92fcc | test | javascript_generation | pypi | https://pypi.org/project/transformers/ | transformers | landing_page | kotlin | developer_experience | Implement JavaScript interactions for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
0f0ab0928533cc3277b6733c | test | unit_testing | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-models | Neura-parse/quantum-machine-learning-models | education | rust | algorithms | Create a unit-testing strategy for rust code involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-models", "source_url": "https://huggingface.co/datasets/... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
3031763cdef2f3378c9d30ee | test | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/70579/html-valid-id-attribute-values | HTML: Valid id attribute values? | developer_tool | javascript | security | Perform a deep multi-layer analysis of security 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": "HTML: Valid id attribute values?", "source_url": "https://stackoverflow.com/questions/70579/h... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'HTML: Valid id attribute values?' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
f2b8ea69a1993a85994820df | test | developer_experience | stackexchange | https://stackoverflow.com/questions/32782922/what-do-multiple-arrow-functions-mean-in-javascript | What do multiple arrow functions mean in JavaScript? | productivity | css | mongodb | Perform a deep developer-experience analysis for a css project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What do multiple arrow functions mean in JavaScript?", "source_url": "https://stackoverflow.c... | === 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 | |
a36206a00095e1c2b4ec73d7 | test | design_tokens | pypi | https://pypi.org/project/django/ | django | education | sql | computer_vision | Create design tokens for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
96b28d21c8f340251f238ed6 | test | information_architecture | gitlab | https://gitlab.com/SaikoJosh/safe-env-vars | SaikoJosh/safe-env-vars | education | 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": "SaikoJosh/safe-env-vars", "source_url": "https://gitlab.com/SaikoJosh/safe-env-vars", "source... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
6d4e0885f394dd81d813ea18 | test | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/OLMo-Coding/starcoder-python-instruct | OLMo-Coding/starcoder-python-instruct | documentation | swift | devops | Perform a deep multi-layer analysis of devops for a documentation using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OLMo-Coding/starcoder-python-instruct", "source_url": "https://huggingface.co/datasets/OLMo-C... | === 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 'OLMo-Coding/starcoder-python-instruct' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
9ebb14a49e50246aa7d513f3 | test | web_search_query | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | search_interface | cpp | nlp | Write an effective web search query to research the topic: nlp. | {"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... | === QUERY ===
nlp best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- nlp
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained rep... | web-research-coding-5m-1.1.0 | |
28c661a5f9007690bb9bb0e1 | test | debugging | stackexchange | https://stackoverflow.com/questions/2596805/how-do-i-make-git-use-the-editor-of-my-choice-for-editing-commit-messages | How do I make git use the editor of my choice for editing commit messages? | analytics | dart | data_structures | Create a realistic dart debugging problem involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make git use the editor of my choice for editing commit messages?", "source_url": "h... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
337ef6220189c67bbb3afc9e | test | design_consistency | stackexchange | https://stackoverflow.com/questions/1394797/move-existing-uncommitted-work-to-a-new-branch-in-git | Move existing, uncommitted work to a new branch in Git | search_interface | kotlin | security | Audit design consistency across a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Move existing, uncommitted work to a new branch in Git", "source_url": "https://stackoverflow... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
8c03afc136c2a5d513d9ee18 | test | documentation_experience | huggingface | https://huggingface.co/datasets/darkknight25/Vulnerable_Programming_Dataset | darkknight25/Vulnerable_Programming_Dataset | blog | go | postgresql | Perform a deep developer-experience analysis for a go project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Vulnerable_Programming_Dataset", "source_url": "https://huggingface.co/datasets/... | === 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 | |
af11e1fef2ec56dfda78db1d | test | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | swift | machine_learning | Perform a deep developer-experience analysis for a swift project involving machine_learning. | {"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 | |
7a5508c4d9ac8e8dacc3ac93 | test | technical_research | web_docs | https://docs.docker.com/ | Docker Documentation | search_interface | html | rest_api | Perform a technical research task about rest_api, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === SCOPE ===
Technical behavior of rest_api.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Docker Documentation (https://docs.docker.com/)
- Official docu... | web-research-coding-5m-1.1.0 | |
ef88866dafdf8f8f59d3955f | test | research_plan | npm | https://www.npmjs.com/package/eslint | eslint | search_interface | javascript | nodejs | Build a structured research plan to deeply understand nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === GOAL ===
Produce a reliable, current, and actionable understanding of nodejs.
=== 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 findings wit... | web-research-coding-5m-1.1.0 | |
64d65d59b57001a58316865a | test | dashboard | stackexchange | https://stackoverflow.com/questions/2010892/how-to-store-objects-in-html5-localstorage-sessionstorage | How to store objects in HTML5 localStorage/sessionStorage | productivity | ruby | mongodb | Design a production dashboard for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to store objects in HTML5 localStorage/sessionStorage", "source_url": "https://stackoverf... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
0272002321ae142eecaabc71 | test | security_analysis | pypi | https://pypi.org/project/requests/ | requests | finance | python | deep_learning | Perform a deep multi-layer analysis of deep_learning for a finance using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 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 'requests' as a source anchor and identify relevant APIs, dependencies, versions, st... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4d6aee3d8d1415382ed1ac41 | test | code_review | huggingface | https://huggingface.co/datasets/optimum/documentation-images | optimum/documentation-images | landing_page | typescript | react | Perform a production code review of typescript code related to react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "optimum/documentation-images", "source_url": "https://huggingface.co/datasets/optimum/documen... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
e2c4deb2679839262ab6e88b | test | search_query_rewrite | gitlab | https://gitlab.com/antora/antora | antora/antora | ecommerce | swift | javascript | Rewrite and improve a vague search query about javascript 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": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | === ORIGINAL (VAGUE) ===
how to do javascript
=== REWRITTEN QUERIES ===
1. javascript official documentation guide
2. javascript production best practices 2025
3. javascript common pitfalls and solutions
4. javascript architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specif... | web-research-coding-5m-1.1.0 | |
c14c84b3796c58075cb9c50d | test | form_ui | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | productivity | java | design_system | Design an accessible form for design_system. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
37f0472b00f44e55611bdfae | test | source_selection | gitlab | https://gitlab.com/fdroid/fdroid-website | fdroid/fdroid-website | admin_panel | cpp | deep_learning | Select the most reliable sources to research deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/fdroid-website", "source_url": "https://gitlab.com/fdroid/fdroid-website", "source_typ... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
c40bc691032ce2be1d2152a2 | test | repository_comparison | npm | https://www.npmjs.com/package/svelte | svelte | landing_page | rust | security | Perform a deep multi-layer analysis of security for a landing_page 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
4267bf206a02910b745ce2b5 | test | fact_verification | pypi | https://pypi.org/project/numpy/ | numpy | search_interface | rust | algorithms | Verify a technical claim about algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === CLAIM ===
A common claim about algorithms.
=== 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-de... | web-research-coding-5m-1.1.0 | |
00686e2186ffa719fba5c7d9 | test | performance_analysis | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | productivity | python | deep_learning | Perform a deep multi-layer analysis of deep_learning for a productivity using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | === 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 'knotteye/satyr' as a source anchor and identify relevant APIs, dependencies, versio... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
06b793dbd610dc06a9b90be7 | test | source_comparison | pypi | https://pypi.org/project/scrapy/ | scrapy | social_app | scala | software_architecture | Compare multiple sources about software_architecture and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === SOURCES ===
- scrapy (https://pypi.org/project/scrapy/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== G... | web-research-coding-5m-1.1.0 | |
5f765ac07b63b680f29af75b | test | system_analysis | huggingface | https://huggingface.co/datasets/ASSERT-KTH/latent-programming-horizons-trajs | ASSERT-KTH/latent-programming-horizons-trajs | education | c | html | Perform a deep multi-layer analysis of html for a education 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": "ASSERT-KTH/latent-programming-horizons-trajs", "source_url": "https://huggingface.co/datasets... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'ASSERT-KTH/latent-programming-horizons-trajs' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
f35ac95a42b5263ad56fef37 | test | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | admin_panel | java | nlp | Select the most reliable sources to research nlp. | {"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": "... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
d5016bae9505252d5ecdc30b | test | code_explanation | stackexchange | https://stackoverflow.com/questions/2504071/how-do-i-combine-a-background-image-and-css3-gradient-on-the-same-element | How do I combine a background-image and CSS3 gradient on the same element? | admin_panel | java | authorization | Explain a java implementation related to authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I combine a background-image and CSS3 gradient on the same element?", "source_url": "h... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
4730879112b82eef38d5d4b7 | test | documentation_experience | pypi | https://pypi.org/project/scrapy/ | scrapy | community | html | javascript | Perform a deep developer-experience analysis for a html project involving javascript. | {"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 | |
ececf9c2fee57597b0a7e2a3 | test | refactoring_maintainability | codeberg | https://codeberg.org/fschwa/100-days-of-python | fschwa/100-days-of-python | documentation | cpp | redis | Refactor a cpp system related to redis. Focus on refactoring maintainability. | {"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", "... | === 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 | |
0ba7c0d81cf2d4b546436a88 | test | api_developer_experience | codeberg | https://codeberg.org/Azorimor/_cargo-index | Azorimor/_cargo-index | education | java | caching | Perform a deep developer-experience analysis for a java project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Azorimor/_cargo-index", "source_url": "https://codeberg.org/Azorimor/_cargo-index", "source_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 | |
e6f7b1d8b9916e7bba68eb9a | test | react_generation | huggingface | https://huggingface.co/datasets/tianyang/repobench_python_v1.1 | tianyang/repobench_python_v1.1 | productivity | shell | deep_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": "tianyang/repobench_python_v1.1", "source_url": "https://huggingface.co/datasets/tianyang/repo... | 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 |
d8fd6fce4530c5e09589dbb2 | test | accessibility_fix | npm | https://www.npmjs.com/package/playwright | playwright | search_interface | html | database | 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4a64f3c75b23dc336324001b | test | design_accessibility | npm | https://www.npmjs.com/package/axios | axios | documentation | sql | graphql | Audit accessibility for a documentation. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
466e0a08001b95f8552bff16 | test | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | python | design_system | Perform a deep developer-experience analysis for a python project involving design_system. | {"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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d9abad85a7b95dff741e3fb8 | test | javascript_generation | npm | https://www.npmjs.com/package/rollup | rollup | documentation | go | css | Implement JavaScript interactions for a documentation. | {"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... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
d1b2ba5b9beadcb3d2317cf1 | test | web_search_query | stackexchange | https://stackoverflow.com/questions/55840294/how-to-fix-missing-dependency-warning-when-using-useeffect-react-hook | How to fix missing dependency warning when using useEffect React Hook | blog | shell | machine_learning | Write an effective web search query to research the topic: machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to fix missing dependency warning when using useEffect React Hook", "source_url": "https:... | === QUERY ===
machine_learning best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- machine_learning
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official document... | web-research-coding-5m-1.1.0 | |
7c3940a545eea0289aa2aa67 | test | refactoring | huggingface | https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks | whitecircle/swe-rebench-v2-clean-python-tasks | portfolio | cpp | javascript | Create a production coding task in cpp for javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "whitecircle/swe-rebench-v2-clean-python-tasks", "source_url": "https://huggingface.co/dataset... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
5538513f049f3b51507133c3 | test | refactoring_security | npm | https://www.npmjs.com/package/webpack | webpack | marketplace | php | nextjs | Refactor a php system related to nextjs. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 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 | |
b1cd2ae56beffe884dd9fd2e | test | design_consistency | npm | https://www.npmjs.com/package/prettier | prettier | portfolio | typescript | css | Audit design consistency across a portfolio. | {"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", ... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
d5d84a78cf26a65c46d4640e | test | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/14425568/interface-type-check-with-typescript | Interface type check with Typescript | analytics | kotlin | serverless | Perform a deep multi-layer analysis of serverless for a analytics 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": "Interface type check with Typescript", "source_url": "https://stackoverflow.com/questions/144... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'Interface type check with Typescript' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
10d7ac9aaf45516d0f695f08 | test | refactoring_testability | stackexchange | https://stackoverflow.com/questions/7073484/how-do-css-triangles-work | How do CSS triangles work? | portfolio | php | distributed_systems | Refactor a php system related to distributed_systems. 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 CSS triangles work?", "source_url": "https://stackoverflow.com/questions/7073484/how-d... | === 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 | |
39b1cea01d8c4334275fdedc | test | javascript_generation | huggingface | https://huggingface.co/datasets/Mutonix/Vript_Multilingual | Mutonix/Vript_Multilingual | portfolio | java | serverless | Implement JavaScript interactions for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mutonix/Vript_Multilingual", "source_url": "https://huggingface.co/datasets/Mutonix/Vript_Mul... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.