id large_stringlengths 24 24 | split large_stringclasses 1
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values | language large_stringclasses 18
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
9de7f5c445f41b60b87d853f | test | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | sql | deep_learning | Design a sql algorithm for a deep_learning problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
5cb91067b8596e79c0385951 | test | api_design | huggingface | https://huggingface.co/datasets/jtatman/python-code-dataset-500k | jtatman/python-code-dataset-500k | admin_panel | kotlin | fullstack | Design a production API for a fullstack application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jtatman/python-code-dataset-500k", "source_url": "https://huggingface.co/datasets/jtatman/pyt... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
48188b9d05985cab5f6d7513 | test | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/fyaronskiy/cornstack_javascript_ru_en | fyaronskiy/cornstack_javascript_ru_en | ecommerce | dart | software_architecture | Perform a deep multi-layer analysis of software_architecture for a ecommerce 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": "fyaronskiy/cornstack_javascript_ru_en", "source_url": "https://huggingface.co/datasets/fyaron... | === 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 'fyaronskiy/cornstack_javascript_ru_en' as a source anchor and ident... | web-research-coding-5m-1.1.0 | |
11ee7ae6e38692e5ebe9a7ea | test | research_plan | npm | https://www.npmjs.com/package/svelte | svelte | social_app | shell | authorization | Build a structured research plan to deeply understand authorization. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of authorization.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findi... | web-research-coding-5m-1.1.0 | |
564e4016f68ded5410321254 | test | search_intent_classification | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | education | css | kubernetes | Classify the search intent for a query about kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 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 ===
"kubernetes vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 | |
a9ad7ec0a78e740076b0a22c | test | performance_analysis | huggingface | https://huggingface.co/datasets/HuggingFaceTB/python-edu-annotations | HuggingFaceTB/python-edu-annotations | saas | shell | sql | Perform a deep multi-layer analysis of sql for a saas using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceTB/python-edu-annotations", "source_url": "https://huggingface.co/datasets/Hugging... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'HuggingFaceTB/python-edu-annotations' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
23b7a12c891284dc742fd533 | test | repository_understanding | huggingface | https://huggingface.co/datasets/ianncity/Hunter-Alpha-Programming-160000x | ianncity/Hunter-Alpha-Programming-160000x | education | scala | fullstack | Perform a deep multi-layer analysis of fullstack for a education 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": "ianncity/Hunter-Alpha-Programming-160000x", "source_url": "https://huggingface.co/datasets/ia... | === 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 'ianncity/Hunter-Alpha-Programming-160000x' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
93f05c9f500078e39e1b66fb | test | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | sql | typescript | Perform a deep multi-layer analysis of typescript for a social_app using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
358ae21b2e2b246591ed5f9a | test | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | shell | computer_vision | Design interaction states for a analytics. | {"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", "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
132e4c0fba70bec81445142c | test | unit_testing | npm | https://www.npmjs.com/package/zod | zod | marketplace | go | algorithms | Create a unit-testing strategy for go code involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
90b4a19c71e98af9a94eafa8 | test | research_summary | 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 | c | serverless | Summarize the current state of knowledge about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I combine a background-image and CSS3 gradient on the same element?", "source_url": "h... | === OVERVIEW ===
serverless in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
How do I combine a ... | web-research-coding-5m-1.1.0 | |
4c523e381ab8c8a44c0b884f | test | risk_analysis | web_docs | https://docs.docker.com/ | Docker Documentation | social_app | cpp | serverless | Perform a deep multi-layer analysis of serverless for a social_app 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 serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
4eabc4a041d1f8ed96c28603 | test | accessibility_analysis | pypi | https://pypi.org/project/django/ | django | landing_page | sql | debugging | Perform a deep multi-layer analysis of debugging for a landing_page 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
5ceff293c19485a83b489281 | test | javascript_generation | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | social_app | css | web_performance | Implement JavaScript interactions for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | 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 |
6cc11a490822ad6585284998 | test | deployment_experience | codeberg | https://codeberg.org/vvlad/_cargo-index | vvlad/_cargo-index | ecommerce | 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": "vvlad/_cargo-index", "source_url": "https://codeberg.org/vvlad/_cargo-index", "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 | |
8611ae57ccca34e764dae39d | test | fact_verification | codeberg | https://codeberg.org/fhupp/_cargo-index | fhupp/_cargo-index | analytics | php | nodejs | Verify a technical claim about nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fhupp/_cargo-index", "source_url": "https://codeberg.org/fhupp/_cargo-index", "source_type": ... | === CLAIM ===
A common claim about nodejs.
=== 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... | web-research-coding-5m-1.1.0 | |
8a8233dee1915a34df8063b6 | test | performance_fix | codeberg | https://codeberg.org/Jelloism/1337-Python_installer | Jelloism/1337-Python_installer | ecommerce | java | rest_api | Create a web-performance optimization plan for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jelloism/1337-Python_installer", "source_url": "https://codeberg.org/Jelloism/1337-Python_ins... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
67c47602f75bc970e243197f | test | landing_page | pypi | https://pypi.org/project/django/ | django | developer_tool | php | cloud | Design a landing page for a cloud product. | {"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":... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
fa2f19bccbbcf50b43085090 | test | information_architecture | stackexchange | https://stackoverflow.com/questions/11284634/upgrade-node-js-to-the-latest-version-on-mac-os | Upgrade Node.js to the latest version on Mac OS | ecommerce | html | user_experience | Design the information architecture for user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Upgrade Node.js to the latest version on Mac OS", "source_url": "https://stackoverflow.com/qu... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
ef283dfb499f505f61d7feb5 | test | nextjs_generation | stackexchange | https://stackoverflow.com/questions/154059/how-do-i-check-for-an-empty-undefined-null-string-in-javascript | How do I check for an empty/undefined/null string in JavaScript? | developer_tool | dart | documentation | Design a Next.js architecture for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check for an empty/undefined/null string in JavaScript?", "source_url": "https://sta... | 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 |
b30f8c1841bf79200b718918 | test | design_to_code | codeberg | https://codeberg.org/kakalakola/AdobeCS6Javascript | kakalakola/AdobeCS6Javascript | developer_tool | javascript | nlp | Translate a developer_tool design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kakalakola/AdobeCS6Javascript", "source_url": "https://codeberg.org/kakalakola/AdobeCS6Javasc... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
2948deaad07f7d5b1d708160 | test | debugging_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | php | algorithms | Perform a deep developer-experience analysis for a php project involving algorithms. | {"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 | |
821f6f664cef66eb51eba9df | test | security_review | stackexchange | https://stackoverflow.com/questions/115983/how-do-i-add-an-empty-directory-to-a-git-repository | How do I add an empty directory to a Git repository? | education | php | observability | 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": "How do I add an empty directory to a Git repository?", "source_url": "https://stackoverflow.c... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
a64cae37595a71cbda5fca60 | test | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | php | software_architecture | Perform a deep multi-layer analysis of software_architecture for a documentation 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
4cbdbf3fa511869c2e31dc6d | test | ux_design | npm | https://www.npmjs.com/package/playwright | playwright | landing_page | ruby | authentication | Design the complete UX flow of a landing_page for authentication. | {"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... | 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 | |
9a58c08170d1463df6855112 | test | debugging | npm | https://www.npmjs.com/package/vite | vite | dashboard | java | graphql | Create a realistic java debugging problem involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
da77a3ce76026ca988ce5a12 | test | component_design | web_docs | https://go.dev/doc/ | Go Documentation | developer_tool | shell | cloud | Design reusable UI components for a developer_tool. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
e2dc120f02d1fb585a7089ae | test | deployment_experience | huggingface | https://huggingface.co/datasets/baber/multilingual_mmlu | baber/multilingual_mmlu | ecommerce | cpp | machine_learning | Perform a deep developer-experience analysis for a cpp project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "baber/multilingual_mmlu", "source_url": "https://huggingface.co/datasets/baber/multilingual_m... | === 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 | |
97f69db396720f7606ad76f3 | test | accessibility_analysis | huggingface | https://huggingface.co/datasets/alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project | alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project | portfolio | dart | testing | Perform a deep multi-layer analysis of testing for a portfolio 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": "alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project", "source_url": "https://hugg... | === 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 'alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
b21237aada15400d8d7a47ce | test | research_summary | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | blog | javascript | caching | Summarize the current state of knowledge about caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === OVERVIEW ===
caching 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 ===
priyasarath1531/web_de... | web-research-coding-5m-1.1.0 | |
4ac456326ffac2005f267cfb | test | refactoring | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | blog | sql | rest_api | Create a production coding task in sql for rest_api. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
ad47be32412d2986c6ee966b | test | css_generation | pypi | https://pypi.org/project/pytest/ | pytest | landing_page | go | fullstack | Create responsive CSS for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | 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 |
04aa1d6e0c1a7d76fe4df91d | test | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | swift | api_design | Perform a deep multi-layer analysis of api_design for a analytics 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
df62a3b8e6ff9d4c6c5686f0 | test | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | scala | caching | Audit design consistency across a social_app. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
95a097e9810c9092d214937e | test | evidence_extraction | pypi | https://pypi.org/project/torch/ | torch | admin_panel | javascript | html | Extract verifiable evidence about html from the given source. | {"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": "... | === SOURCE ===
torch
https://pypi.org/project/torch/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment state... | web-research-coding-5m-1.1.0 | |
9d220fb7a60ac1d466d24413 | test | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | c | docker | Create design tokens for a blog. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
d6afcf347c0d4125f07893f3 | test | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | kotlin | machine_learning | Design a kotlin algorithm for a machine_learning problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
10e6dfa1ee7a41845276c66d | test | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | typescript | devops | Design a complete responsive finance for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
e00c055dfc2b9ed37aa5dacc | test | refactoring_api | npm | https://www.npmjs.com/package/hono | hono | blog | javascript | postgresql | Refactor a javascript system related to postgresql. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 | |
bd1a29dec62ff1c43e93ef24 | test | multi_layer_analysis | gitlab | https://gitlab.com/kornelski/babel-preset-php | kornelski/babel-preset-php | productivity | kotlin | sql | Perform a deep multi-layer analysis of sql for a productivity 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": "kornelski/babel-preset-php", "source_url": "https://gitlab.com/kornelski/babel-preset-php", "... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'kornelski/babel-preset-php' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
fff1b41f10b4eba0bb394c88 | test | cli_experience | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | admin_panel | css | data_structures | Perform a deep developer-experience analysis for a css project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | === 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 | |
bfb094ee2b39f1b0cfaef297 | test | form_ui | gitlab | https://gitlab.com/cashscript-py/cashscript-py | cashscript-py/cashscript-py | analytics | python | devops | Design an accessible form for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cashscript-py/cashscript-py", "source_url": "https://gitlab.com/cashscript-py/cashscript-py",... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4c791eeeed2da7175ea097a1 | test | product_analysis | huggingface | https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo | yourbench/aws_bedrock_documentation_demo | search_interface | swift | serverless | Perform a deep multi-layer analysis of serverless for a search_interface 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": "yourbench/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/you... | === 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 'yourbench/aws_bedrock_documentation_demo' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
25e016dc6c84b88536cc7ee9 | test | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/2717480/css-selector-for-first-element-with-class | CSS selector for first element with class | social_app | python | cloud | Perform a deep multi-layer analysis of cloud for a social_app 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": "CSS selector for first element with class", "source_url": "https://stackoverflow.com/question... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'CSS selector for first element with class' as a source anchor and identify relevant APIs, dependenc... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
27b3d51e0c93b9423137d0b7 | test | developer_onboarding | codeberg | https://codeberg.org/angks/100-exercises-to-learn-rust | angks/100-exercises-to-learn-rust | productivity | ruby | backend | Perform a deep developer-experience analysis for a ruby project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "angks/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/angks/100-exercises-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 | |
61cddee1266e71ea37eb168b | test | refactoring_scalability | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-new-python | Reset23/the-stack-v2-new-python | documentation | css | html | Refactor a css system related to html. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-new-python", "source_url": "https://huggingface.co/datasets/Reset23/the-... | === 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 | |
3ae7cdcb4fdaa9ffe0b87e17 | test | upgrade_experience | huggingface | https://huggingface.co/datasets/makayel/documentation-kubernetes | makayel/documentation-kubernetes | portfolio | javascript | data_engineering | Perform a deep developer-experience analysis for a javascript project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "makayel/documentation-kubernetes", "source_url": "https://huggingface.co/datasets/makayel/doc... | === 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 | |
bee4c1f49ae636a39977587d | test | design_system | npm | https://www.npmjs.com/package/rollup | rollup | dashboard | kotlin | css | Create a scalable design system for a dashboard. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
51f649306a095e7d4744566f | test | design_to_code | huggingface | https://huggingface.co/datasets/bgudmestad/Nushell_documentation | bgudmestad/Nushell_documentation | education | javascript | user_experience | Translate a education design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bgudmestad/Nushell_documentation", "source_url": "https://huggingface.co/datasets/bgudmestad/... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
a32a51eff7e2222f0777a0c2 | test | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | cpp | backend | Perform a deep multi-layer analysis of backend for a marketplace 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
65fae8cc7ce5cf38e27f08ad | test | multi_hop_research | gitlab | https://gitlab.com/pikatrack/pikatrack | pikatrack/pikatrack | community | kotlin | redis | Perform multi-hop research about redis: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pikatrack/pikatrack", "source_url": "https://gitlab.com/pikatrack/pikatrack", "source_type": ... | === HOP 1 ===
Start at: pikatrack/pikatrack
https://gitlab.com/pikatrack/pikatrack
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workaroun... | web-research-coding-5m-1.1.0 | |
1074096f503f59cf38cb3d13 | test | developer_onboarding | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | ecommerce | cpp | distributed_systems | Perform a deep developer-experience analysis for a cpp project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | === 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 | |
4ae420c0300cc78e84c9e89f | test | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | ecommerce | html | design_system | Design interaction states for a ecommerce. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
7ea03fa1b5c4b35d90af662a | test | repository_documentation | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | education | go | nlp | Perform a deep multi-layer analysis of nlp for a education 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
00ea246eb4b2f1949b3ca18a | test | refactoring_readability | huggingface | https://huggingface.co/datasets/simmo/python-fim | simmo/python-fim | landing_page | go | docker | Refactor a go system related to docker. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "simmo/python-fim", "source_url": "https://huggingface.co/datasets/simmo/python-fim", "source_... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
b60fac4b44bacb910ebcb33c | test | refactoring_testability | github | https://github.com/gradio-app/gradio | gradio-app/gradio | ecommerce | html | rest_api | Refactor a html system related to rest_api. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio-app/gradio", "source_url": "https://github.com/gradio-app/gradio", "source_type": "rep... | === 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 | |
9b2fa214bda1dc64a0735681 | test | interaction_design | stackexchange | https://stackoverflow.com/questions/586182/how-can-i-insert-an-item-into-an-array-at-a-specific-index | How can I insert an item into an array at a specific index? | analytics | scala | software_architecture | Design interaction states for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I insert an item into an array at a specific index?", "source_url": "https://stackove... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
3cdaaae1373044bd479b1f93 | test | evidence_chain_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | documentation | python | typescript | Perform a deep multi-layer analysis of typescript for a documentation using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 'Django Documentation' 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 |
c4beb307bbc610820ce4ffc9 | test | design_tokens | huggingface | https://huggingface.co/datasets/microsoft/rStar-Coder | microsoft/rStar-Coder | developer_tool | shell | css | Create design tokens for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/rStar-Coder", "source_url": "https://huggingface.co/datasets/microsoft/rStar-Coder"... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a046b9aa01eb292fe296bbf0 | test | security_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | productivity | javascript | linux | Perform a deep multi-layer analysis of linux for a productivity 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
f8d46df6e30352d005038254 | test | refactoring_dependency | codeberg | https://codeberg.org/mi-skam/_gcp-python-uv | mi-skam/_gcp-python-uv | saas | go | documentation | Refactor a go system related to documentation. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi-skam/_gcp-python-uv", "source_url": "https://codeberg.org/mi-skam/_gcp-python-uv", "source... | === 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 | |
2c3c8d9451bf3877a7ae8f39 | test | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | search_interface | swift | observability | Perform a deep developer-experience analysis for a swift project involving observability. | {"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 | |
a9c45d0a6f1408bd243854ea | test | error_message_design | pypi | https://pypi.org/project/django/ | django | admin_panel | java | kubernetes | Perform a deep developer-experience analysis for a java project involving kubernetes. | {"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":... | === 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 | |
86e6e5a8d06864f906e2028e | test | security_review | npm | https://www.npmjs.com/package/next | next | saas | swift | developer_experience | Perform a security review of a saas application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
fc0bdbf5caeb3a34355d8834 | test | debugging | stackexchange | https://stackoverflow.com/questions/9329446/loop-for-each-over-an-array-in-javascript | Loop (for each) over an array in JavaScript | blog | sql | devops | Create a realistic sql debugging problem involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Loop (for each) over an array in JavaScript", "source_url": "https://stackoverflow.com/questi... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
f2a411465532de9cbc3c04e4 | test | search_intent_classification | stackexchange | https://stackoverflow.com/questions/16056591/font-scaling-based-on-size-of-container | Font scaling based on size of container | community | scala | rest_api | Classify the search intent for a query about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Font scaling based on size of container", "source_url": "https://stackoverflow.com/questions/... | === 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 ===
"rest_api vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
40636a8510189a565a690ac8 | test | integration_testing | stackexchange | https://stackoverflow.com/questions/1107220/how-can-i-select-an-element-by-name-with-jquery | How can I select an element by name with jQuery? | marketplace | dart | distributed_systems | Design integration tests for a dart system involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I select an element by name with jQuery?", "source_url": "https://stackoverflow.com/q... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
75c4175a7ebefaeb25e34584 | test | component_design | pypi | https://pypi.org/project/pytest/ | pytest | saas | cpp | documentation | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
c2b13201a8edb7f791e15133 | test | code_explanation | codeberg | https://codeberg.org/hugoalh/adler32-es | hugoalh/adler32-es | community | dart | sql | Explain a dart implementation related to sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hugoalh/adler32-es", "source_url": "https://codeberg.org/hugoalh/adler32-es", "source_type": ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
49f3cfd5bf7b7decc87dc7be | test | cli_experience | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | portfolio | java | computer_vision | Perform a deep developer-experience analysis for a java project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | === 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 | |
b289b2e542b2c6f8a42af65e | test | design_accessibility | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | finance | rust | documentation | Audit accessibility for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "sour... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
f835b375ce7d2791fad31a63 | test | api_design | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | education | cpp | microservices | Design a production API for a microservices application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
7a824a6ea73c7b17316eb97f | test | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | javascript | ci_cd | Refactor a javascript system related to ci_cd. Focus on refactoring legacy code. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
1eda3244f81d9b03bd2f21f2 | test | performance_fix | github | https://github.com/immich-app/immich | immich-app/immich | marketplace | html | developer_experience | Create a web-performance optimization plan for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "immich-app/immich", "source_url": "https://github.com/immich-app/immich", "source_type": "rep... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
2f5ef1d6f9e662a786a1e857 | test | algorithm_design | pypi | https://pypi.org/project/django/ | django | saas | java | nlp | Design a java algorithm for a nlp problem. | {"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":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
09a80c55bb2e2524956bde65 | test | typescript_generation | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | productivity | rust | react | Implement TypeScript logic for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | 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 |
150e57621a4dfc819b10dba5 | test | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | saas | html | authentication | Design reusable UI components for a saas. | {"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 | |
fad1b804ad4e341dd1f37629 | test | tradeoff_analysis | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-DPO | mxzoo/CFFI-javascript-obfuscated-DPO | productivity | python | postgresql | Perform a deep multi-layer analysis of postgresql 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": "mxzoo/CFFI-javascript-obfuscated-DPO", "source_url": "https://huggingface.co/datasets/mxzoo/C... | === 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 'mxzoo/CFFI-javascript-obfuscated-DPO' as a source anchor and identify relevant APIs, depe... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ad865819b051292bb02b0809 | test | system_analysis | huggingface | https://huggingface.co/datasets/darkknight25/Vulnerable_Programming_Dataset | darkknight25/Vulnerable_Programming_Dataset | developer_tool | css | database | Perform a deep multi-layer analysis of database for a developer_tool 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": "darkknight25/Vulnerable_Programming_Dataset", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'darkknight25/Vulnerable_Programming_Dataset' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
e291909e8a8c269de034b40a | test | algorithm_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | search_interface | html | user_experience | Design a html algorithm for a user_experience problem. | {"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", ... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
d301554b9f3be89c05993583 | test | typescript_generation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | social_app | rust | postgresql | Implement TypeScript logic for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Use 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 |
a6fa13f8a3b01de933be14f3 | test | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | go | machine_learning | Create a responsive design strategy for a 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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
9986400fb3d2bada122f22a3 | test | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | rust | typescript | Create design tokens for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a4dbd5ce27c7c63f7f1b6362 | test | nextjs_generation | stackexchange | https://stackoverflow.com/questions/14727044/what-is-the-difference-between-types-string-and-string | What is the difference between types String and string? | blog | javascript | nlp | Design a Next.js architecture for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between types String and string?", "source_url": "https://stackoverflo... | 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 |
b2fef0bbf4c1724f9aa33702 | test | research_summary | pypi | https://pypi.org/project/streamlit/ | streamlit | finance | rust | sql | Summarize the current state of knowledge about sql. | {"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... | === OVERVIEW ===
sql 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 ===
streamlit (https://pypi.or... | web-research-coding-5m-1.1.0 | |
8c1e98b363976bb967602edd | test | refactoring_observability | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | community | java | machine_learning | Refactor a java system related to machine_learning. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 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 | |
e97973fc2a8d1eeb3ad4763f | test | refactoring_performance | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | education | rust | graphql | Refactor a rust system related to graphql. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | === 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 | |
6595dd70a7ea184bbad969ad | test | research_summary | stackexchange | https://stackoverflow.com/questions/2389361/undo-a-git-merge-that-hasnt-been-pushed-yet | Undo a Git merge that hasn't been pushed yet | developer_tool | html | linux | Summarize the current state of knowledge about linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Undo a Git merge that hasn't been pushed yet", "source_url": "https://stackoverflow.com/q... | === OVERVIEW ===
linux 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 ===
Undo a Git merge that ha... | web-research-coding-5m-1.1.0 | |
4fb71f0fc525828abe9cb582 | test | form_ui | npm | https://www.npmjs.com/package/rollup | rollup | productivity | html | computer_vision | Design an accessible form for computer_vision. | {"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 labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
5da38bec3c06de6ded88849d | test | source_comparison | stackexchange | https://stackoverflow.com/questions/20626685/how-do-i-set-distance-between-flexbox-items | How do I set distance between flexbox items? | marketplace | typescript | documentation | Compare multiple sources about documentation 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": "How do I set distance between flexbox items?", "source_url": "https://stackoverflow.com/quest... | === SOURCES ===
- How do I set distance between flexbox items? (https://stackoverflow.com/questions/20626685/how-do-i-set-distance-between-flexbox-items)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify confl... | web-research-coding-5m-1.1.0 | |
47c8bbc8a790a0bd39c3fd00 | test | risk_analysis | gitlab | https://gitlab.com/vincenttunru/feed-me-up-scotty | vincenttunru/feed-me-up-scotty | finance | shell | html | Perform a deep multi-layer analysis of html for a finance using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vincenttunru/feed-me-up-scotty", "source_url": "https://gitlab.com/vincenttunru/feed-me-up-sc... | === 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 'vincenttunru/feed-me-up-scotty' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
769bc8b9a8aa67d819e2272e | test | nextjs_generation | github | https://github.com/fastapi/fastapi | fastapi/fastapi | admin_panel | rust | data_structures | Design a Next.js architecture for a admin_panel. | {"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... | 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 |
bbcf46acc541345f050ce232 | test | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | search_interface | ruby | graphql | Create semantic HTML for a search_interface about graphql. | {"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... | 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 |
3644e1852ceefa3bf66dbb6e | test | repository_documentation | web_docs | https://git-scm.com/doc | Git Documentation | portfolio | css | serverless | Perform a deep multi-layer analysis of serverless for a portfolio using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
611edd43b9c8a4bbff23e2ee | test | design_review | github | https://github.com/ruvnet/RuView | ruvnet/RuView | social_app | javascript | caching | 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": "ruvnet/RuView", "source_url": "https://github.com/ruvnet/RuView", "source_type": "repository"... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
72b9e0c541d47d7d8340ef31 | test | documentation_lookup | npm | https://www.npmjs.com/package/three | three | landing_page | rust | debugging | Find and summarize the relevant documentation for debugging. | {"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... | === RELEVANT DOCS ===
- three
https://www.npmjs.com/package/three
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
2b0b30db90e6435d51043f31 | test | code_explanation | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | search_interface | sql | graphql | Explain a sql implementation related to graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
59365625dc2c44ba1fecf896 | test | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | social_app | kotlin | linux | Design a developer documentation page for linux. | {"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",... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
2d51e58f3a27102af7fd7774 | test | security_analysis | pypi | https://pypi.org/project/django/ | django | finance | php | nodejs | Perform a deep multi-layer analysis of nodejs for a finance 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 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 'django' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
b841caefc1cee98c37865e33 | test | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | admin_panel | typescript | graphql | Translate a admin_panel design into maintainable typescript code. | {"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... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 |
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