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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
124e60d1f2f1ea7aaa621a5b | train | api_developer_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | ecommerce | scala | observability | Perform a deep developer-experience analysis for a scala project involving observability. | {"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 | |
5d3f728dd731a8f78b113a5c | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | javascript | testing | Build a structured research plan to deeply understand testing. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of testing.
=== 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 wi... | web-research-coding-5m-1.1.0 | |
78cd1851c95af6d990a42c4b | train | ux_design | codeberg | https://codeberg.org/lexxy23/_cargo-index | lexxy23/_cargo-index | analytics | python | distributed_systems | Design the complete UX flow of a analytics for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lexxy23/_cargo-index", "source_url": "https://codeberg.org/lexxy23/_cargo-index", "source_typ... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7e860604606bf1f8792540c1 | train | scalability_analysis | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | productivity | typescript | user_experience | Perform a deep multi-layer analysis of user_experience for a productivity 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": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'eidheim/Simple-WebSocket-Server' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
02abb71b0cf885aa86c8ccf2 | train | source_selection | huggingface | https://huggingface.co/datasets/jeffmeloy/python_documentation_code | jeffmeloy/python_documentation_code | analytics | c | javascript | Select the most reliable sources to research javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jeffmeloy/python_documentation_code", "source_url": "https://huggingface.co/datasets/jeffmelo... | === 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 | |
19902f3cec25187cbe6f65b5 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | java | database | Perform a deep multi-layer analysis of database for a social_app 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
365b7494b352ec805ab864ec | train | css_generation | stackexchange | https://stackoverflow.com/questions/134882/undoing-a-git-rebase | Undoing a git rebase | analytics | go | graphql | Create responsive CSS for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Undoing a git rebase", "source_url": "https://stackoverflow.com/questions/134882/undoing-a-gi... | 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 |
2346318b48e88e55e0778541 | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add | Difference between "git add -A" and "git add ." | saas | kotlin | software_architecture | Perform multi-hop research about software_architecture: 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": "Difference between "git add -A" and "git add ."", "source_url": "https://... | === HOP 1 ===
Start at: Difference between "git add -A" and "git add ."
https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP... | web-research-coding-5m-1.1.0 | |
33ecfa0aa598df607a7ecf46 | train | developer_experience | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-theory | Neura-parse/quantum-machine-learning-theory | community | html | graphql | Perform a deep developer-experience analysis for a html project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-theory", "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 | |
61952e8b6831d95b08a58628 | train | refactoring_architecture | npm | https://www.npmjs.com/package/vitest | vitest | social_app | cpp | backend | Refactor a cpp system related to backend. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | === 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 | |
9e4a8df4a85ed63eaef4ae29 | train | refactoring_readability | github | https://github.com/react/create-react-app | react/create-react-app | education | cpp | deep_learning | Refactor a cpp system related to deep_learning. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/create-react-app", "source_url": "https://github.com/react/create-react-app", "source_t... | === 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 | |
a1bd65030935126e6f7664d8 | train | refactoring_testability | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | documentation | css | data_structures | Refactor a css system related to data_structures. Focus on refactoring testability. | {"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 ===
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 | |
4765a21952c25e29a26c4dbc | train | build_experience | stackexchange | https://stackoverflow.com/questions/339923/set-cellpadding-and-cellspacing-in-css | Set cellpadding and cellspacing in CSS? | social_app | python | python | Perform a deep developer-experience analysis for a python project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Set cellpadding and cellspacing in CSS?", "source_url": "https://stackoverflow.com/questions/... | === 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 |
f2a7f7b49ffc75414da84d9b | train | performance_fix | pypi | https://pypi.org/project/typer/ | typer | education | rust | deep_learning | Create a web-performance optimization plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
e3ca1c0d810741e8fe66bab2 | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/3042437/how-can-i-change-the-commit-author-for-a-single-commit | How can I change the commit author for a single commit? | developer_tool | typescript | nlp | Perform a deep multi-layer analysis of nlp for a developer_tool using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change the commit author for a single commit?", "source_url": "https://stackoverflo... | === 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 'How can I change the commit author for a single commit?' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
c43d7d619f15ec1920b81454 | train | repository_architecture | codeberg | https://codeberg.org/Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | portfolio | rust | deep_learning | Perform a deep multi-layer analysis of deep_learning for a portfolio 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": "Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604", "source_url": "https://codeberg.org/A... | === 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 'Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604' as a source anchor and ident... | web-research-coding-5m-1.1.0 | |
0362e76b65361a92df59ce30 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | php | cloud | Design React components for a portfolio. | {"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... | 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 |
f1a089f2c700d25e4f91c55b | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/MathCodeBench/linear-programming | MathCodeBench/linear-programming | ecommerce | javascript | serverless | Perform a deep multi-layer analysis of serverless for a ecommerce 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": "MathCodeBench/linear-programming", "source_url": "https://huggingface.co/datasets/MathCodeBen... | === 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 'MathCodeBench/linear-programming' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
834af8edd5b3155af3956e2f | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | php | sql | Perform a deep multi-layer analysis of sql for a education using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical co... | web-research-coding-5m-1.1.0 | |
da9a8c4f979bef5d26631687 | train | ux_analysis | stackexchange | https://stackoverflow.com/questions/22875636/how-do-i-cast-a-json-object-to-a-typescript-class | How do I cast a JSON object to a TypeScript class? | analytics | rust | web_performance | Perform a deep multi-layer analysis of web_performance for a analytics using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I cast a JSON object to a TypeScript class?", "source_url": "https://stackoverflow.com... | === 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 'How do I cast a JSON object to a TypeScript class?' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
28e8a82154d7d7590405c187 | train | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | admin_panel | html | serverless | Perform a deep multi-layer analysis of serverless 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
e351c226ed0e70b6c56f2403 | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | cpp | data_engineering | Design a data structure in cpp for data_engineering. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
862dc80d46a38fc616bfc00e | train | refactoring_legacy_code | npm | https://www.npmjs.com/package/vite | vite | portfolio | c | redis | Refactor a c system related to redis. Focus on refactoring legacy code. | {"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":... | === 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 | |
d5d196e6344623a4ae0a6830 | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/31163693/how-do-i-conditionally-add-attributes-to-react-components | How do I conditionally add attributes to React components? | ecommerce | dart | authorization | Perform multi-hop research about authorization: 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": "How do I conditionally add attributes to React components?", "source_url": "https://stackover... | === HOP 1 ===
Start at: How do I conditionally add attributes to React components?
https://stackoverflow.com/questions/31163693/how-do-i-conditionally-add-attributes-to-react-components
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence... | web-research-coding-5m-1.1.0 | |
0577224b18b526843f50e93c | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | dart | software_architecture | Refactor a dart system related to software_architecture. Focus on refactoring architecture. | {"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... | === 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 | |
78cfcfd9fd38cd93dd534d89 | train | developer_onboarding | pypi | https://pypi.org/project/transformers/ | transformers | ecommerce | shell | redis | Perform a deep developer-experience analysis for a shell project involving redis. | {"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... | === 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 | |
181a8d0cd929957824b31c2b | train | performance_fix | pypi | https://pypi.org/project/httpx/ | httpx | community | php | caching | Create a web-performance optimization plan for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
a7bfa71b9dc77b1e255562e6 | train | information_architecture | npm | https://www.npmjs.com/package/vitest | vitest | admin_panel | python | graphql | Design the information architecture for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
aa6f6a2c20242a436682bd07 | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | admin_panel | dart | api_design | Design a complete responsive admin_panel for api_design. | {"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 | |
bee460365904d32432db9a2c | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | html | devops | Perform a deep developer-experience analysis for a html project involving devops. | {"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 | |
fbd58d4e9aed64603e94b609 | train | refactoring_dependency | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | go | database | Refactor a go system related to database. Focus on refactoring dependency. | {"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": "... | === 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 | |
e26906b37910030996f9b35e | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | community | ruby | css | Refactor a ruby system related to css. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
6d4bcf7439ab154fa216dea9 | train | web_search_query | 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? | education | sql | computer_vision | Write an effective web search query to research the topic: computer_vision. | {"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... | === QUERY ===
computer_vision best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- computer_vision
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentat... | web-research-coding-5m-1.1.0 | |
b39fadb0360182fbcd29eace | train | interaction_design | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | documentation | go | kubernetes | Design interaction states for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://gitla... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
a21b4e3253be8a3acd9e6792 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/57086672/element-implicitly-has-an-any-type-because-expression-of-type-string-cant-b | Element implicitly has an 'any' type because expression of type 'string' can't be used to index | saas | scala | algorithms | Perform a deep multi-layer analysis of algorithms for a saas using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Element implicitly has an 'any' type because expression of type 'string' can&... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Element implicitly has an 'any' type because expression of type 'string' ... | web-research-coding-5m-1.1.0 | |
1ce64cd87d6a5b73f0aa9443 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | rust | nextjs | Refactor a rust 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 | |
560b24c0f009a63cf0cb988b | train | design_tokens | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | developer_tool | sql | testing | 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
2b1b862f9f315f8fc9739a7e | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/40349987/how-to-suppress-error-ts2533-object-is-possibly-null-or-undefined | How to suppress "error TS2533: Object is possibly 'null' or 'undefined'"? | admin_panel | scala | user_experience | Perform a deep developer-experience analysis for a scala project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to suppress "error TS2533: Object is possibly 'null' or 'undefined'&... | === 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 | |
ae5174489b1c18f68a44f4dc | train | design_review | stackexchange | https://stackoverflow.com/questions/27991366/what-is-the-difference-between-state-and-props-in-react | What is the difference between state and props in React? | portfolio | c | frontend | Perform a professional design review of a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between state and props in React?", "source_url": "https://stackoverfl... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
33cc4389d3f4cd32c53731bf | train | refactoring_maintainability | web_docs | https://go.dev/doc/ | Go Documentation | search_interface | kotlin | documentation | Refactor a kotlin system related to documentation. Focus on refactoring maintainability. | {"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... | === 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 | |
d6f67c94b4621f337b1a0851 | train | ux_design | gitlab | https://gitlab.com/fdroid/repomaker | fdroid/repomaker | dashboard | typescript | mongodb | Design the complete UX flow of a dashboard for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/repomaker", "source_url": "https://gitlab.com/fdroid/repomaker", "source_type": "repos... | 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 | |
d24b84d68e8a5df3f25f5568 | train | refactoring_scalability | gitlab | https://gitlab.com/ternaris/rosbags | ternaris/rosbags | community | cpp | cloud | Refactor a cpp system related to cloud. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ternaris/rosbags", "source_url": "https://gitlab.com/ternaris/rosbags", "source_type": "repos... | === 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 | |
325aaac6a5d156aa10d8a9d0 | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/deepmind/code_contests | deepmind/code_contests | education | php | data_structures | Rewrite and improve a vague search query about data_structures 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": "deepmind/code_contests", "source_url": "https://huggingface.co/datasets/deepmind/code_contest... | === ORIGINAL (VAGUE) ===
how to do data_structures
=== REWRITTEN QUERIES ===
1. data_structures official documentation guide
2. data_structures production best practices 2025
3. data_structures common pitfalls and solutions
4. data_structures architecture patterns with examples
=== RATIONALE ===
Add intent (learn / i... | web-research-coding-5m-1.1.0 | |
ed4451f4f6f2ff654cbb2e69 | train | refactoring_testability | pypi | https://pypi.org/project/httpx/ | httpx | portfolio | shell | debugging | Refactor a shell system related to debugging. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 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 | |
211f22a77e040320fc40ab4c | train | product_analysis | stackexchange | https://stackoverflow.com/questions/572549/difference-between-git-add-a-and-git-add | Difference between "git add -A" and "git add ." | dashboard | cpp | data_engineering | Perform a deep multi-layer analysis of data_engineering for a dashboard 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": "Difference between "git add -A" and "git add ."", "source_url": "https://... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'Difference between "git add -A" and "git add ."' as a sou... | web-research-coding-5m-1.1.0 | |
9875a90fc4aa346b8d75ca94 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/1279957/how-to-move-an-element-into-another-element | How to move an element into another element | dashboard | css | nodejs | Perform a deep multi-layer analysis of nodejs for a dashboard using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to move an element into another element", "source_url": "https://stackoverflow.com/questi... | === 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 'How to move an element into another element' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
cf119ee9d7ef504544efc061 | train | deployment_experience | gitlab | https://gitlab.com/vincenttunru/feed-me-up-scotty | vincenttunru/feed-me-up-scotty | social_app | 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": "vincenttunru/feed-me-up-scotty", "source_url": "https://gitlab.com/vincenttunru/feed-me-up-sc... | === 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 | |
3314eb86e6adb1df0fbcceee | train | multi_layer_analysis | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | finance | typescript | authorization | Perform a deep multi-layer analysis of authorization for a finance 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": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'takuM23/multilingual_audio_alignments' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
b90ed78353e8342c98bd334a | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | cpp | nextjs | Refactor a cpp system related to nextjs. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
9f92b61fa9ac8599ba1b0bbd | train | repository_dependency_analysis | pypi | https://pypi.org/project/flask/ | flask | portfolio | rust | web_performance | Perform a deep multi-layer analysis of web_performance for a portfolio 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": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'flask' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
ecc15955a63d77bcd8dec1e5 | train | multi_hop_research | pypi | https://pypi.org/project/requests/ | requests | developer_tool | ruby | fullstack | Perform multi-hop research about fullstack: 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === HOP 1 ===
Start at: requests
https://pypi.org/project/requests/
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 workarounds.
=== SYNTHE... | web-research-coding-5m-1.1.0 | |
9992850c46ffa1925a2c9ffd | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | java | microservices | Perform a deep multi-layer analysis of microservices for a productivity using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
b24f71db2c63aa6fb26b0c05 | train | responsive_design | pypi | https://pypi.org/project/django/ | django | finance | scala | open_source | Create a responsive design strategy for a finance. | {"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 mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
539fe8ae524c645561c020f2 | train | typescript_generation | stackexchange | https://stackoverflow.com/questions/42883547/intuitive-understanding-of-1d-2d-and-3d-convolutions-in-convolutional-neural-n | Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks | saas | dart | authorization | Implement TypeScript logic for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Intuitive understanding of 1D, 2D, and 3D convolutions in convolutional neural networks", "so... | 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 |
e397254613b4613ec0b32f1f | train | data_structure_design | huggingface | https://huggingface.co/datasets/lijiahao1123/documentation-images | lijiahao1123/documentation-images | productivity | dart | observability | Design a data structure in dart for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lijiahao1123/documentation-images", "source_url": "https://huggingface.co/datasets/lijiahao11... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
ea01aabf518a38a4bbcdc445 | train | integration_testing | github | https://github.com/josephmisiti/awesome-machine-learning | josephmisiti/awesome-machine-learning | developer_tool | php | frontend | Design integration tests for a php system involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "josephmisiti/awesome-machine-learning", "source_url": "https://github.com/josephmisiti/awesom... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
1df41b2734692717e706c9ca | train | upgrade_experience | codeberg | https://codeberg.org/lirang/888 | lirang/888 | developer_tool | rust | kubernetes | Perform a deep developer-experience analysis for a rust project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lirang/888", "source_url": "https://codeberg.org/lirang/888", "source_type": "repository", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c96a30f2dc039ef4217ca370 | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/9153571/is-there-a-way-to-get-the-version-from-the-package-json-file-in-node-js-code | Is there a way to get the version from the 'package.json' file in Node.js code? | search_interface | swift | devops | Refactor a swift system related to devops. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to get the version from the 'package.json' file in Node.js code?", "so... | === 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 | |
dd957e16f967e588fb20a309 | train | local_development_experience | npm | https://www.npmjs.com/package/react | react | productivity | python | html | Perform a deep developer-experience analysis for a python project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 1. 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 |
9cdf2a3e86b0355c56c4446a | train | developer_onboarding | huggingface | https://huggingface.co/datasets/prsdm/Machine-Learning-QA-dataset | prsdm/Machine-Learning-QA-dataset | analytics | ruby | frontend | Perform a deep developer-experience analysis for a ruby project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prsdm/Machine-Learning-QA-dataset", "source_url": "https://huggingface.co/datasets/prsdm/Mach... | === 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 | |
13cc26366046d66309d81b7a | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | php | frontend | Perform a deep multi-layer analysis of frontend for a dashboard 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
dfe1e6c6a29903f386388ff4 | train | search_query_rewrite | npm | https://www.npmjs.com/package/vite | vite | social_app | cpp | distributed_systems | Rewrite and improve a vague search query about distributed_systems 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": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === ORIGINAL (VAGUE) ===
how to do distributed_systems
=== REWRITTEN QUERIES ===
1. distributed_systems official documentation guide
2. distributed_systems production best practices 2025
3. distributed_systems common pitfalls and solutions
4. distributed_systems architecture patterns with examples
=== RATIONALE ===
A... | web-research-coding-5m-1.1.0 | |
9e9f697048e2d2008eee7e11 | train | algorithm_design | pypi | https://pypi.org/project/pytest/ | pytest | education | c | computer_vision | Design a c algorithm for a computer_vision problem. | {"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":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
caef4dda14fd2fe739247f29 | train | code_review | stackexchange | https://stackoverflow.com/questions/10729276/how-can-i-get-the-full-object-in-node-jss-console-log-rather-than-object | How can I get the full object in Node.js's console.log(), rather than '[Object]'? | productivity | typescript | observability | Perform a production code review of typescript code related to observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I get the full object in Node.js's console.log(), rather than '[Object]'?... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
786d4c5c69128a37a0f17653 | train | design_accessibility | huggingface | https://huggingface.co/datasets/HaomingSong/lerobot-documentation-images | HaomingSong/lerobot-documentation-images | admin_panel | css | computer_vision | Audit accessibility for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HaomingSong/lerobot-documentation-images", "source_url": "https://huggingface.co/datasets/Hao... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
59efa5519609bea8aea9c6bd | train | product_analysis | web_docs | https://go.dev/doc/ | Go Documentation | landing_page | php | algorithms | Perform a deep multi-layer analysis of algorithms for a landing_page 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
6eba2bc9832e41d2399ca46e | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/multimodal-reasoning-lab/Competitive-Programming | multimodal-reasoning-lab/Competitive-Programming | portfolio | go | api_design | Improve visual hierarchy in a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multimodal-reasoning-lab/Competitive-Programming", "source_url": "https://huggingface.co/data... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
fc275f3954856b6e27552bb0 | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | marketplace | javascript | backend | Improve visual hierarchy in a marketplace. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
e79d32f886d15fcec1fdb983 | train | build_experience | pypi | https://pypi.org/project/numpy/ | numpy | productivity | rust | mongodb | Perform a deep developer-experience analysis for a rust project involving mongodb. | {"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": "... | === 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 | |
ce82d26a368a428ad879c991 | train | maintainability_analysis | pypi | https://pypi.org/project/numpy/ | numpy | finance | cpp | linux | Perform a deep multi-layer analysis of linux for a finance 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 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 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
4c3ab067e5901a5fbf98afb4 | train | local_development_experience | huggingface | https://huggingface.co/datasets/ThomasTheMaker/arc-stack-javascript | ThomasTheMaker/arc-stack-javascript | portfolio | dart | deep_learning | Perform a deep developer-experience analysis for a dart project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ThomasTheMaker/arc-stack-javascript", "source_url": "https://huggingface.co/datasets/ThomasTh... | === 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 | |
0c08b7be1e158e928fa0691c | train | refactoring | huggingface | https://huggingface.co/datasets/embedl/documentation-images | embedl/documentation-images | search_interface | scala | authorization | Create a production coding task in scala for authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "embedl/documentation-images", "source_url": "https://huggingface.co/datasets/embedl/documenta... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
a3f6be928029591bff5b8bfb | train | repository_architecture | gitlab | https://gitlab.com/knotteye/satyr | knotteye/satyr | portfolio | cpp | developer_experience | Perform a deep multi-layer analysis of developer_experience for a portfolio 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": "knotteye/satyr", "source_url": "https://gitlab.com/knotteye/satyr", "source_type": "repositor... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'knotteye/satyr' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
fd8f6196092fa045c810fd22 | train | documentation_page | web_docs | https://docs.python.org/3/ | Python Documentation | saas | swift | nlp | Design a developer documentation page for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
af90564fff9e3f5734e24280 | train | typescript_generation | pypi | https://pypi.org/project/uvicorn/ | uvicorn | documentation | go | frontend | Implement TypeScript logic for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | 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 |
1f1ebf7e08f4cf6576f864f6 | train | accessibility_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | productivity | dart | testing | Perform a deep multi-layer analysis of testing for a productivity using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
7b17e2c7ee7e42fa4949efa2 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/finbarr/rlvr-code-data-javascript-edited | finbarr/rlvr-code-data-javascript-edited | education | go | linux | Perform a deep multi-layer analysis of linux 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": "finbarr/rlvr-code-data-javascript-edited", "source_url": "https://huggingface.co/datasets/fin... | === 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 'finbarr/rlvr-code-data-javascript-edited' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
ffb6fbd300d17a1d5bd18560 | train | unit_testing | pypi | https://pypi.org/project/rich/ | rich | ecommerce | swift | postgresql | Create a unit-testing strategy for swift code involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "po... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
9c208ba61b4f33be3c924b4b | train | refactoring_performance | huggingface | https://huggingface.co/datasets/prrao87/documentation-images | prrao87/documentation-images | landing_page | php | python | Refactor a php system related to python. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prrao87/documentation-images", "source_url": "https://huggingface.co/datasets/prrao87/documen... | === 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 | |
34611e06fdbd3159b3874e00 | train | debugging_experience | pypi | https://pypi.org/project/scrapy/ | scrapy | analytics | kotlin | ci_cd | Perform a deep developer-experience analysis for a kotlin project involving ci_cd. | {"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 | |
a799e988cc93fe6b7231aada | train | visual_hierarchy | pypi | https://pypi.org/project/flask/ | flask | saas | dart | api_design | Improve visual hierarchy in a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
5244f5cc015a4e3622d5c941 | train | api_design | stackexchange | https://stackoverflow.com/questions/30571875/whats-the-difference-between-super-and-superprops-in-react-when-using-e | What's the difference between "super()" and "super(props)" in React when using es6 classes? | developer_tool | rust | linux | Design a production API for a linux application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between "super()" and "super(props)" in React w... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
c4bf26493d259dc6dc913d82 | train | refactoring_modularization | codeberg | https://codeberg.org/stluc-an/23_24_AN1_clipWeb | stluc-an/23_24_AN1_clipWeb | saas | python | software_architecture | Refactor a python system related to software_architecture. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "stluc-an/23_24_AN1_clipWeb", "source_url": "https://codeberg.org/stluc-an/23_24_AN1_clipWeb",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
75154a58d2e6fd2bb6d99e3e | train | code_explanation | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | education | typescript | ci_cd | Explain a typescript implementation related to ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C-Plus-Plus", "source_url": "https://github.com/TheAlgorithms/C-Plus-Plus", "so... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
1e8730d5dcc74755f9033b55 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/1436703/what-is-the-difference-between-str-and-repr | What is the difference between __str__ and __repr__? | landing_page | sql | html | Perform a deep multi-layer analysis of html 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": "What is the difference between __str__ and __repr__?", "source_url": "https://stackoverflow.c... | === 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 'What is the difference between __str__ and __repr__?' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
ea7b5ce6c810f3913654f9c4 | train | api_design | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | search_interface | css | database | Design a production API for a database application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
895c5831393f5d9c04becf24 | train | code_review | gitlab | https://gitlab.com/eidheim/Simple-Web-Server | eidheim/Simple-Web-Server | productivity | typescript | software_architecture | Perform a production code review of typescript code related to software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-Web-Server", "source_url": "https://gitlab.com/eidheim/Simple-Web-Server", "so... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
d7ce0db1a453f658a0c293b5 | train | risk_analysis | huggingface | https://huggingface.co/datasets/jan-hq/multiturn_programming_binarized | jan-hq/multiturn_programming_binarized | marketplace | python | nodejs | Perform a deep multi-layer analysis of nodejs for a marketplace 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": "jan-hq/multiturn_programming_binarized", "source_url": "https://huggingface.co/datasets/jan-h... | === 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 'jan-hq/multiturn_programming_binarized' as a source anchor and identify relevant APIs, dependenci... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
122ba7f56030b9143185e2ee | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/14638990/are-strongly-typed-functions-as-parameters-possible-in-typescript | Are strongly-typed functions as parameters possible in TypeScript? | community | php | linux | Classify the search intent for a query about linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Are strongly-typed functions as parameters possible in TypeScript?", "source_url": "https://s... | === 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 ===
"linux vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
==... | web-research-coding-5m-1.1.0 | |
c358a503a47c251318afd69f | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | php | developer_experience | Audit design consistency across a landing_page. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
386ae985748d002716e71b71 | train | visual_hierarchy | web_docs | https://go.dev/doc/ | Go Documentation | landing_page | css | html | Improve visual hierarchy in a landing_page. | {"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 heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
39e442c90de7d001432cabf6 | train | refactoring_readability | pypi | https://pypi.org/project/pandas/ | pandas | community | dart | testing | Refactor a dart system related to testing. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 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 | |
302f5d34b6002f9dc85ab7a3 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/123198/how-do-i-copy-a-file | How do I copy a file? | education | typescript | observability | Design integration tests for a typescript system involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I copy a file?", "source_url": "https://stackoverflow.com/questions/123198/how-do-i-co... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
cae54593663fd1df55ac99d2 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/31421413/how-to-compute-precision-recall-accuracy-and-f1-score-for-the-multiclass-case | How to compute precision, recall, accuracy and f1-score for the multiclass case with scikit learn? | portfolio | typescript | cloud | Perform a deep multi-layer analysis of cloud 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": "How to compute precision, recall, accuracy and f1-score for the multiclass case with scikit l... | === 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 'How to compute precision, recall, accuracy and f1-score for the multiclass case with scikit learn?'... | web-research-coding-5m-1.1.0 | |
5edc85b898e8e058aeca691e | train | interaction_design | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Competitive-Programming-v2 | nvidia/Nemotron-SFT-Competitive-Programming-v2 | productivity | typescript | react | Design interaction states for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingface.co/datase... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
ff33037f00a5cf3b1c806815 | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | php | nodejs | Design the complete UX flow of a productivity for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
2260e237ebbe498139d58585 | train | refactoring_api | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | community | rust | kubernetes | Refactor a rust system related to kubernetes. Focus on refactoring api. | {"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... | === 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 | |
eb4867a603fe1beef5a8239b | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/26882177/react-js-inline-style-best-practices | React.js inline style best practices | education | typescript | fullstack | Perform a deep developer-experience analysis for a typescript project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React.js inline style best practices", "source_url": "https://stackoverflow.com/questions/268... | === 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 | |
b1049af853282bfcfd2a786b | train | build_experience | huggingface | https://huggingface.co/datasets/nakroy/cifar100-python | nakroy/cifar100-python | search_interface | kotlin | data_engineering | Perform a deep developer-experience analysis for a kotlin project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nakroy/cifar100-python", "source_url": "https://huggingface.co/datasets/nakroy/cifar100-pytho... | === 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 | |
e3aa119dfb0c4c6937b3e545 | train | cli_experience | npm | https://www.npmjs.com/package/playwright | playwright | dashboard | javascript | nextjs | Perform a deep developer-experience analysis for a javascript project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 1. 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 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.