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2f12808e256d923959f8952d | train | risk_analysis | npm | https://www.npmjs.com/package/react | react | developer_tool | rust | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a developer_tool 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'react' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
96934cc1a1df7253fc4bc8b3 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/pruna-test/documentation-media | pruna-test/documentation-media | education | shell | caching | Perform a deep developer-experience analysis for a shell project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pruna-test/documentation-media", "source_url": "https://huggingface.co/datasets/pruna-test/do... | === 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 | |
029d86130a1ded027e3c72d6 | train | refactoring_security | gitlab | https://gitlab.com/gces-ej/ej-application | gces-ej/ej-application | saas | cpp | css | Refactor a cpp system related to css. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gces-ej/ej-application", "source_url": "https://gitlab.com/gces-ej/ej-application", "source_t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
5d1d09a2f3918683961ae243 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | cpp | serverless | Design a production API for a serverless application. | {"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": "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
bb74cdb981b1649355f319c6 | train | source_selection | gitlab | https://gitlab.com/dslackw/colored | dslackw/colored | saas | python | redis | Select the most reliable sources to research redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dslackw/colored", "source_url": "https://gitlab.com/dslackw/colored", "source_type": "reposit... | === 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
=== ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
be8783abd3811e7294472ac4 | train | design_consistency | huggingface | https://huggingface.co/datasets/Pq234/documentation-images | Pq234/documentation-images | search_interface | python | distributed_systems | Audit design consistency across a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Pq234/documentation-images", "source_url": "https://huggingface.co/datasets/Pq234/documentati... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d3a47fc0c3bdb9221772889d | train | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | cpp | security | Design a Next.js architecture for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
8317fb77512e27d196248db7 | train | product_analysis | npm | https://www.npmjs.com/package/jest | jest | ecommerce | java | nodejs | Perform a deep multi-layer analysis of nodejs for a ecommerce 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": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
7a4f4a34d7fb6399ee74455a | train | repository_documentation | huggingface | https://huggingface.co/datasets/Shuu12121/github-file-programs-dataset-javascript | Shuu12121/github-file-programs-dataset-javascript | ecommerce | dart | data_engineering | Perform a deep multi-layer analysis of data_engineering for a ecommerce using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/github-file-programs-dataset-javascript", "source_url": "https://huggingface.co/dat... | === 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 'Shuu12121/github-file-programs-dataset-javascript' as a source anchor and ide... | web-research-coding-5m-1.1.0 | |
1b64c8b44b4a3a68d48dbe23 | train | security_analysis | pypi | https://pypi.org/project/pytest/ | pytest | education | scala | sql | Perform a deep multi-layer analysis of sql for a education using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 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 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
279132c161991d4ab8b1b3d8 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/11632516/what-are-advantages-of-artificial-neural-networks-over-support-vector-machines | What are advantages of Artificial Neural Networks over Support Vector Machines? | finance | javascript | caching | Refactor a javascript system related to caching. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What are advantages of Artificial Neural Networks over Support Vector Machines?", "source_url... | === 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 | |
4083d9af6dc9ecdc9be65a51 | train | refactoring_modularization | gitlab | https://gitlab.com/materials-modeling/icet | materials-modeling/icet | productivity | sql | linux | Refactor a sql system related to linux. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "materials-modeling/icet", "source_url": "https://gitlab.com/materials-modeling/icet", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
d273f3077fbe0bef24104233 | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | shell | documentation | Implement TypeScript logic for a developer_tool. | {"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... | 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 |
aa57cbc9e4cc2633d6f75043 | train | dependency_impact_analysis | gitlab | https://gitlab.com/msts-public/general/typescript-cacheable | msts-public/general/typescript-cacheable | developer_tool | rust | authentication | Perform a deep multi-layer analysis of authentication for a developer_tool 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": "msts-public/general/typescript-cacheable", "source_url": "https://gitlab.com/msts-public/gene... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'msts-public/general/typescript-cacheable' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
98e531545ad01b7e7db0501f | train | developer_onboarding | huggingface | https://huggingface.co/datasets/jan-hq/multiturn_programming_binarized | jan-hq/multiturn_programming_binarized | social_app | rust | docker | Perform a deep developer-experience analysis for a rust project involving docker. | {"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. 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 | |
f7c72606dfb9e33b3fa94be5 | train | evidence_extraction | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | ecommerce | rust | typescript | Extract verifiable evidence about typescript from the given source. | {"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... | === SOURCE ===
beautifulsoup4
https://pypi.org/project/beautifulsoup4/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and... | web-research-coding-5m-1.1.0 | |
60f58444784f50cfb03dd7a7 | train | security_analysis | pypi | https://pypi.org/project/transformers/ | transformers | portfolio | css | software_architecture | Perform a deep multi-layer analysis of software_architecture for a portfolio using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'transformers' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
b4afc241bbcb874ac492b599 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/51936369/what-is-the-record-type | What is the Record type? | community | python | frontend | Refactor a python system related to frontend. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the Record type?", "source_url": "https://stackoverflow.com/questions/51936369/what-i... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
811256e65861bac003c099a3 | train | code_review | npm | https://www.npmjs.com/package/typescript | typescript | analytics | kotlin | react | Perform a production code review of kotlin code related to react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
80f8b536b8aa5e4415203b9a | train | ui_design | stackexchange | https://stackoverflow.com/questions/23569441/is-it-possible-to-apply-css-to-half-of-a-character | Is it possible to apply CSS to half of a character? | dashboard | kotlin | debugging | Design a production-quality UI for a dashboard focused on debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is it possible to apply CSS to half of a character?", "source_url": "https://stackoverflow.co... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
b172764f2551ae8b540226c8 | train | architecture_analysis | github | https://github.com/webpack/webpack | webpack/webpack | dashboard | java | nlp | Perform a deep multi-layer analysis of nlp for a dashboard 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": "webpack/webpack", "source_url": "https://github.com/webpack/webpack", "source_type": "reposit... | === 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 'webpack/webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
3dfcffc1097916a51964384a | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | swift | software_architecture | Refactor a swift 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
9f3033472038bb3038e4c827 | train | data_structure_design | web_docs | https://react.dev/ | React Documentation | finance | kotlin | data_engineering | Design a data structure in kotlin for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
d0ff41422088c46980a72b2f | train | source_selection | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | portfolio | c | web_accessibility | Select the most reliable sources to research web_accessibility. | {"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": "... | === 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 | |
8b3eecf1a5b2157bb280110e | train | debugging_experience | huggingface | https://huggingface.co/datasets/eustlb/documentation-images | eustlb/documentation-images | education | shell | docker | Perform a deep developer-experience analysis for a shell project involving docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eustlb/documentation-images", "source_url": "https://huggingface.co/datasets/eustlb/documenta... | === 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 | |
35961dc584ee9f8393cd6662 | train | accessibility_fix | codeberg | https://codeberg.org/m5blum/acweb | m5blum/acweb | landing_page | ruby | mongodb | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "m5blum/acweb", "source_url": "https://codeberg.org/m5blum/acweb", "source_type": "repository"... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
df722f922e8f98b1ced73df7 | train | source_comparison | huggingface | https://huggingface.co/datasets/hf-audio/multilingual_evals | hf-audio/multilingual_evals | dashboard | css | linux | Compare multiple sources about linux and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hf-audio/multilingual_evals", "source_url": "https://huggingface.co/datasets/hf-audio/multili... | === SOURCES ===
- hf-audio/multilingual_evals (https://huggingface.co/datasets/hf-audio/multilingual_evals)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version ... | web-research-coding-5m-1.1.0 | |
f52b452c96618ab628ce9c9b | train | evidence_extraction | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | developer_tool | css | design_system | Extract verifiable evidence about design_system from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929", "so... | === SOURCE ===
JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929
https://huggingface.co/datasets/JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
... | web-research-coding-5m-1.1.0 | |
aff33bff007d87ca8bb72aee | train | responsive_design | gitlab | https://gitlab.com/panoramax/clients/web-viewer | panoramax/clients/web-viewer | finance | ruby | nlp | 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": "panoramax/clients/web-viewer", "source_url": "https://gitlab.com/panoramax/clients/web-viewer... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
a956143b10e5f74b9f1cc33b | train | upgrade_experience | npm | https://www.npmjs.com/package/hono | hono | productivity | ruby | algorithms | Perform a deep developer-experience analysis for a ruby project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 | |
cb3a155fe0f6a7ff99f6aa4a | train | research_summary | huggingface | https://huggingface.co/datasets/trl-lib/documentation-images | trl-lib/documentation-images | documentation | sql | sql | Summarize the current state of knowledge about sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trl-lib/documentation-images", "source_url": "https://huggingface.co/datasets/trl-lib/documen... | === OVERVIEW ===
sql in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
trl-lib/documentation-imag... | web-research-coding-5m-1.1.0 | |
78f2ee5c66ead25679d6d483 | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/576169/understanding-python-super-with-init-methods | Understanding Python super() with __init__() methods | search_interface | javascript | caching | Perform a deep multi-layer analysis of caching for a search_interface using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding Python super() with __init__() methods", "source_url": "https://stackoverflow.c... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'Understanding Python super() with __init__() methods' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
15de85b92893bca4b68863ba | train | react_generation | web_docs | https://git-scm.com/doc | Git Documentation | productivity | swift | postgresql | Design React components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | 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 |
690e40497af329cbad8e1074 | train | design_to_code | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_javascript | Mo7art/Stack2Graph_KG_javascript | portfolio | sql | machine_learning | Translate a portfolio design into maintainable sql code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_KG_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
f2dd2e8fa20344f0156a9d86 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/24502898/show-or-hide-element-in-react | Show or hide element in React | landing_page | kotlin | nodejs | Perform a deep multi-layer analysis of nodejs for a landing_page using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Show or hide element in React", "source_url": "https://stackoverflow.com/questions/24502898/s... | === 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 'Show or hide element in React' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
cd6dd2ce55bfa7f9d9b32075 | train | security_review | stackexchange | https://stackoverflow.com/questions/13610074/is-there-a-rule-of-thumb-for-how-to-divide-a-dataset-into-training-and-validatio | Is there a rule-of-thumb for how to divide a dataset into training and validation sets? | developer_tool | css | machine_learning | Perform a security review of a developer_tool application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a rule-of-thumb for how to divide a dataset into training and validation sets?", "so... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
ed38aea8a43f4c729562b3a3 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/RGES-PIT/MachineLearning | RGES-PIT/MachineLearning | productivity | swift | machine_learning | Perform a deep developer-experience analysis for a swift project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RGES-PIT/MachineLearning", "source_url": "https://huggingface.co/datasets/RGES-PIT/MachineLea... | === 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 | |
0af1f1a86daee17c6f85f441 | train | risk_analysis | huggingface | https://huggingface.co/datasets/NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt | analytics | ruby | microservices | Perform a deep multi-layer analysis of microservices for a analytics using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt", "source_url": "https://hugging... | === 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 'NickyNicky/Code-290k-labels-programming_languages-NO_Chatgpt' as a source anchor an... | web-research-coding-5m-1.1.0 | |
49167865bdd35310b92b1a57 | train | design_components | pypi | https://pypi.org/project/typer/ | typer | documentation | javascript | api_design | Create a component architecture for a documentation. | {"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": "... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
68e952ab349f8f151be8c532 | train | refactoring_security | gitlab | https://gitlab.com/py3dtiles/py3dtiles | py3dtiles/py3dtiles | dashboard | dart | react | Refactor a dart system related to react. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "py3dtiles/py3dtiles", "source_url": "https://gitlab.com/py3dtiles/py3dtiles", "source_type": ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Strengthen validation, trust boundaries, authorization, and secret handling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Ident... | web-research-coding-5m-1.1.0 | |
d0fcd72eff2e812f7f2d151f | train | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | ecommerce | ruby | database | Refactor a ruby system related to database. Focus on refactoring observability. | {"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 ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
7004fc5905ffb85dffa6a546 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/31163693/how-do-i-conditionally-add-attributes-to-react-components | How do I conditionally add attributes to React components? | education | go | mongodb | Refactor a go system related to mongodb. Focus on refactoring maintainability. | {"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... | === 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 | |
1783a04309dfbc62a57b06a9 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/8318911/why-does-html-think-chucknorris-is-a-color | Why does HTML think “chucknorris” is a color? | saas | ruby | algorithms | Design the information architecture for algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does HTML think “chucknorris” is a color?", "source_url": "https://stackoverflow.com/ques... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
9db78c8ef840c02469099e9f | train | seo_fix | stackexchange | https://stackoverflow.com/questions/41285211/overriding-interface-property-type-defined-in-typescript-d-ts-file | Overriding interface property type defined in Typescript d.ts file | education | dart | graphql | Create an SEO improvement plan for a education about graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Overriding interface property type defined in Typescript d.ts file", "source_url": "https://s... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
85383c860e9f3c62cdef7c02 | train | tradeoff_analysis | github | https://github.com/eriklindernoren/ML-From-Scratch | eriklindernoren/ML-From-Scratch | saas | swift | postgresql | Perform a deep multi-layer analysis of postgresql for a saas using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eriklindernoren/ML-From-Scratch", "source_url": "https://github.com/eriklindernoren/ML-From-S... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'eriklindernoren/ML-From-Scratch' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
430e756239a3c60665449e01 | train | cli_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | documentation | python | observability | Perform a deep developer-experience analysis for a python project involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
6ca0e86a77b88c903049dcce | train | design_components | github | https://github.com/denoland/deno | denoland/deno | portfolio | dart | graphql | Create a component architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "denoland/deno", "source_url": "https://github.com/denoland/deno", "source_type": "repository"... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
56617dac487f5b80793a536f | train | evidence_chain_analysis | github | https://github.com/facebook/docusaurus | facebook/docusaurus | finance | c | authorization | Perform a deep multi-layer analysis of authorization for a finance using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/docusaurus", "source_url": "https://github.com/facebook/docusaurus", "source_type": ... | === 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 'facebook/docusaurus' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
f0013c67816a5b9392e34fe6 | train | repository_documentation | huggingface | https://huggingface.co/datasets/xDiT/documentation-images | xDiT/documentation-images | search_interface | ruby | security | Perform a deep multi-layer analysis of security for a search_interface using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "xDiT/documentation-images", "source_url": "https://huggingface.co/datasets/xDiT/documentation... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'xDiT/documentation-images' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
cedd90357f3614070ef9503a | train | repository_documentation | gitlab | https://gitlab.com/snowball-dev-group/snowball-bot | snowball-dev-group/snowball-bot | documentation | dart | developer_experience | Perform a deep multi-layer analysis of developer_experience for a documentation 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": "snowball-dev-group/snowball-bot", "source_url": "https://gitlab.com/snowball-dev-group/snowba... | === 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 'snowball-dev-group/snowball-bot' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
ebb0ca2dd2cc3c518863ec67 | train | developer_experience | github | https://github.com/fighting41love/funNLP | fighting41love/funNLP | productivity | python | computer_vision | Perform a deep developer-experience analysis for a python project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fighting41love/funNLP", "source_url": "https://github.com/fighting41love/funNLP", "source_typ... | === 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 |
01a8e74db8a3bf972f7e9c11 | train | upgrade_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | documentation | javascript | data_engineering | Perform a deep developer-experience analysis for a javascript project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
bd02c9e3757ceae7bf31e2db | train | code_review | stackexchange | https://stackoverflow.com/questions/17071871/how-do-i-select-rows-from-a-dataframe-based-on-column-values | How do I select rows from a DataFrame based on column values? | ecommerce | java | developer_experience | Perform a production code review of java code related to developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I select rows from a DataFrame based on column values?", "source_url": "https://stacko... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
0f52d225f72765d1c0f4cd47 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/237104/how-do-i-check-if-an-array-includes-a-value-in-javascript | How do I check if an array includes a value in JavaScript? | blog | scala | ci_cd | Perform a deep developer-experience analysis for a scala project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if an array includes a value in JavaScript?", "source_url": "https://stackover... | === 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 | |
26a262f91f463abd8e3d8cb9 | train | ui_design | huggingface | https://huggingface.co/datasets/SciCodePile/SciCode-Programming-Problems | SciCodePile/SciCode-Programming-Problems | developer_tool | sql | web_performance | Design a production-quality UI for a developer_tool focused on web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SciCodePile/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/Sci... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
d6b1cc3f4d8d2d3b459c918d | train | repository_architecture | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | education | go | security | Perform a deep multi-layer analysis of security 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": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'semeru/code-text-javascript' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
8cb1f1852a2f3231ca080843 | train | responsive_design | npm | https://www.npmjs.com/package/rollup | rollup | search_interface | scala | distributed_systems | Create a responsive design strategy for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
e6cab6b391b6cd0710d63c68 | train | research_summary | gitlab | https://gitlab.com/2pai/cicd-typescript | 2pai/cicd-typescript | ecommerce | ruby | api_design | Summarize the current state of knowledge about api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "2pai/cicd-typescript", "source_url": "https://gitlab.com/2pai/cicd-typescript", "source_type"... | === OVERVIEW ===
api_design in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
2pai/cicd-typescrip... | web-research-coding-5m-1.1.0 | |
8036fb38920f5b0a6843f59c | train | ui_design | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | landing_page | shell | user_experience | Design a production-quality UI for a landing_page focused on user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
fe96e62df409b4b2ba1baaf4 | train | design_components | pypi | https://pypi.org/project/flask/ | flask | finance | go | frontend | Create a component architecture for a finance. | {"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": "... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
49f82c3d09581051115fd150 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-machine-learning-research-13 | GudduButt/schemaforge-machine-learning-research-13 | search_interface | python | documentation | Perform multi-hop research about documentation: 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": "GudduButt/schemaforge-machine-learning-research-13", "source_url": "https://huggingface.co/da... | === HOP 1 ===
Start at: GudduButt/schemaforge-machine-learning-research-13
https://huggingface.co/datasets/GudduButt/schemaforge-machine-learning-research-13
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check commu... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b5cf6cf8269e435622139c5a | train | component_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | social_app | shell | documentation | Design reusable UI components for a social_app. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
1dd384b489f0dc5a85cd4302 | train | deep_technical_analysis | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | social_app | ruby | sql | Perform a deep multi-layer analysis of sql for a social_app using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bysismo/Turkish-Python-instruction", "source_url": "https://huggingface.co/datasets/bysismo/T... | === 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 'bysismo/Turkish-Python-instruction' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
124630ad59ab4b21b2891ad5 | train | search_intent_classification | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | analytics | css | sql | Classify the search intent for a query about sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scripta/escriptorium", "source_url": "https://gitlab.com/scripta/escriptorium", "source_type"... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"sql vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=== ... | web-research-coding-5m-1.1.0 | |
0f869c1db2eadd746b0d11ea | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | php | cloud | Perform a deep multi-layer analysis of cloud 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
75a49de5176b5d50c7f1b303 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/1143796/remove-a-file-from-a-git-repository-without-deleting-it-from-the-local-filesyste | Remove a file from a Git repository without deleting it from the local filesystem | social_app | dart | design_system | Refactor a dart system related to design_system. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Remove a file from a Git repository without deleting it from the local filesystem", "source_u... | === 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 | |
e2455f0c45b49a5196898525 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | css | kubernetes | Perform a deep multi-layer analysis of kubernetes for a education using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
fa856fd4ef58f2235b2f211e | train | technical_research | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | landing_page | html | testing | Perform a technical research task about testing, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === SCOPE ===
Technical behavior of testing.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- sqlalchemy (https://pypi.org/project/sqlalchemy/)
- Official doc... | web-research-coding-5m-1.1.0 | |
767d8e712ab9f1914084c007 | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | ruby | data_engineering | Perform a deep multi-layer analysis of data_engineering for a productivity using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
443ad0294f925145f111637e | train | research_summary | pypi | https://pypi.org/project/pydantic/ | pydantic | admin_panel | go | nodejs | Summarize the current state of knowledge about nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === OVERVIEW ===
nodejs in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
pydantic (https://pypi.... | web-research-coding-5m-1.1.0 | |
a4dd3b147471ec0842bc7adf | train | performance_analysis | gitlab | https://gitlab.com/pencillabs/ej/ej-application | pencillabs/ej/ej-application | marketplace | shell | sql | Perform a deep multi-layer analysis of sql for a marketplace using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pencillabs/ej/ej-application", "source_url": "https://gitlab.com/pencillabs/ej/ej-application... | === 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 'pencillabs/ej/ej-application' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
5fab8568dc1d925075051e94 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | saas | python | data_engineering | Perform a professional design review of a saas. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b12b68e1494e74a9dd6724a7 | train | multi_hop_research | gitlab | https://gitlab.com/nucleoid/nucleoid | nucleoid/nucleoid | portfolio | ruby | security | Perform multi-hop research about security: 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": "nucleoid/nucleoid", "source_url": "https://gitlab.com/nucleoid/nucleoid", "source_type": "rep... | === HOP 1 ===
Start at: nucleoid/nucleoid
https://gitlab.com/nucleoid/nucleoid
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.
... | web-research-coding-5m-1.1.0 | |
fca81a1657053270052659f2 | train | interaction_design | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-8192 | AkshithAI/starcoderdata-javascript-ctx-8192 | saas | swift | machine_learning | Design interaction states for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-8192", "source_url": "https://huggingface.co/datasets/... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
88f5c30300843a4b4ca59755 | train | security_review | codeberg | https://codeberg.org/lexxy23/_cargo-index | lexxy23/_cargo-index | saas | php | docker | Perform a security review of a saas application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lexxy23/_cargo-index", "source_url": "https://codeberg.org/lexxy23/_cargo-index", "source_typ... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
b54488403b24a7bd3d6e8070 | train | performance_fix | npm | https://www.npmjs.com/package/axios | axios | community | shell | testing | 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "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 | |
3871194ddd2480464bdd0851 | train | architecture_analysis | web_docs | https://react.dev/ | React Documentation | portfolio | shell | debugging | Perform a deep multi-layer analysis of debugging for a portfolio using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
cb41d3715e3923a23c81c59f | train | repository_comparison | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | social_app | sql | frontend | Perform a deep multi-layer analysis of frontend for a social_app using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | === 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 'takuM23/multilingual_audio_alignments' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
b322e1ebacd7f5c89c128f8b | train | architecture_analysis | npm | https://www.npmjs.com/package/express | express | social_app | ruby | design_system | Perform a deep multi-layer analysis of design_system for a social_app using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'express' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
832fb6f9bf04dbd411d79f85 | train | repository_architecture | npm | https://www.npmjs.com/package/prettier | prettier | community | ruby | linux | Perform a deep multi-layer analysis of linux for a community using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
9ed0731151f5c26c6074dc5a | train | multi_hop_research | huggingface | https://huggingface.co/datasets/code-philia/mtpnet_image_models | code-philia/mtpnet_image_models | ecommerce | sql | react | Perform multi-hop research about react: 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": "code-philia/mtpnet_image_models", "source_url": "https://huggingface.co/datasets/code-philia/... | === HOP 1 ===
Start at: code-philia/mtpnet_image_models
https://huggingface.co/datasets/code-philia/mtpnet_image_models
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... | web-research-coding-5m-1.1.0 | |
512d234a95d12f764c1a615a | train | typescript_generation | codeberg | https://codeberg.org/fepfitra/-Dicoding--WebClock | fepfitra/-Dicoding--WebClock | admin_panel | sql | design_system | Implement TypeScript logic for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fepfitra/-Dicoding--WebClock", "source_url": "https://codeberg.org/fepfitra/-Dicoding--WebClo... | 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 |
71bd24d9b177ac60f932cb43 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/49433936/how-do-i-initialize-weights-in-pytorch | How do I initialize weights in PyTorch? | blog | javascript | caching | Refactor a javascript system related to caching. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I initialize weights in PyTorch?", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
e5780fb31efe739acee87d3e | train | debugging_experience | github | https://github.com/parcel-bundler/parcel | parcel-bundler/parcel | productivity | python | typescript | Perform a deep developer-experience analysis for a python project involving typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "parcel-bundler/parcel", "source_url": "https://github.com/parcel-bundler/parcel", "source_typ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5ea6fa5020e7c31f4b637465 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | marketplace | scala | rest_api | Perform a deep multi-layer analysis of rest_api for a marketplace using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
83b098f0777b3744c6693d61 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/750486/how-to-ensure-closures-created-in-a-loop-capture-the-value-of-the-loop-variable | How to ensure closures created in a loop capture the value of the loop variable from their particular iteration? | admin_panel | ruby | documentation | Perform a deep developer-experience analysis for a ruby project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to ensure closures created in a loop capture the value of the loop variable from their pa... | === 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 | |
5cee2a683ee0d6487f7afbb7 | train | repository_issue_reasoning | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | developer_tool | python | html | Perform a deep multi-layer analysis of html for a developer_tool 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": "UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody", "source_url": "https://codeberg.... | === 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 'UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody' as a source anchor and identify relevant ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
471132b12095d2d3211c3b45 | train | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | community | java | data_structures | Refactor a java system related to data_structures. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | === 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 | |
5e5ac8e6546855f69640baa9 | train | product_analysis | stackexchange | https://stackoverflow.com/questions/12710905/how-do-i-dynamically-assign-properties-to-an-object-in-typescript | How do I dynamically assign properties to an object in TypeScript? | productivity | cpp | react | Perform a deep multi-layer analysis of react for a productivity 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": "How do I dynamically assign properties to an object in TypeScript?", "source_url": "https://s... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'How do I dynamically assign properties to an object in TypeScript?' as a source anchor and identify... | web-research-coding-5m-1.1.0 | |
5ca56496b97764285f4fc60d | train | api_design | web_docs | https://docs.docker.com/ | Docker Documentation | marketplace | shell | html | Design a production API for a html application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
36e034b96cae36bef6d2b510 | train | error_message_design | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | admin_panel | cpp | backend | Perform a deep developer-experience analysis for a cpp project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 | |
e29b976be5dcb9d2802cefc1 | train | developer_experience | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | analytics | php | nextjs | Perform a deep developer-experience analysis for a php project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 | |
beb32231f0745ca8d300c284 | train | design_accessibility | stackexchange | https://stackoverflow.com/questions/24502898/show-or-hide-element-in-react | Show or hide element in React | education | php | css | Audit accessibility for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Show or hide element in React", "source_url": "https://stackoverflow.com/questions/24502898/s... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
82798ef137742aa4866f64a3 | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/facebook/multilingual_librispeech | facebook/multilingual_librispeech | blog | swift | kubernetes | Refactor a swift system related to kubernetes. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/multilingual_librispeech", "source_url": "https://huggingface.co/datasets/facebook/m... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
68fedef54a03ca5bf398ed7b | train | documentation_page | pypi | https://pypi.org/project/gradio/ | gradio | landing_page | cpp | frontend | Design a developer documentation page for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
4c0f0b4b8369c745242aa102 | train | architecture_analysis | pypi | https://pypi.org/project/uvicorn/ | uvicorn | developer_tool | c | data_engineering | Perform a deep multi-layer analysis of data_engineering for a developer_tool using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'uvicorn' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
22ab9693a25335e1a4ffa8ca | train | design_tokens | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | documentation | typescript | linux | Create design tokens for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/codeparrot-clean", "source_url": "https://huggingface.co/datasets/codeparrot/codep... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
efd3da98c9a770a0e20e6961 | train | security_review | stackexchange | https://stackoverflow.com/questions/27697766/understanding-min-df-and-max-df-in-scikit-countvectorizer | Understanding min_df and max_df in scikit CountVectorizer | admin_panel | swift | nodejs | Perform a security review of a admin_panel application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding min_df and max_df in scikit CountVectorizer", "source_url": "https://stackoverf... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
cbad5963f8f454e4aa60d8d3 | train | refactoring | huggingface | https://huggingface.co/datasets/prrao87/documentation-images | prrao87/documentation-images | finance | java | postgresql | Create a production coding task in java for postgresql. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b546e2ee3924d465c01b7007 | train | build_experience | pypi | https://pypi.org/project/numpy/ | numpy | search_interface | ruby | software_architecture | Perform a deep developer-experience analysis for a ruby project involving software_architecture. | {"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 |
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