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85c95c2f214c0701e5c17106 | train | refactoring_architecture | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | social_app | c | data_engineering | Refactor a c system related to data_engineering. Focus on refactoring architecture. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
a66432a585aa0defd4503f88 | train | design_review | github | https://github.com/donnemartin/system-design-primer | donnemartin/system-design-primer | documentation | dart | backend | Perform a professional design review of a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "donnemartin/system-design-primer", "source_url": "https://github.com/donnemartin/system-desig... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
dcf07f6dc3ff119c38fe1290 | train | source_comparison | pypi | https://pypi.org/project/scrapy/ | scrapy | admin_panel | swift | authentication | Compare multiple sources about authentication and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === SOURCES ===
- scrapy (https://pypi.org/project/scrapy/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== G... | web-research-coding-5m-1.1.0 | |
2508c5fe12bf27973bf4f171 | train | multi_layer_analysis | pypi | https://pypi.org/project/pydantic/ | pydantic | landing_page | java | typescript | Perform a deep multi-layer analysis of typescript for a landing_page 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
38943a3ba82894af6c6545b8 | train | unit_testing | npm | https://www.npmjs.com/package/prettier | prettier | dashboard | java | distributed_systems | Create a unit-testing strategy for java code involving distributed_systems. | {"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", ... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
6e9649e1a793a87c9a6b71bc | train | accessibility_fix | huggingface | https://huggingface.co/datasets/liuhangbiao/JavaScript-Code-Large | liuhangbiao/JavaScript-Code-Large | admin_panel | ruby | redis | Create an accessibility remediation plan for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liuhangbiao/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/liuhangbia... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
62a5de534131c63eaac0915c | train | architecture_analysis | web_docs | https://react.dev/ | React Documentation | blog | c | linux | Perform a deep multi-layer analysis of linux for a blog 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": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 'React Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
dbff4c2027f6d362542654d6 | train | api_developer_experience | stackexchange | https://stackoverflow.com/questions/762011/what-is-the-difference-between-let-and-var | What is the difference between "let" and "var"? | portfolio | sql | frontend | Perform a deep developer-experience analysis for a sql project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between "let" and "var"?", "source_url": "https://... | === 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 | |
dd8b31964e147dada6670248 | train | typescript_generation | npm | https://www.npmjs.com/package/fastify | fastify | developer_tool | sql | mongodb | 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | 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 |
13a239402f3e16719ace4beb | train | design_system | gitlab | https://gitlab.com/soapbox-pub/nostrify | soapbox-pub/nostrify | community | java | software_architecture | Create a scalable design system for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "soapbox-pub/nostrify", "source_url": "https://gitlab.com/soapbox-pub/nostrify", "source_type"... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
ac9257c9cecafed9f47ba037 | train | deep_technical_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | documentation | c | authorization | Perform a deep multi-layer analysis of authorization for a documentation 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
a9705e20a1ccf3e6343d6eeb | train | data_structure_design | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | blog | dart | fullstack | Design a data structure in dart for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
70e3c5b6e70a07b368c7a223 | train | multi_hop_research | codeberg | https://codeberg.org/thebitboarder/3d-renderer | thebitboarder/3d-renderer | search_interface | rust | distributed_systems | Perform multi-hop research about distributed_systems: 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": "thebitboarder/3d-renderer", "source_url": "https://codeberg.org/thebitboarder/3d-renderer", "... | === HOP 1 ===
Start at: thebitboarder/3d-renderer
https://codeberg.org/thebitboarder/3d-renderer
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... | web-research-coding-5m-1.1.0 | |
f4e1c05f7e0717b944c56fc7 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | rust | web_accessibility | Create an SEO improvement plan for a documentation about web_accessibility. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
d7bff0e9eafa2318fbba3209 | train | evidence_chain_analysis | pypi | https://pypi.org/project/transformers/ | transformers | dashboard | html | api_design | Perform a deep multi-layer analysis of api_design for a dashboard using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'transformers' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
2d5499cc20b77684d99e357a | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | admin_panel | sql | react | Design React components for a admin_panel. | {"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": "... | 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 |
02ca0079dafbe3edd1093699 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/12702548/constructor-overload-in-typescript | Constructor overload in TypeScript | analytics | typescript | web_accessibility | Refactor a typescript system related to web_accessibility. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Constructor overload in TypeScript", "source_url": "https://stackoverflow.com/questions/12702... | === 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 | |
b64ae7b60586ee929dfc3d80 | train | landing_page | github | https://github.com/donnemartin/system-design-primer | donnemartin/system-design-primer | marketplace | rust | software_architecture | Design a landing page for a software_architecture product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "donnemartin/system-design-primer", "source_url": "https://github.com/donnemartin/system-desig... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
a9dfcfb9219b16efe863fdf9 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/3790935/can-i-hide-the-html5-number-input-s-spin-box | Can I hide the HTML5 number input’s spin box? | saas | c | design_system | Create a unit-testing strategy for c code involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can I hide the HTML5 number input’s spin box?", "source_url": "https://stackoverflow.com/ques... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
1b7f6a36ee802f821145e144 | train | ux_analysis | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | education | go | deep_learning | Perform a deep multi-layer analysis of deep_learning 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": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'srabon444/google-calendar-clone-typescript' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
b3898aebfdf76e2556c8c84d | train | dashboard | npm | https://www.npmjs.com/package/next | next | landing_page | typescript | nlp | Design a production dashboard for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
91f6a665835f54885b5742b1 | train | evidence_extraction | stackexchange | https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep | What is the JavaScript version of sleep()? | social_app | ruby | algorithms | Extract verifiable evidence about algorithms from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the JavaScript version of sleep()?", "source_url": "https://stackoverflow.com/questio... | === SOURCE ===
What is the JavaScript version of sleep()?
https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALIT... | web-research-coding-5m-1.1.0 | |
8278f53fc2e36d95a7ecb67f | train | tradeoff_analysis | pypi | https://pypi.org/project/numpy/ | numpy | developer_tool | javascript | ci_cd | Perform a deep multi-layer analysis of ci_cd for a developer_tool using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
5dcfa828ab7e184ed418fa1f | train | debugging_experience | web_docs | https://react.dev/ | React Documentation | developer_tool | c | javascript | Perform a deep developer-experience analysis for a c project involving javascript. | {"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. 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 | |
5312a575d0962e0af5627620 | train | error_message_design | npm | https://www.npmjs.com/package/jest | jest | developer_tool | c | docker | Perform a deep developer-experience analysis for a c project involving docker. | {"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. 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 | |
845f0f330ed47bbeebee159c | train | performance_analysis | gitlab | https://gitlab.com/pikatrack/pikatrack | pikatrack/pikatrack | finance | swift | mongodb | Perform a deep multi-layer analysis of mongodb for a finance 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": "pikatrack/pikatrack", "source_url": "https://gitlab.com/pikatrack/pikatrack", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'pikatrack/pikatrack' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
ec2c7ee5af0d8a0e671722b0 | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | javascript | kubernetes | Perform a deep multi-layer analysis of kubernetes for a dashboard 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
7e991a7d8c57c4962379db27 | train | accessibility_analysis | web_docs | https://git-scm.com/doc | Git Documentation | finance | scala | nlp | Perform a deep multi-layer analysis of nlp for a finance 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
9e35b80e1bef28a274e71c8b | train | local_development_experience | huggingface | https://huggingface.co/datasets/gangiswag/javascript_ablation | gangiswag/javascript_ablation | documentation | swift | developer_experience | Perform a deep developer-experience analysis for a swift project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gangiswag/javascript_ablation", "source_url": "https://huggingface.co/datasets/gangiswag/java... | === 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 | |
26bfea65e0f87007ec0b6cf7 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | ruby | serverless | Perform a deep developer-experience analysis for a ruby project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. 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 | |
c4d1cbed2aba5193d31592b4 | train | security_analysis | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | blog | shell | mongodb | Perform a deep multi-layer analysis of mongodb for a blog 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'beautifulsoup4' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
c5a6d06b6be768c7694d93d7 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/53120972/how-to-call-loading-function-with-react-useeffect-only-once | How to call loading function with React useEffect only once | productivity | typescript | data_structures | Perform a deep developer-experience analysis for a typescript project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to call loading function with React useEffect only once", "source_url": "https://stackove... | === 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 | |
848fc6c9c27fe30c564efec8 | train | refactoring_modularization | npm | https://www.npmjs.com/package/typescript | typescript | portfolio | kotlin | fullstack | Refactor a kotlin system related to fullstack. Focus on refactoring modularization. | {"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... | === 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 | |
565c958fed9895e7bed3e2ac | train | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | cpp | api_design | Perform a technical research task about api_design, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of api_design.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Performance (https://developer.mozilla.org/en-US/docs/Web/Per... | web-research-coding-5m-1.1.0 | |
ef83d28d323928e4844af69a | train | refactoring | gitlab | https://gitlab.com/unimatrix/larod | unimatrix/larod | social_app | ruby | algorithms | Create a production coding task in ruby for algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unimatrix/larod", "source_url": "https://gitlab.com/unimatrix/larod", "source_type": "reposit... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
9cd9994d0f79f2c86abb42f3 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus | finance | swift | user_experience | Perform a deep developer-experience analysis for a swift project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus", "source_url": "https://huggingface.c... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
9283cb4222d1d69d79fdb1d2 | train | testing_experience | stackexchange | https://stackoverflow.com/questions/684672/how-do-i-loop-through-or-enumerate-a-javascript-object | How do I loop through or enumerate a JavaScript object? | analytics | go | user_experience | Perform a deep developer-experience analysis for a go project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I loop through or enumerate a JavaScript object?", "source_url": "https://stackoverflo... | === 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 | |
c22f5d3d4b5a5c1013c56559 | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | marketplace | javascript | css | Design interaction states for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
58e63f961a91ac846545a28f | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/43034960/many-to-one-and-many-to-many-lstm-examples-in-keras | Many to one and many to many LSTM examples in Keras | social_app | cpp | devops | Perform a deep developer-experience analysis for a cpp project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Many to one and many to many LSTM examples in Keras", "source_url": "https://stackoverflow.co... | === 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 | |
b371c962a49892901dd5e3d2 | train | research_summary | huggingface | https://huggingface.co/datasets/multilingual-tts/open-bible | multilingual-tts/open-bible | blog | html | typescript | Summarize the current state of knowledge about typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multilingual-tts/open-bible", "source_url": "https://huggingface.co/datasets/multilingual-tts... | === OVERVIEW ===
typescript 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 ===
multilingual-tts/op... | web-research-coding-5m-1.1.0 | |
5556a84b5131ea3d1252e877 | train | landing_page | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | saas | ruby | deep_learning | Design a landing page for a deep_learning product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
f3fadcd209e3a4cfdd9b6973 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/sauravjoshi23/aws-documentation-chunked | sauravjoshi23/aws-documentation-chunked | productivity | python | deep_learning | Refactor a python system related to deep_learning. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sauravjoshi23/aws-documentation-chunked", "source_url": "https://huggingface.co/datasets/saur... | === 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.... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0515fd2a2d835019ad7a9b90 | train | documentation_page | npm | https://www.npmjs.com/package/playwright | playwright | landing_page | java | computer_vision | Design a developer documentation page for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
c6e3ab15d3a0ff4257ddbcd6 | train | repository_documentation | huggingface | https://huggingface.co/datasets/Athe72/machine-learning | Athe72/machine-learning | developer_tool | typescript | authentication | Perform a deep multi-layer analysis of authentication for a developer_tool using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Athe72/machine-learning", "source_url": "https://huggingface.co/datasets/Athe72/machine-learn... | === 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 'Athe72/machine-learning' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
1088c529c467d810a773030b | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | typescript | sql | Perform a deep multi-layer analysis of sql for a education using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical co... | web-research-coding-5m-1.1.0 | |
6a7e4257d3c3fda99140cdc8 | train | code_review | npm | https://www.npmjs.com/package/fastify | fastify | productivity | java | web_accessibility | Perform a production code review of java code related to web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
0a324c485d42e72f7fde7b3f | train | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | portfolio | sql | microservices | Improve visual hierarchy in a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
cefd2aaa63f5e427640180af | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/OpenCoder-LLM/opc-fineweb-code-corpus | OpenCoder-LLM/opc-fineweb-code-corpus | education | javascript | observability | Perform a deep multi-layer analysis of observability for a education 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": "OpenCoder-LLM/opc-fineweb-code-corpus", "source_url": "https://huggingface.co/datasets/OpenCo... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'OpenCoder-LLM/opc-fineweb-code-corpus' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
463fa0210e068ec3d9820459 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-8192 | AkshithAI/starcoderdata-javascript-ctx-8192 | analytics | html | nodejs | Find and summarize the relevant documentation for nodejs. | {"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/... | === RELEVANT DOCS ===
- AkshithAI/starcoderdata-javascript-ctx-8192
https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-8192
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each sec... | web-research-coding-5m-1.1.0 | |
3e3d58a51b4fd5eacf934a72 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/AAdonis/multilingual_audio_alignments | AAdonis/multilingual_audio_alignments | marketplace | html | developer_experience | Perform a deep multi-layer analysis of developer_experience for a marketplace using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AAdonis/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/AAdoni... | === 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 'AAdonis/multilingual_audio_alignments' as a source anchor and identif... | web-research-coding-5m-1.1.0 | |
8162814128bbdee6f284a6f0 | train | component_design | pypi | https://pypi.org/project/pytest/ | pytest | ecommerce | python | documentation | Design reusable UI components for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
486c24e853b75700c015548f | train | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | scala | typescript | Refactor a scala system related to typescript. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
bf26f7973b0e8d8d3ef9fc87 | train | testing_experience | codeberg | https://codeberg.org/lirang/888 | lirang/888 | developer_tool | swift | react | Perform a deep developer-experience analysis for a swift project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lirang/888", "source_url": "https://codeberg.org/lirang/888", "source_type": "repository", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
22b6d85ba01191e33962b26b | train | design_components | npm | https://www.npmjs.com/package/vitest | vitest | documentation | html | design_system | 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
575188309f38c00f28755249 | train | search_query_rewrite | web_docs | https://docs.python.org/3/ | Python Documentation | community | php | css | Rewrite and improve a vague search query about css into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === ORIGINAL (VAGUE) ===
how to do css
=== REWRITTEN QUERIES ===
1. css official documentation guide
2. css production best practices 2025
3. css common pitfalls and solutions
4. css architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework, environm... | web-research-coding-5m-1.1.0 | |
b31fb9ba4326b1d91d4ed5f2 | train | multi_hop_research | pypi | https://pypi.org/project/django/ | django | finance | javascript | user_experience | Perform multi-hop research about user_experience: 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === HOP 1 ===
Start at: django
https://pypi.org/project/django/
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.
=== SYNTHESIS ... | web-research-coding-5m-1.1.0 | |
a818eaa9e077a0e0d8c9865f | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset | saas | scala | mongodb | Refactor a scala system related to mongodb. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Adversarial_Machine_Learning_TextFooler_Dataset", "source_url": "https://hugging... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
cffa04a6bce4f34f93434021 | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | kotlin | authorization | Write an effective web search query to research the topic: authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === QUERY ===
authorization best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- authorization
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
d9f2698ca0260eec6d6bec12 | train | design_accessibility | codeberg | https://codeberg.org/airbauer/_cargo-index | airbauer/_cargo-index | marketplace | cpp | nlp | Audit accessibility for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "airbauer/_cargo-index", "source_url": "https://codeberg.org/airbauer/_cargo-index", "source_t... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
6eb94403c85e503404469b81 | train | repository_architecture | codeberg | https://codeberg.org/arsann/100-plus-Python-programming-exercises-extended | arsann/100-plus-Python-programming-exercises-extended | search_interface | php | open_source | Perform a deep multi-layer analysis of open_source for a search_interface 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": "arsann/100-plus-Python-programming-exercises-extended", "source_url": "https://codeberg.org/a... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'arsann/100-plus-Python-programming-exercises-extended' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
e92a05dd29d157098abbb5e2 | train | dependency_management_experience | gitlab | https://gitlab.com/srabon444/google-calendar-clone-typescript | srabon444/google-calendar-clone-typescript | social_app | typescript | computer_vision | Perform a deep developer-experience analysis for a typescript project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "srabon444/google-calendar-clone-typescript", "source_url": "https://gitlab.com/srabon444/goog... | === 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 | |
3e6a3fc784204ec6b2f4a9cb | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/BigScienceBiasEval/crows_pairs_multilingual | BigScienceBiasEval/crows_pairs_multilingual | admin_panel | c | nextjs | Perform a deep developer-experience analysis for a c project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BigScienceBiasEval/crows_pairs_multilingual", "source_url": "https://huggingface.co/datasets/... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
dd121e2f31e58a832cde6e81 | train | integration_testing | huggingface | https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5 | learning-machine-inc/mmlu-pro-cot-opus5 | landing_page | html | react | Design integration tests for a html system involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/mmlu-pro-cot-opus5", "source_url": "https://huggingface.co/datasets/lear... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
a523c4261f74aede9ac2994f | train | integration_testing | pypi | https://pypi.org/project/gradio/ | gradio | education | shell | css | Design integration tests for a shell system involving css. | {"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":... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
4fd2980e27cda26c6e13c18b | train | scalability_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | landing_page | ruby | software_architecture | Perform a deep multi-layer analysis of software_architecture for a landing_page 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
49c05d34460a7557043cc8bb | train | fact_verification | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | analytics | kotlin | graphql | Verify a technical claim about graphql. | {"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": "... | === CLAIM ===
A common claim about graphql.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depen... | web-research-coding-5m-1.1.0 | |
e06c07a251a6ba53551cfeb6 | train | local_development_experience | gitlab | https://gitlab.com/dejawu/ectype | dejawu/ectype | social_app | kotlin | testing | Perform a deep developer-experience analysis for a kotlin project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dejawu/ectype", "source_url": "https://gitlab.com/dejawu/ectype", "source_type": "repository"... | === 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 | |
5e34e26863127f5bcc73aebc | train | refactoring_modularization | gitlab | https://gitlab.com/bvobart/python-ml-analysis | bvobart/python-ml-analysis | portfolio | shell | nodejs | Refactor a shell system related to nodejs. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bvobart/python-ml-analysis", "source_url": "https://gitlab.com/bvobart/python-ml-analysis", "... | === 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 | |
2b41ee41bf937a3f0a28607c | train | search_query_rewrite | stackexchange | https://stackoverflow.com/questions/57237352/what-does-unsqueeze-do-in-pytorch | What does "unsqueeze" do in Pytorch? | developer_tool | python | design_system | Rewrite and improve a vague search query about design_system into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "unsqueeze" do in Pytorch?", "source_url": "https://stackoverflow.com/que... | === ORIGINAL (VAGUE) ===
how to do design_system
=== REWRITTEN QUERIES ===
1. design_system official documentation guide
2. design_system production best practices 2025
3. design_system common pitfalls and solutions
4. design_system architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8c322a09fbd9c2224f7cb862 | train | dependency_impact_analysis | pypi | https://pypi.org/project/pandas/ | pandas | marketplace | go | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a marketplace using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
8b279cc8c6651363490d756b | train | design_system | pypi | https://pypi.org/project/torch/ | torch | documentation | javascript | api_design | Create a scalable design system for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
a552ef7913d0061e027a84ba | train | refactoring_api | codeberg | https://codeberg.org/dMartian/_cargo-index | dMartian/_cargo-index | admin_panel | dart | machine_learning | Refactor a dart system related to machine_learning. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dMartian/_cargo-index", "source_url": "https://codeberg.org/dMartian/_cargo-index", "source_t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
79953e726ae40f5f2e6012cd | train | source_comparison | huggingface | https://huggingface.co/datasets/AmazonScience/MultilingualMultiModalClassification | AmazonScience/MultilingualMultiModalClassification | documentation | swift | algorithms | Compare multiple sources about algorithms 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": "AmazonScience/MultilingualMultiModalClassification", "source_url": "https://huggingface.co/da... | === SOURCES ===
- AmazonScience/MultilingualMultiModalClassification (https://huggingface.co/datasets/AmazonScience/MultilingualMultiModalClassification)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify confl... | web-research-coding-5m-1.1.0 | |
3cea067dcf9d0415141ab198 | train | accessibility_fix | pypi | https://pypi.org/project/django/ | django | finance | python | api_design | Create an accessibility remediation plan for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c2a64a6f6cd034e4fe7ff674 | train | refactoring_api | codeberg | https://codeberg.org/jiacai2050/1History | jiacai2050/1History | saas | php | open_source | Refactor a php system related to open_source. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jiacai2050/1History", "source_url": "https://codeberg.org/jiacai2050/1History", "source_type"... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
264a54682d816a95b35865fe | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | java | docker | Perform a deep multi-layer analysis of docker for a documentation 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
b01d81d0eb2c555096239d01 | train | research_plan | huggingface | https://huggingface.co/datasets/angie-chen55/python-github-code | angie-chen55/python-github-code | social_app | sql | mongodb | Build a structured research plan to deeply understand mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "angie-chen55/python-github-code", "source_url": "https://huggingface.co/datasets/angie-chen55... | === GOAL ===
Produce a reliable, current, and actionable understanding of mongodb.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
84da9affc1a1c08151b17392 | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | saas | typescript | graphql | Perform a deep developer-experience analysis for a typescript project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 | |
046d3ef69fde6f76b80c2cd9 | train | data_structure_design | gitlab | https://gitlab.com/fdroid/fdroid-website | fdroid/fdroid-website | saas | kotlin | postgresql | Design a data structure in kotlin for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/fdroid-website", "source_url": "https://gitlab.com/fdroid/fdroid-website", "source_typ... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
42f03a5f01b3b9fac53aadba | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | finance | c | devops | Perform a professional design review of a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
f5f8d69cd96c0b4b2bd561e5 | train | documentation_lookup | npm | https://www.npmjs.com/package/eslint | eslint | documentation | kotlin | backend | Find and summarize the relevant documentation for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === RELEVANT DOCS ===
- eslint
https://www.npmjs.com/package/eslint
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
d7fc160e436ea6e8de4eeed1 | train | interaction_design | npm | https://www.npmjs.com/package/zod | zod | documentation | sql | react | Design interaction states for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
3288ef44bf55041db7234143 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | java | sql | Perform a deep multi-layer analysis of sql for a landing_page 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical c... | web-research-coding-5m-1.1.0 | |
aef88b93c4703186dd931354 | train | refactoring_modularization | codeberg | https://codeberg.org/Scratch-Lee/_cargo-index | Scratch-Lee/_cargo-index | landing_page | kotlin | deep_learning | Refactor a kotlin system related to deep_learning. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Scratch-Lee/_cargo-index", "source_url": "https://codeberg.org/Scratch-Lee/_cargo-index", "so... | === 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 | |
42d3d199133e3df3eda02704 | train | dashboard | npm | https://www.npmjs.com/package/express | express | community | php | nodejs | Design a production dashboard for nodejs. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b167fbd1195a2924c844ebff | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | developer_tool | typescript | developer_experience | Perform a deep multi-layer analysis of developer_experience for a developer_tool using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
251699b6258473cfd66bc39a | train | ui_design | huggingface | https://huggingface.co/datasets/code-rag-bench/github-repos-python | code-rag-bench/github-repos-python | social_app | ruby | observability | Design a production-quality UI for a social_app focused on observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/github-repos-python", "source_url": "https://huggingface.co/datasets/code-rag-... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
a968d68bfeaa6d29e8a91204 | train | refactoring_observability | gitlab | https://gitlab.com/blewpri/ng-master-detail | blewpri/ng-master-detail | developer_tool | java | documentation | Refactor a java system related to documentation. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blewpri/ng-master-detail", "source_url": "https://gitlab.com/blewpri/ng-master-detail", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
b534f86cf6da7d0a14045945 | train | architecture_analysis | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | ecommerce | c | python | Perform a deep multi-layer analysis of python for a ecommerce 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": "gitlab-ci-utils/gitlab-semgrep-plus", "source_url": "https://gitlab.com/gitlab-ci-utils/gitla... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'gitlab-ci-utils/gitlab-semgrep-plus' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
9609122e78a3d92d67ea1d55 | train | component_design | gitlab | https://gitlab.com/Mojeer/django_components | Mojeer/django_components | developer_tool | css | authentication | Design reusable UI components for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mojeer/django_components", "source_url": "https://gitlab.com/Mojeer/django_components", "sour... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
751b0ad7914885f7934b29af | train | evidence_extraction | huggingface | https://huggingface.co/datasets/AkshithAI/stackexchange-programming-cs-ctx-4096 | AkshithAI/stackexchange-programming-cs-ctx-4096 | saas | css | javascript | Extract verifiable evidence about javascript from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/stackexchange-programming-cs-ctx-4096", "source_url": "https://huggingface.co/datas... | === SOURCE ===
AkshithAI/stackexchange-programming-cs-ctx-4096
https://huggingface.co/datasets/AkshithAI/stackexchange-programming-cs-ctx-4096
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUAL... | web-research-coding-5m-1.1.0 | |
dfe8a5ba2c92dc2829876f03 | train | documentation_experience | npm | https://www.npmjs.com/package/fastify | fastify | saas | javascript | kubernetes | Perform a deep developer-experience analysis for a javascript project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
8e4438f4b098a79a7477b3db | train | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | css | nodejs | Write an effective web search query to research the topic: nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === QUERY ===
nodejs best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- nodejs
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintain... | web-research-coding-5m-1.1.0 | |
9f8958a024bd2c73923b1693 | train | repository_comparison | pypi | https://pypi.org/project/pydantic/ | pydantic | saas | c | web_performance | Perform a deep multi-layer analysis of web_performance for a saas 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'pydantic' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
ea1f992e21d158799958db38 | train | risk_analysis | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | blog | javascript | postgresql | Perform a deep multi-layer analysis of postgresql for a blog 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": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://gitla... | === 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 'mi_udemy/python-for-data-science-and-machine-learning-bootcamp' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
e375b477d8ab5855c2aeb3ff | train | search_intent_classification | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | saas | cpp | mongodb | Classify the search intent for a query about mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-segment-annotations", "source_url": "https://huggingface.co/d... | === 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 ===
"mongodb vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
b533bbb219be430b9676b22a | train | api_developer_experience | github | https://github.com/unionlabs/union | unionlabs/union | portfolio | php | graphql | Perform a deep developer-experience analysis for a php project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unionlabs/union", "source_url": "https://github.com/unionlabs/union", "source_type": "reposit... | === 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 | |
31e4b108ae5af9b3721d8157 | train | responsive_design | huggingface | https://huggingface.co/datasets/bezzam/documentation-images | bezzam/documentation-images | search_interface | typescript | kubernetes | 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": "bezzam/documentation-images", "source_url": "https://huggingface.co/datasets/bezzam/documenta... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
dd97649f1ca42a044a7f17d8 | train | integration_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | python | frontend | Design integration tests for a python system involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
8b330d722ebe8b7c61c59c63 | train | refactoring_security | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | typescript | computer_vision | Refactor a typescript system related to computer_vision. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 |
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