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cc77e839001a528347385bac | test | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | education | sql | authorization | Perform a deep multi-layer analysis of authorization for a education 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
d2f53670f9f04246a6fd353b | test | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | typescript | kubernetes | Design a production API for a kubernetes application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
55db2859677662d2daadcda3 | test | performance_analysis | github | https://github.com/tensorflow/tensorflow | tensorflow/tensorflow | finance | python | authorization | Perform a deep multi-layer analysis of authorization for a finance using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tensorflow/tensorflow", "source_url": "https://github.com/tensorflow/tensorflow", "source_typ... | === 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 'tensorflow/tensorflow' as a source anchor and identify relevant APIs, dependencies,... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
6a813d6b5300c34a25a4a6a0 | test | design_tokens | gitlab | https://gitlab.com/metapensiero/metapensiero.pj | metapensiero/metapensiero.pj | saas | go | html | Create design tokens for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "metapensiero/metapensiero.pj", "source_url": "https://gitlab.com/metapensiero/metapensiero.pj... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
5ea0506cafbaefb044d94371 | test | system_analysis | gitlab | https://gitlab.com/vgg/via-suite/via | vgg/via-suite/via | dashboard | python | react | Perform a deep multi-layer analysis of react for a dashboard 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": "vgg/via-suite/via", "source_url": "https://gitlab.com/vgg/via-suite/via", "source_type": "rep... | === 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 'vgg/via-suite/via' as a source anchor and identify relevant APIs, dependencies, versions, standards... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e0944abcfdbe25f3cd3df4d4 | test | refactoring_maintainability | npm | https://www.npmjs.com/package/rollup | rollup | portfolio | html | kubernetes | Refactor a html system related to kubernetes. Focus on refactoring maintainability. | {"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... | === 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 | |
73ef915d44b6cfa1b1557db8 | test | repository_understanding | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-15lang | artur-muratov/multilingual-speech-commands-15lang | social_app | html | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a social_app 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": "artur-muratov/multilingual-speech-commands-15lang", "source_url": "https://huggingface.co/dat... | === 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 'artur-muratov/multilingual-speech-commands-15lang' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
7b56e4c970d84d0ba805db3b | test | form_ui | pypi | https://pypi.org/project/rich/ | rich | portfolio | c | software_architecture | Design an accessible form for software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "so... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
74a16cbe44ba6804cb233831 | test | javascript_generation | pypi | https://pypi.org/project/pydantic/ | pydantic | education | html | documentation | Implement JavaScript interactions for a education. | {"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... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
24ea48daf99b9771c4a69bbc | test | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | javascript | algorithms | Perform a deep multi-layer analysis of algorithms 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
89ea2e3ae430fec93bfd6f29 | test | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | dashboard | kotlin | nodejs | Perform a deep developer-experience analysis for a kotlin project involving nodejs. | {"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. 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 | |
09e2ec059b3b8ee6c3356020 | test | dx_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | social_app | shell | observability | Perform a deep developer-experience analysis for a shell project involving observability. | {"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 | |
2fd94e172db1a344995099bc | test | refactoring | pypi | https://pypi.org/project/pytest/ | pytest | marketplace | rust | python | Create a production coding task in rust for python. | {"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":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
4f7685521f5185366f893ee0 | test | unit_testing | huggingface | https://huggingface.co/datasets/keethu/kubernetes-documentation-dataset | keethu/kubernetes-documentation-dataset | developer_tool | css | nextjs | Create a unit-testing strategy for css code involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "keethu/kubernetes-documentation-dataset", "source_url": "https://huggingface.co/datasets/keet... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
68cacd2ab1cb80ca3aff1af3 | test | interaction_design | huggingface | https://huggingface.co/datasets/verify-ppt/marin-starcoderdata_javascript | verify-ppt/marin-starcoderdata_javascript | ecommerce | ruby | software_architecture | Design interaction states for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verify-ppt/marin-starcoderdata_javascript", "source_url": "https://huggingface.co/datasets/ve... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
791f58e85626f78e762c2c4f | test | react_generation | web_docs | https://git-scm.com/doc | Git Documentation | search_interface | typescript | python | Design React components for a search_interface. | {"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 |
f82ed2f24cae0ce406e7b105 | test | multi_hop_research | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-frame-annotations | Machine-Learning-Oncology/orena-frame-annotations | landing_page | dart | developer_experience | Perform multi-hop research about developer_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": "Machine-Learning-Oncology/orena-frame-annotations", "source_url": "https://huggingface.co/dat... | === HOP 1 ===
Start at: Machine-Learning-Oncology/orena-frame-annotations
https://huggingface.co/datasets/Machine-Learning-Oncology/orena-frame-annotations
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check communi... | web-research-coding-5m-1.1.0 | |
12f8bfbbdae3f60ca4db0a36 | test | design_consistency | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | javascript | cloud | Audit design consistency across a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
db0f8c7ddfdfdce8748f2256 | test | refactoring_performance | stackexchange | https://stackoverflow.com/questions/1085162/commit-only-part-of-a-files-changes-in-git | Commit only part of a file's changes in Git | blog | html | data_engineering | Refactor a html system related to data_engineering. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Commit only part of a file's changes in Git", "source_url": "https://stackoverflow.com/qu... | === 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 | |
3c6576ce52189ddec8abf5c1 | test | risk_analysis | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean-valid | codeparrot/codeparrot-clean-valid | social_app | kotlin | javascript | Perform a deep multi-layer analysis of javascript for a social_app 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": "codeparrot/codeparrot-clean-valid", "source_url": "https://huggingface.co/datasets/codeparrot... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'codeparrot/codeparrot-clean-valid' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
9d3b77ea2bcdf3142c9a477f | test | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | dart | devops | Perform a deep developer-experience analysis for a dart project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
214c01c57a072c3ebc10f60d | test | scalability_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | ecommerce | javascript | redis | Perform a deep multi-layer analysis of redis for a ecommerce using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
536ee090cb39b2583fff1043 | test | dependency_impact_analysis | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | saas | python | authentication | Perform a deep multi-layer analysis of authentication for a saas 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": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === 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 'tailwindcss' as a source anchor and identify relevant APIs, dependencies, version... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7960c463a5755aee7fdb40e0 | test | refactoring_architecture | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | blog | ruby | database | Refactor a ruby system related to database. 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 | |
d76bd1d7f17e448de7c29dce | test | css_generation | stackexchange | https://stackoverflow.com/questions/57237352/what-does-unsqueeze-do-in-pytorch | What does "unsqueeze" do in Pytorch? | analytics | kotlin | react | Create responsive CSS for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does "unsqueeze" do in Pytorch?", "source_url": "https://stackoverflow.com/que... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
d60d5eb1cacc9c58f43c771b | test | responsive_website | pypi | https://pypi.org/project/scrapy/ | scrapy | developer_tool | sql | software_architecture | Design a complete responsive developer_tool for software_architecture. | {"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":... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
754fb3b19fb8e69f83fcaaaf | test | react_generation | web_docs | https://git-scm.com/doc | Git Documentation | analytics | kotlin | typescript | Design React components for a analytics. | {"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 |
420aea6aa0c9b80231d5f76d | test | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | php | fullstack | Perform multi-hop research about fullstack: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === HOP 1 ===
Start at: CSS
https://developer.mozilla.org/en-US/docs/Web/CSS
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 | |
bbfabd5827e0477a5a1a3049 | test | api_design | huggingface | https://huggingface.co/datasets/israellaguan/axay-javascript-dataset-pn | israellaguan/axay-javascript-dataset-pn | finance | javascript | sql | Design a production API for a sql application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "israellaguan/axay-javascript-dataset-pn", "source_url": "https://huggingface.co/datasets/isra... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
c733e3525f9142aa44ad9447 | test | visual_hierarchy | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | kotlin | linux | Improve visual hierarchy in a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
af44d575e5a3fdd1005ba5e8 | test | local_development_experience | huggingface | https://huggingface.co/datasets/alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project | alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project | education | dart | distributed_systems | Perform a deep developer-experience analysis for a dart project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project", "source_url": "https://hugg... | === 1. 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 | |
2affd9655a3f1b65461a9c0d | test | dashboard | huggingface | https://huggingface.co/datasets/makayel/documentation-kubernetes | makayel/documentation-kubernetes | community | swift | frontend | Design a production dashboard for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "makayel/documentation-kubernetes", "source_url": "https://huggingface.co/datasets/makayel/doc... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
039361623efc1ecd9d55078f | test | react_generation | gitlab | https://gitlab.com/msts-public/general/typescript-cacheable | msts-public/general/typescript-cacheable | blog | swift | rest_api | Design React components for a blog. | {"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... | 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 |
096d018cd7743dd707cc2f70 | test | web_search_query | huggingface | https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | ecommerce | ruby | nlp | Write an effective web search query to research the topic: nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS", "source_url": "https://huggingface.... | === QUERY ===
nlp best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- nlp
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained rep... | web-research-coding-5m-1.1.0 | |
68f459aef00481522afe1a03 | test | ux_analysis | npm | https://www.npmjs.com/package/webpack | webpack | saas | php | mongodb | Perform a deep multi-layer analysis of mongodb for a saas 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 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 'webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
b6f5d8f4e164f78bc84df84f | test | multi_hop_research | huggingface | https://huggingface.co/datasets/bezzam/documentation-images | bezzam/documentation-images | portfolio | css | nodejs | Perform multi-hop research about nodejs: 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": "bezzam/documentation-images", "source_url": "https://huggingface.co/datasets/bezzam/documenta... | === HOP 1 ===
Start at: bezzam/documentation-images
https://huggingface.co/datasets/bezzam/documentation-images
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.
Extrac... | web-research-coding-5m-1.1.0 | |
e3a7954c4c4d417e78bf7f95 | test | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/smohammadi/the-stack-v2-python-shuffle | smohammadi/the-stack-v2-python-shuffle | developer_tool | kotlin | ci_cd | Perform a deep multi-layer analysis of ci_cd for a developer_tool 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": "smohammadi/the-stack-v2-python-shuffle", "source_url": "https://huggingface.co/datasets/smoha... | === 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 'smohammadi/the-stack-v2-python-shuffle' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
d55160e80acfc1890fc70487 | test | refactoring_security | pypi | https://pypi.org/project/typer/ | typer | blog | rust | algorithms | Refactor a rust system related to algorithms. Focus on refactoring security. | {"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": "... | === 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 | |
9be1526daec619399b92a598 | test | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | social_app | c | data_structures | Perform a production code review of c code related to data_structures. | {"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": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
70447f88f9ffec4a7543f202 | test | evidence_extraction | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-filtered-datasetsV2 | Shuu12121/javascript-treesitter-filtered-datasetsV2 | dashboard | c | software_architecture | Extract verifiable evidence about software_architecture from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/javascript-treesitter-filtered-datasetsV2", "source_url": "https://huggingface.co/d... | === SOURCE ===
Shuu12121/javascript-treesitter-filtered-datasetsV2
https://huggingface.co/datasets/Shuu12121/javascript-treesitter-filtered-datasetsV2
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
... | web-research-coding-5m-1.1.0 | |
409bf80d11a474d0c96a5886 | test | performance_analysis | pypi | https://pypi.org/project/django/ | django | finance | kotlin | web_performance | Perform a deep multi-layer analysis of web_performance for a finance 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": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'django' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
751aeddfaad649c6397acfcb | test | api_design | huggingface | https://huggingface.co/datasets/orgcatorg/multilingual | orgcatorg/multilingual | blog | kotlin | frontend | Design a production API for a frontend application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "orgcatorg/multilingual", "source_url": "https://huggingface.co/datasets/orgcatorg/multilingua... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
6d3b924619167b66c07bf11b | test | refactoring_testability | stackexchange | https://stackoverflow.com/questions/6158933/how-is-an-http-post-request-made-in-node-js | How is an HTTP POST request made in node.js? | education | go | rest_api | Refactor a go system related to rest_api. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How is an HTTP POST request made in node.js?", "source_url": "https://stackoverflow.com/quest... | === 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 | |
4c7b5f8513ab571efb913c82 | test | refactoring_architecture | npm | https://www.npmjs.com/package/fastify | fastify | admin_panel | go | react | Refactor a go system related to react. Focus on refactoring architecture. | {"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... | === 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 | |
67ebdb27d6984882371a7e61 | test | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/2669690/why-does-google-prepend-while1-to-their-json-responses | Why does Google prepend while(1); to their JSON responses? | social_app | php | database | Refactor a php system related to database. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does Google prepend while(1); to their JSON responses?", "source_url": "https://stackover... | === 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 | |
1d94d23bd5f4f7ac83ccc7c5 | test | developer_onboarding | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-neg-prepend-fix | joey234/mmlu-machine_learning-neg-prepend-fix | social_app | ruby | api_design | Perform a deep developer-experience analysis for a ruby project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-neg-prepend-fix", "source_url": "https://huggingface.co/dataset... | === 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 | |
f0fee1d7826e0a243a70b549 | test | source_comparison | web_docs | https://git-scm.com/doc | Git Documentation | analytics | typescript | design_system | Compare multiple sources about design_system 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === SOURCES ===
- Git Documentation (https://git-scm.com/doc)
- 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).
===... | web-research-coding-5m-1.1.0 | |
f4279935cd9675633886e213 | test | evidence_chain_analysis | npm | https://www.npmjs.com/package/prettier | prettier | marketplace | dart | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a marketplace 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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 'prettier' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
554c16c3b5d1b21aae3af151 | test | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | ruby | distributed_systems | Design an accessible form for distributed_systems. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
d3082ebd64253e374c68ce5c | test | design_accessibility | stackexchange | https://stackoverflow.com/questions/805107/how-can-i-assign-a-multiline-string-literal-to-a-variable | How can I assign a multiline string literal to a variable? | blog | rust | rest_api | Audit accessibility for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I assign a multiline string literal to a variable?", "source_url": "https://stackover... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
2408c84531c016dbe84d4d6f | test | unit_testing | stackexchange | https://stackoverflow.com/questions/62096269/unknown-file-extension-ts-for-a-typescript-file | Unknown file extension ".ts" for a TypeScript file | saas | typescript | web_performance | Create a unit-testing strategy for typescript code involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Unknown file extension ".ts" for a TypeScript file", "source_url": "https://stackov... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
3f4254b8ab756c2886265d9e | test | design_to_code | stackexchange | https://stackoverflow.com/questions/17982111/sass-variable-in-css-calc-function | Sass Variable in CSS calc() function | analytics | css | developer_experience | Translate a analytics design into maintainable css code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sass Variable in CSS calc() function", "source_url": "https://stackoverflow.com/questions/179... | 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 | |
1d69900a4975bc6e1a0411e4 | test | ux_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | ecommerce | rust | microservices | Perform a deep multi-layer analysis of microservices for a ecommerce using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
a09b190167552d98a6f3b547 | test | performance_analysis | npm | https://www.npmjs.com/package/webpack | webpack | analytics | css | security | Perform a deep multi-layer analysis of security for a analytics 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": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 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 'webpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
eb5705aac704c16dc3d4011d | test | html_generation | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | marketplace | typescript | design_system | Create semantic HTML for a marketplace about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | Use semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
9c79b9f41832149df2fc2fe4 | test | multi_layer_analysis | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | developer_tool | shell | nlp | Perform a deep multi-layer analysis of nlp for a developer_tool 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 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 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
9968e144ca602c311196ef81 | test | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | kotlin | postgresql | Perform a deep developer-experience analysis for a kotlin project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
67498a3b0d89a900bf16fec4 | test | performance_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | portfolio | go | software_architecture | Create a web-performance optimization plan for a portfolio. | {"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... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
ec31c9234ba09d0d57c598c9 | test | design_components | stackexchange | https://stackoverflow.com/questions/391005/how-can-i-add-html-and-css-into-pdf | How Can I add HTML And CSS Into PDF | social_app | scala | authentication | Create a component architecture for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How Can I add HTML And CSS Into PDF", "source_url": "https://stackoverflow.com/questions/3910... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
d10a0f7b8c5033e9165b3ee1 | test | javascript_generation | stackexchange | https://stackoverflow.com/questions/450903/how-can-i-make-a-div-not-larger-than-its-contents | How can I make a div not larger than its contents? | marketplace | html | deep_learning | Implement JavaScript interactions for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I make a div not larger than its contents?", "source_url": "https://stackoverflow.com... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
29afcebca2fe4b3fb64f84b3 | test | design_to_code | github | https://github.com/twbs/bootstrap | twbs/bootstrap | portfolio | cpp | serverless | Translate a portfolio design into maintainable cpp code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "twbs/bootstrap", "source_url": "https://github.com/twbs/bootstrap", "source_type": "repositor... | 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 | |
33f4281cecc458455d91a026 | test | form_ui | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | social_app | go | serverless | Design an accessible form for serverless. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
1495ebd5632481dba498b48e | test | ux_design | stackexchange | https://stackoverflow.com/questions/292357/what-is-the-difference-between-git-pull-and-git-fetch | What is the difference between 'git pull' and 'git fetch'? | developer_tool | java | fullstack | Design the complete UX flow of a developer_tool for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between 'git pull' and 'git fetch'?", "source_url": "h... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
392f04a4783808feb80a45ee | test | documentation_experience | stackexchange | https://stackoverflow.com/questions/33535879/how-to-run-typescript-files-from-command-line | How to run TypeScript files from command line? | marketplace | rust | security | Perform a deep developer-experience analysis for a rust project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to run TypeScript files from command line?", "source_url": "https://stackoverflow.com/que... | === 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 | |
1855deb2f419791d5d1d3b89 | test | dependency_management_experience | huggingface | https://huggingface.co/datasets/MachineLearningVisionRG/CattleSSFR | MachineLearningVisionRG/CattleSSFR | education | shell | backend | Perform a deep developer-experience analysis for a shell project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MachineLearningVisionRG/CattleSSFR", "source_url": "https://huggingface.co/datasets/MachineLe... | === 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 | |
964264504918f3e7f2fd53f7 | test | refactoring_observability | web_docs | https://docs.python.org/3/ | Python Documentation | search_interface | typescript | debugging | Refactor a typescript system related to debugging. Focus on refactoring observability. | {"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... | === 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 | |
64f5ba6e0b5e608ffbf360a1 | test | debugging_experience | huggingface | https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python | open-r1/verifiable-coding-problems-python | finance | python | graphql | Perform a deep developer-experience analysis for a python project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/verifiable-coding-problems-python", "source_url": "https://huggingface.co/datasets/op... | === 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 |
1c0d2165963d94936832605e | test | technical_research | codeberg | https://codeberg.org/lexxy23/_cargo-index | lexxy23/_cargo-index | dashboard | kotlin | design_system | Perform a technical research task about design_system, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of design_system.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- lexxy23/_cargo-index (https://codeberg.org/lexxy23/_cargo-... | web-research-coding-5m-1.1.0 | |
450395ff819ac6d082dd2b09 | test | local_development_experience | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2018-JavaScript | ccoenen/Advent-of-Code-2018-JavaScript | landing_page | javascript | mongodb | Perform a deep developer-experience analysis for a javascript project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ccoenen/Advent-of-Code-2018-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | === 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 | |
36a6180b0ebde232bda03725 | test | repository_architecture | web_docs | https://go.dev/doc/ | Go Documentation | finance | rust | graphql | Perform a deep multi-layer analysis of graphql for a finance 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
770d61b1fc557af620144236 | test | algorithm_design | huggingface | https://huggingface.co/datasets/artur-muratov/multilingual-speech-commands-3lang-raw | artur-muratov/multilingual-speech-commands-3lang-raw | dashboard | scala | javascript | Design a scala algorithm for a javascript problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "artur-muratov/multilingual-speech-commands-3lang-raw", "source_url": "https://huggingface.co/... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
2b7b9f8b6f4875c9a65f8c11 | test | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | dashboard | go | devops | Perform a deep multi-layer analysis of devops for a dashboard 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
d0ab6aeb163dba6fdcd18913 | test | scalability_analysis | huggingface | https://huggingface.co/datasets/nick007x/github-code-2025 | nick007x/github-code-2025 | education | rust | machine_learning | Perform a deep multi-layer analysis of machine_learning for a education 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": "nick007x/github-code-2025", "source_url": "https://huggingface.co/datasets/nick007x/github-co... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'nick007x/github-code-2025' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
63d62bde23704ef2b0f9b0cf | test | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | php | postgresql | Create an accessibility remediation plan for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
02978cb6443ea4f45efd4efc | test | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/6542274/how-to-train-an-artificial-neural-network-to-play-diablo-2-using-visual-input | How to train an artificial neural network to play Diablo 2 using visual input? | ecommerce | c | algorithms | Perform a deep developer-experience analysis for a c project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to train an artificial neural network to play Diablo 2 using visual input?", "source_url"... | === 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 | |
0478b1b3953db2f7e31c7672 | test | design_components | stackexchange | https://stackoverflow.com/questions/42480111/how-do-i-print-the-model-summary-in-pytorch | How do I print the model summary in PyTorch? | dashboard | swift | frontend | Create a component architecture for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print the model summary in PyTorch?", "source_url": "https://stackoverflow.com/quest... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
f7b4647715a39330adac6676 | test | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | marketplace | go | open_source | Design a developer documentation page for open_source. | {"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": "... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
356c01c3697cd982a0ccf553 | test | design_system | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1 | nomic-ai/cornstack-javascript-v1 | ecommerce | php | css | Create a scalable design system for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-javascript-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/co... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
5a213f8c4897ba5da04c87e2 | test | performance_analysis | pypi | https://pypi.org/project/numpy/ | numpy | saas | sql | user_experience | Perform a deep multi-layer analysis of user_experience for a saas 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'numpy' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
e872eb35f383aed9806487ca | test | technical_research | github | https://github.com/strapi/strapi | strapi/strapi | search_interface | swift | security | Perform a technical research task about security, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "strapi/strapi", "source_url": "https://github.com/strapi/strapi", "source_type": "repository"... | === SCOPE ===
Technical behavior of security.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- strapi/strapi (https://github.com/strapi/strapi)
- Official doc... | web-research-coding-5m-1.1.0 | |
8371fd7036035124ce14fd3f | test | code_review | stackexchange | https://stackoverflow.com/questions/53688899/what-is-the-type-of-the-children-prop | What is the type of the 'children' prop? | community | ruby | testing | Perform a production code review of ruby code related to testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the type of the 'children' prop?", "source_url": "https://stackoverflow.com/q... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
9423f596131d389b7a841d5f | test | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | documentation | typescript | microservices | 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 |
e4dc2ef02c14ba87f3f5bde7 | test | refactoring_maintainability | github | https://github.com/D4Vinci/Scrapling | D4Vinci/Scrapling | portfolio | scala | open_source | Refactor a scala system related to open_source. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "D4Vinci/Scrapling", "source_url": "https://github.com/D4Vinci/Scrapling", "source_type": "rep... | === 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 | |
0af8a44f8e4cf9f6ec419d7d | test | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | python | devops | Refactor a python system related to devops. Focus on refactoring testability. | {"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 ===
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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7241dd283de04104ac748973 | test | tradeoff_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | productivity | javascript | linux | Perform a deep multi-layer analysis of linux for a productivity using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
86eeebf518788c116eb6e696 | test | documentation_page | huggingface | https://huggingface.co/datasets/SpeedyChuck/codetorch-archive | SpeedyChuck/codetorch-archive | ecommerce | css | testing | Design a developer documentation page for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SpeedyChuck/codetorch-archive", "source_url": "https://huggingface.co/datasets/SpeedyChuck/co... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
daa1c7340ccfcfd9924846e0 | test | refactoring_performance | huggingface | https://huggingface.co/datasets/codeparrot/github-code-clean | codeparrot/github-code-clean | marketplace | cpp | nodejs | Refactor a cpp system related to nodejs. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/github-code-clean", "source_url": "https://huggingface.co/datasets/codeparrot/gith... | === 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 | |
c6e4857f9c788b0e9278f397 | test | repository_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | dart | html | Perform a deep multi-layer analysis of html for a analytics 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
3185dcb352ffeb0a027a230b | test | refactoring_readability | gitlab | https://gitlab.com/unconed/use.gpu | unconed/use.gpu | landing_page | javascript | backend | Refactor a javascript system related to backend. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unconed/use.gpu", "source_url": "https://gitlab.com/unconed/use.gpu", "source_type": "reposit... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
3b6a08472addcacd188e5302 | test | performance_analysis | npm | https://www.npmjs.com/package/rollup | rollup | marketplace | dart | backend | Perform a deep multi-layer analysis of backend for a marketplace 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": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
b1cddaed46dfaf06d7bc3285 | test | refactoring_architecture | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | documentation | dart | design_system | Refactor a dart system related to design_system. Focus on refactoring architecture. | {"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... | === 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 | |
97a0cdb55f3f61e4a4db36f3 | test | data_structure_design | codeberg | https://codeberg.org/nopeppermint/_cargo-index | nopeppermint/_cargo-index | analytics | scala | authorization | Design a data structure in scala for authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nopeppermint/_cargo-index", "source_url": "https://codeberg.org/nopeppermint/_cargo-index", "... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
9985b137c511af569cd99159 | test | refactoring_performance | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | marketplace | php | docker | Refactor a php system related to docker. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
deb0babc619575b5c57db5ca | test | research_summary | pypi | https://pypi.org/project/transformers/ | transformers | productivity | html | fullstack | Summarize the current state of knowledge about fullstack. | {"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... | === OVERVIEW ===
fullstack 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 ===
transformers (https:... | web-research-coding-5m-1.1.0 | |
893a463153709af5dca66d2f | test | source_comparison | pypi | https://pypi.org/project/pydantic/ | pydantic | analytics | go | backend | Compare multiple sources about backend 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": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === SOURCES ===
- pydantic (https://pypi.org/project/pydantic/)
- 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).
=... | web-research-coding-5m-1.1.0 | |
ff2f58ee9a0cda44051b6cce | test | repository_dependency_analysis | gitlab | https://gitlab.com/hsleisink/cauldron | hsleisink/cauldron | marketplace | scala | deep_learning | Perform a deep multi-layer analysis of deep_learning 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": "hsleisink/cauldron", "source_url": "https://gitlab.com/hsleisink/cauldron", "source_type": "r... | === 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 'hsleisink/cauldron' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
18394432ae8a7e87b4dd6fd4 | test | information_architecture | pypi | https://pypi.org/project/torch/ | torch | saas | dart | redis | Design the information architecture for redis. | {"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": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
2460d0cfef63148869690751 | test | debugging_experience | stackexchange | https://stackoverflow.com/questions/15260732/does-typescript-support-the-operator-and-whats-it-called | Does Typescript support the ?. operator? (And, what's it called?) | developer_tool | typescript | serverless | Perform a deep developer-experience analysis for a typescript project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Typescript support the ?. operator? (And, what's it called?)", "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 | |
c48c5c67c782c94aa48dbbaf | test | repository_dependency_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | saas | php | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a saas 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 'FastAPI Documentation' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
ec4f250f3a2e59ebec7be2b6 | test | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | portfolio | cpp | documentation | Summarize the current state of knowledge about 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",... | === OVERVIEW ===
documentation 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 ===
DOM (https://dev... | web-research-coding-5m-1.1.0 |
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