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24427e36e4b49b8c90f55cf8 | test | landing_page | github | https://github.com/ant-design/ant-design | ant-design/ant-design | documentation | kotlin | developer_experience | Design a landing page for a developer_experience product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
7529f6388de063f1267411e2 | test | css_generation | web_docs | https://docs.python.org/3/ | Python Documentation | finance | css | authorization | Create responsive CSS for a finance. | {"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... | 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 |
6def1e7edf4db5d4fc0aa2cf | test | tradeoff_analysis | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | blog | cpp | data_engineering | Perform a deep multi-layer analysis of data_engineering for a blog using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'averoo/sc_JavaScript' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
050f536b2ea63a552996297b | test | documentation_experience | pypi | https://pypi.org/project/pytest/ | pytest | productivity | scala | machine_learning | Perform a deep developer-experience analysis for a scala project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. 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 | |
9ea66b3f1128ada7050a7efc | test | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | javascript | graphql | Create a scalable design system for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
4b70a2e095a78ce1d1cabeba | test | ux_design | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | saas | rust | graphql | Design the complete UX flow of a saas for graphql. | {"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... | 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 | |
985b3cecc61c32137c326477 | test | documentation_experience | 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? | analytics | scala | developer_experience | Perform a deep developer-experience analysis for a scala project involving developer_experience. | {"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... | === 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 | |
9b621e42d221918455c94bb0 | test | interaction_design | huggingface | https://huggingface.co/datasets/hongliu9903/stack_edu_javascript | hongliu9903/stack_edu_javascript | productivity | cpp | caching | Design interaction states for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hongliu9903/stack_edu_javascript", "source_url": "https://huggingface.co/datasets/hongliu9903... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
cbf3cdd69c30ad51f855c7b0 | test | documentation_lookup | huggingface | https://huggingface.co/datasets/mjphayes/machine_learning_questions | mjphayes/machine_learning_questions | productivity | kotlin | machine_learning | Find and summarize the relevant documentation for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mjphayes/machine_learning_questions", "source_url": "https://huggingface.co/datasets/mjphayes... | === RELEVANT DOCS ===
- mjphayes/machine_learning_questions
https://huggingface.co/datasets/mjphayes/machine_learning_questions
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sent... | web-research-coding-5m-1.1.0 | |
542167d4c2252e83e6220a30 | test | architecture_analysis | npm | https://www.npmjs.com/package/three | three | analytics | swift | backend | Perform a deep multi-layer analysis of backend for a analytics using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 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 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
9982bf0ba3bf90988dc25373 | test | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/24502898/show-or-hide-element-in-react | Show or hide element in React | admin_panel | typescript | fullstack | Refactor a typescript system related to fullstack. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Show or hide element in React", "source_url": "https://stackoverflow.com/questions/24502898/s... | === 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 | |
11eb241d516c844bdd00037a | test | build_experience | web_docs | https://git-scm.com/doc | Git Documentation | developer_tool | dart | web_performance | Perform a deep developer-experience analysis for a dart project involving web_performance. | {"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. 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 | |
fd9f8610a8ce0e0b09543ffb | test | cli_experience | stackexchange | https://stackoverflow.com/questions/2720014/how-to-upgrade-all-python-packages-with-pip | How to upgrade all Python packages with pip | productivity | ruby | frontend | Perform a deep developer-experience analysis for a ruby project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to upgrade all Python packages with pip", "source_url": "https://stackoverflow.com/questi... | === 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 | |
34ba4a92d2b7bcf5b57fd6d4 | test | design_system | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | ecommerce | c | rest_api | 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": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
6f63e598901e2e6f93a32065 | test | repository_documentation | stackexchange | https://stackoverflow.com/questions/442404/retrieve-the-position-x-y-of-an-html-element | Retrieve the position (X,Y) of an HTML element | admin_panel | cpp | python | Perform a deep multi-layer analysis of python for a admin_panel using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Retrieve the position (X,Y) of an HTML element", "source_url": "https://stackoverflow.com/que... | === 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 'Retrieve the position (X,Y) of an HTML element' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
359891048310948e04deff2f | test | local_development_experience | npm | https://www.npmjs.com/package/axios | axios | documentation | python | kubernetes | Perform a deep developer-experience analysis for a python project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 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 |
82b11ce5537352d35dd3f91a | test | upgrade_experience | stackexchange | https://stackoverflow.com/questions/52704/how-do-i-discard-unstaged-changes-in-git | How do I discard unstaged changes in Git? | ecommerce | typescript | observability | Perform a deep developer-experience analysis for a typescript project involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I discard unstaged changes in Git?", "source_url": "https://stackoverflow.com/question... | === 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 | |
193f8021074d8a0ef2db85fb | test | search_intent_classification | stackexchange | https://stackoverflow.com/questions/586182/how-can-i-insert-an-item-into-an-array-at-a-specific-index | How can I insert an item into an array at a specific index? | blog | kotlin | frontend | Classify the search intent for a query about frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I insert an item into an array at a specific index?", "source_url": "https://stackove... | === 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 ===
"frontend vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
9e48dc4a75952aa6949044ad | test | repository_architecture | gitlab | https://gitlab.com/a_akgun/gitlab-rapid-machine-learning-prototypes | a_akgun/gitlab-rapid-machine-learning-prototypes | search_interface | javascript | mongodb | Perform a deep multi-layer analysis of mongodb for a search_interface using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "a_akgun/gitlab-rapid-machine-learning-prototypes", "source_url": "https://gitlab.com/a_akgun/... | === 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 'a_akgun/gitlab-rapid-machine-learning-prototypes' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
ef20dc6ce189bb5ada4e7c26 | test | design_system | gitlab | https://gitlab.com/fdroid/repomaker | fdroid/repomaker | blog | javascript | authentication | Create a scalable design system for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fdroid/repomaker", "source_url": "https://gitlab.com/fdroid/repomaker", "source_type": "repos... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
ae31158b9735d2264a1c2646 | test | api_design | web_docs | https://go.dev/doc/ | Go Documentation | dashboard | cpp | linux | Design a production API for a linux application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
f30b48dfe104baf0d0b8a7e7 | test | system_analysis | gitlab | https://gitlab.com/mattia.bergomi/geneos | mattia.bergomi/geneos | community | shell | computer_vision | Perform a deep multi-layer analysis of computer_vision for a community 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": "mattia.bergomi/geneos", "source_url": "https://gitlab.com/mattia.bergomi/geneos", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'mattia.bergomi/geneos' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
a2dfbb09071a47b1c66a4774 | test | refactoring_security | web_docs | https://docs.djangoproject.com/ | Django Documentation | blog | rust | distributed_systems | Refactor a rust system related to distributed_systems. Focus on refactoring security. | {"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... | === 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 | |
b7fc959cc42871245c93a4b6 | test | repository_comparison | stackexchange | https://stackoverflow.com/questions/6237295/how-can-i-update-node-js-and-npm-to-their-latest-versions | How can I update Node.js and npm to their latest versions? | blog | c | documentation | Perform a deep multi-layer analysis of documentation 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": "How can I update Node.js and npm to their latest versions?", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'How can I update Node.js and npm to their latest versions?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
9959784a55f4415b6f630496 | test | dx_analysis | stackexchange | https://stackoverflow.com/questions/1144783/how-do-i-replace-all-occurrences-of-a-string | How do I replace all occurrences of a string? | landing_page | cpp | microservices | Perform a deep developer-experience analysis for a cpp project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I replace all occurrences of a string?", "source_url": "https://stackoverflow.com/ques... | === 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 | |
94059725d30daf2f6d850db7 | test | refactoring_architecture | npm | https://www.npmjs.com/package/next | next | community | cpp | open_source | Refactor a cpp system related to open_source. Focus on refactoring architecture. | {"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":... | === 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 | |
e03215a170256f6400f0a051 | test | dx_analysis | huggingface | https://huggingface.co/datasets/zjsd/RedStone-Code-python | zjsd/RedStone-Code-python | community | go | linux | Perform a deep developer-experience analysis for a go project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zjsd/RedStone-Code-python", "source_url": "https://huggingface.co/datasets/zjsd/RedStone-Code... | === 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 | |
e8c3f03503e95df6df22cb06 | test | refactoring_performance | npm | https://www.npmjs.com/package/jest | jest | productivity | c | serverless | Refactor a c system related to serverless. Focus on refactoring performance. | {"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":... | === 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 | |
fb2738ed1cc4a4a63820747b | test | code_explanation | gitlab | https://gitlab.com/ase/ase | ase/ase | documentation | sql | nlp | Explain a sql implementation related to nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ase/ase", "source_url": "https://gitlab.com/ase/ase", "source_type": "repository", "topic": "... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
01e19318d062e009ef46d08c | test | refactoring_modularization | npm | https://www.npmjs.com/package/vue | vue | community | kotlin | devops | Refactor a kotlin system related to devops. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 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 | |
27a805656d4fd90654e73d2b | test | system_analysis | npm | https://www.npmjs.com/package/prettier | prettier | marketplace | javascript | computer_vision | Perform a deep multi-layer analysis of computer_vision for a marketplace 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
9abd3c04e8106b9044e6011c | test | source_comparison | pypi | https://pypi.org/project/scrapy/ | scrapy | productivity | dart | nodejs | Compare multiple sources about nodejs 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 | |
616ef3815a0c7f585c69a771 | test | html_generation | pypi | https://pypi.org/project/pydantic/ | pydantic | social_app | scala | web_accessibility | Create semantic HTML for a social_app about web_accessibility. | {"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 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 |
8f29bfdc2974f83355f4424c | test | repository_dependency_analysis | github | https://github.com/ant-design/ant-design | ant-design/ant-design | education | sql | data_engineering | Perform a deep multi-layer analysis of data_engineering 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": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'ant-design/ant-design' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
4a602804656613932a1ff05c | test | upgrade_experience | github | https://github.com/fastapi/full-stack-fastapi-template | fastapi/full-stack-fastapi-template | marketplace | swift | css | Perform a deep developer-experience analysis for a swift project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi/full-stack-fastapi-template", "source_url": "https://github.com/fastapi/full-stack-fa... | === 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 | |
935b67ffbc6c57d926a3b748 | test | multi_layer_analysis | gitlab | https://gitlab.com/ase/ase | ase/ase | finance | sql | backend | Perform a deep multi-layer analysis of backend for a finance 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": "ase/ase", "source_url": "https://gitlab.com/ase/ase", "source_type": "repository", "topic": "... | === 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 'ase/ase' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
5b3a9a33d5efaff8e6f3bc52 | test | performance_analysis | huggingface | https://huggingface.co/datasets/pruna-test/documentation-media | pruna-test/documentation-media | developer_tool | swift | graphql | Perform a deep multi-layer analysis of graphql for a developer_tool 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": "pruna-test/documentation-media", "source_url": "https://huggingface.co/datasets/pruna-test/do... | === 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 'pruna-test/documentation-media' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
e0dab2f6f47a6daf9ce3b844 | test | refactoring_maintainability | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | analytics | rust | observability | Refactor a rust system related to observability. Focus on refactoring maintainability. | {"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... | === 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 | |
1cfbcdc7d06e39e576cc5148 | test | debugging_experience | gitlab | https://gitlab.com/BuildStream/buildstream | BuildStream/buildstream | portfolio | dart | nextjs | Perform a deep developer-experience analysis for a dart project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BuildStream/buildstream", "source_url": "https://gitlab.com/BuildStream/buildstream", "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 | |
a4b0344c340ce0b34cac818a | test | html_generation | npm | https://www.npmjs.com/package/vue | vue | saas | swift | react | Create semantic HTML for a saas about react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | 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 |
1653fed6bf43bc6f513f051f | test | documentation_experience | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | marketplace | javascript | machine_learning | Perform a deep developer-experience analysis for a javascript project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scripta/escriptorium", "source_url": "https://gitlab.com/scripta/escriptorium", "source_type"... | === 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 | |
66ff2961391f438addd80b69 | test | design_accessibility | huggingface | https://huggingface.co/datasets/ianncity/Hunter-Alpha-Programming-160000x | ianncity/Hunter-Alpha-Programming-160000x | community | python | sql | Audit accessibility for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ianncity/Hunter-Alpha-Programming-160000x", "source_url": "https://huggingface.co/datasets/ia... | Check semantic structure, keyboard navigation, focus visibility, 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 |
37c39cc18a98ef1ef40bf10a | test | debugging | huggingface | https://huggingface.co/datasets/tianyang/repobench_python_v1.1 | tianyang/repobench_python_v1.1 | social_app | typescript | nodejs | Create a realistic typescript debugging problem involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tianyang/repobench_python_v1.1", "source_url": "https://huggingface.co/datasets/tianyang/repo... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
ee123ef445d790b36f9297dd | test | accessibility_fix | pypi | https://pypi.org/project/pytest/ | pytest | admin_panel | sql | data_engineering | 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
5b42cd938e623185c6a3b778 | test | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/47190861/how-can-the-default-node-js-version-be-set-using-nvm | How can the default Node.js version be set using NVM? | education | rust | developer_experience | Perform a deep multi-layer analysis of developer_experience 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": "How can the default Node.js version be set using NVM?", "source_url": "https://stackoverflow.... | === 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 'How can the default Node.js version be set using NVM?' as a source an... | web-research-coding-5m-1.1.0 | |
0980ec800d856099ffb3d24e | test | repository_documentation | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | education | go | distributed_systems | Perform a deep multi-layer analysis of distributed_systems 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": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | === 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 'argrento/100-exercises-to-learn-rust' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
f098f65de2d0943e9774f57a | test | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | ruby | user_experience | Perform a deep multi-layer analysis of user_experience for a community using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
f93c0daaf6d17892e7f07af2 | test | design_consistency | pypi | https://pypi.org/project/pytest/ | pytest | developer_tool | swift | open_source | Audit design consistency across a developer_tool. | {"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":... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
b0038fe1b5637c67e9e8a058 | test | javascript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | analytics | cpp | linux | Implement JavaScript interactions for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Use 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 |
4c8b61ba3e13496ddad5b648 | test | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | python | devops | Perform a production code review of python code related to devops. | {"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", "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
69b08ebc5a9815ee0aa3b2ca | test | information_architecture | stackexchange | https://stackoverflow.com/questions/1436703/what-is-the-difference-between-str-and-repr | What is the difference between __str__ and __repr__? | blog | javascript | web_accessibility | Design the information architecture for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between __str__ and __repr__?", "source_url": "https://stackoverflow.c... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
10546f5430c15842af66818a | test | architecture_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | search_interface | java | testing | Perform a deep multi-layer analysis of testing for a search_interface 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
2e9344da7d54615dd5ec759c | test | react_generation | pypi | https://pypi.org/project/fastapi/ | fastapi | blog | dart | html | 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": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "source_type": "package", "topic... | 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 |
50b15b01c2c1a188f4cf2673 | test | repository_issue_reasoning | gitlab | https://gitlab.com/bvobart/python-ml-analysis | bvobart/python-ml-analysis | analytics | css | fullstack | Perform a deep multi-layer analysis of fullstack 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": "bvobart/python-ml-analysis", "source_url": "https://gitlab.com/bvobart/python-ml-analysis", "... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'bvobart/python-ml-analysis' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
ddb1703c558950b877bc757f | test | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | saas | java | fullstack | Design a developer documentation page for fullstack. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
04df0026876bb03b8f0f5f41 | test | repository_understanding | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_python | Mo7art/Stack2Graph_KG_python | documentation | javascript | docker | Perform a deep multi-layer analysis of docker for a documentation 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": "Mo7art/Stack2Graph_KG_python", "source_url": "https://huggingface.co/datasets/Mo7art/Stack2Gr... | === 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 'Mo7art/Stack2Graph_KG_python' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
57c3016bd71e1760752962ed | test | css_generation | huggingface | https://huggingface.co/datasets/leo009/python-programming-instructions | leo009/python-programming-instructions | developer_tool | python | linux | Create responsive CSS for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "leo009/python-programming-instructions", "source_url": "https://huggingface.co/datasets/leo00... | 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 |
22e9b9e12d4e8331e94ee86c | test | refactoring_readability | codeberg | https://codeberg.org/Renerte/_cargo-index | Renerte/_cargo-index | landing_page | php | fullstack | Refactor a php system related to fullstack. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Renerte/_cargo-index", "source_url": "https://codeberg.org/Renerte/_cargo-index", "source_typ... | === 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 | |
03e5b3abd2f305beab55057d | test | refactoring_modularization | npm | https://www.npmjs.com/package/playwright | playwright | saas | dart | ci_cd | Refactor a dart system related to ci_cd. Focus on refactoring modularization. | {"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... | === 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 | |
03637902f6d4d994dbf826d0 | test | search_query_rewrite | npm | https://www.npmjs.com/package/rollup | rollup | social_app | cpp | database | Rewrite and improve a vague search query about database 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": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === ORIGINAL (VAGUE) ===
how to do database
=== REWRITTEN QUERIES ===
1. database official documentation guide
2. database production best practices 2025
3. database common pitfalls and solutions
4. database architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
34ff6c016d2e581eabc55e92 | test | product_analysis | npm | https://www.npmjs.com/package/react | react | education | dart | algorithms | Perform a deep multi-layer analysis of algorithms for a education 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
db7ad4de15cca64916599ed9 | test | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | saas | sql | design_system | Build a structured research plan to deeply understand design_system. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of design_system.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findi... | web-research-coding-5m-1.1.0 | |
99b29b80673c503c700c05fb | test | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | admin_panel | typescript | web_accessibility | Refactor a typescript system related to web_accessibility. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
4f2fcc6a5f201be7f709104f | test | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | developer_tool | go | microservices | Perform a deep multi-layer analysis of microservices for a developer_tool 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
2a419986e3b9c8b924ccd865 | test | ux_design | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | ecommerce | c | graphql | Design the complete UX flow of a ecommerce for graphql. | {"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... | 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 | |
ac80b8688793bb1562c51088 | test | local_development_experience | stackexchange | https://stackoverflow.com/questions/12827266/get-and-set-in-typescript | get and set in TypeScript | portfolio | cpp | open_source | Perform a deep developer-experience analysis for a cpp project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "get and set in TypeScript", "source_url": "https://stackoverflow.com/questions/12827266/get-a... | === 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 | |
afe324b215beca79351fed47 | test | interaction_design | stackexchange | https://stackoverflow.com/questions/215718/how-can-i-reset-or-revert-a-file-to-a-specific-revision | How can I reset or revert a file to a specific revision? | marketplace | go | nextjs | 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": "How can I reset or revert a file to a specific revision?", "source_url": "https://stackoverfl... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
bfdb3ffe23a5e82a5dc865ae | test | refactoring_architecture | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | education | java | observability | Refactor a java system related to observability. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | === 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 | |
4cef707f3533f9b61e81ac2b | test | html_generation | codeberg | https://codeberg.org/vvlad/_cargo-index | vvlad/_cargo-index | blog | shell | database | Create semantic HTML for a blog about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vvlad/_cargo-index", "source_url": "https://codeberg.org/vvlad/_cargo-index", "source_type": ... | 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 |
3ddeb8cb9b728675905837d5 | test | developer_experience | stackexchange | https://stackoverflow.com/questions/64625050/error-node-sass-version-5-0-0-is-incompatible-with-4-0-0 | Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0 | admin_panel | shell | open_source | Perform a deep developer-experience analysis for a shell project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0", "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 | |
c4d9275837995b017a7f3df7 | test | root_cause_analysis | npm | https://www.npmjs.com/package/fastify | fastify | ecommerce | javascript | machine_learning | Perform a deep multi-layer analysis of machine_learning 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 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 'fastify' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
b2b21f164524562abd645a1d | test | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | typescript | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a finance using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
9bacd4293715f5d4a7da62a6 | test | accessibility_analysis | npm | https://www.npmjs.com/package/express | express | dashboard | html | serverless | Perform a deep multi-layer analysis of serverless 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'express' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
1927c237f30dc18d9145dcd2 | test | tradeoff_analysis | web_docs | https://git-scm.com/doc | Git Documentation | blog | go | cloud | Perform a deep multi-layer analysis of cloud for a blog 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
47e06bbf9aff2c6ab8820960 | test | developer_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | documentation | shell | postgresql | Perform a deep developer-experience analysis for a shell project involving postgresql. | {"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 | |
af44e13b3e86a58404755a90 | test | visual_hierarchy | npm | https://www.npmjs.com/package/axios | axios | community | css | css | Improve visual hierarchy in a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
23493aa057f69f6f58db045d | test | design_components | huggingface | https://huggingface.co/datasets/ansulev/hunter-alpha-programming-160k | ansulev/hunter-alpha-programming-160k | analytics | php | python | Create a component architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ansulev/hunter-alpha-programming-160k", "source_url": "https://huggingface.co/datasets/ansule... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
447fa2469d9296a4b61a07c9 | test | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | rust | algorithms | Perform a deep developer-experience analysis for a rust project involving algorithms. | {"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 | |
86eb0a0aedde43283eea38e9 | test | component_design | stackexchange | https://stackoverflow.com/questions/41385059/possible-to-extend-types-in-typescript | Possible to extend types in Typescript? | community | typescript | web_performance | Design reusable UI components for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Possible to extend types in Typescript?", "source_url": "https://stackoverflow.com/questions/... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
fa775d51d21c986646623fa8 | test | deep_technical_analysis | gitlab | https://gitlab.com/flectra-hq/flectra | flectra-hq/flectra | productivity | ruby | fullstack | Perform a deep multi-layer analysis of fullstack for a productivity using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flectra-hq/flectra", "source_url": "https://gitlab.com/flectra-hq/flectra", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'flectra-hq/flectra' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
aa14920cdf2a3d185a21202f | test | error_message_design | gitlab | https://gitlab.com/rmnvgr/metadata-cleaner | rmnvgr/metadata-cleaner | admin_panel | php | fullstack | Perform a deep developer-experience analysis for a php project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rmnvgr/metadata-cleaner", "source_url": "https://gitlab.com/rmnvgr/metadata-cleaner", "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 | |
955fdcdfa7fd518ecad2edf4 | test | information_architecture | stackexchange | https://stackoverflow.com/questions/394809/does-python-have-a-ternary-conditional-operator | Does Python have a ternary conditional operator? | education | html | serverless | Design the information architecture for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a ternary conditional operator?", "source_url": "https://stackoverflow.com/q... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
5c38749e038bd2b61c095b70 | test | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | scala | observability | Perform a deep multi-layer analysis of observability for a saas using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
6b7171154074717a994febb5 | test | algorithm_design | huggingface | https://huggingface.co/datasets/ajibawa-2023/Python-Code-23k-ShareGPT | ajibawa-2023/Python-Code-23k-ShareGPT | social_app | java | graphql | Design a java algorithm for a graphql problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ajibawa-2023/Python-Code-23k-ShareGPT", "source_url": "https://huggingface.co/datasets/ajibaw... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
94c6355ed009f29a5e6a4eff | test | refactoring_performance | stackexchange | https://stackoverflow.com/questions/1783405/how-can-i-check-out-a-remote-git-branch | How can I check out a remote Git branch? | landing_page | sql | security | Refactor a sql system related to security. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check out a remote Git branch?", "source_url": "https://stackoverflow.com/questions... | === 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 | |
3d135475c64f59ee99d39000 | test | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/8865458/how-do-i-vertically-center-text-with-css | How do I vertically center text with CSS? | blog | typescript | graphql | Perform a deep multi-layer analysis of graphql for a blog using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I vertically center text with CSS?", "source_url": "https://stackoverflow.com/question... | === 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 'How do I vertically center text with CSS?' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
8a83c76201ca99881dcbd6d2 | test | performance_fix | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000 | TaskPuppyAI/lunamax-multitask-programming-1000 | admin_panel | php | microservices | Create a web-performance optimization plan for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-1000", "source_url": "https://huggingface.co/datase... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
e4fca86dad4b4fc4472f1d28 | test | search_intent_classification | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini | JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini | blog | ruby | 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": "JasonYan777/PersonaSignal-PerceivabilityTest-Programming-Expertise-gpt-5-mini", "source_url":... | === 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 | |
ced1601b6647e0c2be2e8f06 | test | performance_fix | huggingface | https://huggingface.co/datasets/arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | blog | swift | rest_api | Create a web-performance optimization plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arolstar52/ocr-synthetic-multilingual-v1-tokenized-en", "source_url": "https://huggingface.co... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
93937d980bf13245e7f43fc0 | test | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/28975896/is-there-a-way-to-check-for-both-null-and-undefined | Is there a way to check for both `null` and `undefined`? | marketplace | go | ci_cd | Refactor a go system related to ci_cd. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to check for both `null` and `undefined`?", "source_url": "https://stackoverfl... | === 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 | |
7abf2b8b15de7cd5137d4307 | test | dx_analysis | stackexchange | https://stackoverflow.com/questions/33091376/what-is-exactly-sklearn-pipeline-pipeline | What is exactly sklearn.pipeline.Pipeline? | portfolio | cpp | backend | Perform a deep developer-experience analysis for a cpp project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is exactly sklearn.pipeline.Pipeline?", "source_url": "https://stackoverflow.com/questio... | === 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 | |
96dbcbcc1323b3e7b158e2c4 | test | developer_onboarding | github | https://github.com/shadcn-ui/ui | shadcn-ui/ui | finance | html | open_source | Perform a deep developer-experience analysis for a html project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shadcn-ui/ui", "source_url": "https://github.com/shadcn-ui/ui", "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 | |
8bdcf31ac8a132c239725fb5 | test | performance_fix | gitlab | https://gitlab.com/nitk-nest/nest | nitk-nest/nest | search_interface | html | redis | Create a web-performance optimization plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nitk-nest/nest", "source_url": "https://gitlab.com/nitk-nest/nest", "source_type": "repositor... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
fd5a14648f823f45dd91ee80 | test | component_design | pypi | https://pypi.org/project/typer/ | typer | blog | scala | backend | Design reusable UI components for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
2690e0873fbfc1cb32717dd4 | test | documentation_experience | npm | https://www.npmjs.com/package/playwright | playwright | portfolio | python | nextjs | Perform a deep developer-experience analysis for a python project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5cb8319d650e90858701b385 | test | web_search_query | stackexchange | https://stackoverflow.com/questions/5009324/node-js-nginx-what-now | Node.js + Nginx - What now? | developer_tool | java | css | Write an effective web search query to research the topic: css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js + Nginx - What now?", "source_url": "https://stackoverflow.com/questions/5009324/node... | === QUERY ===
css best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- css
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-maintained rep... | web-research-coding-5m-1.1.0 | |
4eaead50b3259c162020b557 | test | repository_dependency_analysis | npm | https://www.npmjs.com/package/vue | vue | developer_tool | c | software_architecture | Perform a deep multi-layer analysis of software_architecture for a developer_tool using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 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 'vue' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
a9c0d81b570aa8755e26b93b | test | refactoring_scalability | huggingface | https://huggingface.co/datasets/hongliu9903/stack_edu_javascript | hongliu9903/stack_edu_javascript | education | go | distributed_systems | Refactor a go system related to distributed_systems. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hongliu9903/stack_edu_javascript", "source_url": "https://huggingface.co/datasets/hongliu9903... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
0e411cc8bc0b7b0f1df33358 | test | refactoring_architecture | huggingface | https://huggingface.co/datasets/hf-azure-internal/documentation-image | hf-azure-internal/documentation-image | social_app | scala | microservices | Refactor a scala system related to microservices. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hf-azure-internal/documentation-image", "source_url": "https://huggingface.co/datasets/hf-azu... | === 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 | |
121e3da3a2d43dbbfd77cd14 | test | refactoring_maintainability | npm | https://www.npmjs.com/package/zod | zod | analytics | kotlin | react | Refactor a kotlin system related to react. Focus on refactoring maintainability. | {"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": "... | === 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 |
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