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878eb8c044b76f79d27df2c8 | train | web_search_query | pypi | https://pypi.org/project/scrapy/ | scrapy | social_app | shell | developer_experience | Write an effective web search query to research the topic: developer_experience. | {"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":... | === QUERY ===
developer_experience best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- developer_experience
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official ... | web-research-coding-5m-1.1.0 | |
9009ec60dbbac6c77fb2c90f | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/5062614/how-to-decide-when-to-use-node-js | How to decide when to use Node.js? | portfolio | html | data_engineering | Perform a deep multi-layer analysis of data_engineering for a portfolio 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": "How to decide when to use Node.js?", "source_url": "https://stackoverflow.com/questions/50626... | === 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 'How to decide when to use Node.js?' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
1ce51686f03eba3519abbd1b | train | error_message_design | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | portfolio | c | typescript | Perform a deep developer-experience analysis for a c project involving typescript. | {"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 | |
84c3ca9db5b731210e98de1a | train | design_consistency | stackexchange | https://stackoverflow.com/questions/750486/how-to-ensure-closures-created-in-a-loop-capture-the-value-of-the-loop-variable | How to ensure closures created in a loop capture the value of the loop variable from their particular iteration? | productivity | scala | api_design | Audit design consistency across a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to ensure closures created in a loop capture the value of the loop variable from their pa... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
6319d4be7357959969c86cae | train | repository_documentation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | python | postgresql | Perform a deep multi-layer analysis of postgresql for a developer_tool using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standar... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ee0c0282a480eee1c75af19e | train | interaction_design | github | https://github.com/storybookjs/storybook | storybookjs/storybook | community | dart | testing | Design interaction states for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "storybookjs/storybook", "source_url": "https://github.com/storybookjs/storybook", "source_typ... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
1be109fda96d52e536dfae43 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | scala | web_performance | Perform a deep multi-layer analysis of web_performance for a landing_page 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 web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
a2d4227e033f56cc0b731a5f | train | refactoring_legacy_code | github | https://github.com/microsoft/Web-Dev-For-Beginners | microsoft/Web-Dev-For-Beginners | dashboard | c | cloud | Refactor a c system related to cloud. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/Web-Dev-For-Beginners", "source_url": "https://github.com/microsoft/Web-Dev-For-Beg... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
5a93a1632db478d3345cef6f | train | refactoring_architecture | pypi | https://pypi.org/project/scrapy/ | scrapy | ecommerce | cpp | ci_cd | Refactor a cpp system related to ci_cd. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 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 | |
967c3b6c1a891d0e6903552b | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | typescript | open_source | Perform a deep multi-layer analysis of open_source 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
5e04e98b8c534f0aeed75ac4 | train | developer_experience | gitlab | https://gitlab.com/blue-dragon/laravel-routes | blue-dragon/laravel-routes | search_interface | shell | mongodb | Perform a deep developer-experience analysis for a shell project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blue-dragon/laravel-routes", "source_url": "https://gitlab.com/blue-dragon/laravel-routes", "... | === 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 | |
186cd04f0434cbb96ae65ae3 | train | error_message_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle | saas | ruby | rest_api | Perform a deep developer-experience analysis for a ruby project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Corey-Doyle", "source_url": "https://codeberg.org/... | === 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 | |
036427289439a4c87dcec70d | train | accessibility_analysis | stackexchange | https://stackoverflow.com/questions/28889826/how-to-set-focus-on-an-input-field-after-rendering | How to set focus on an input field after rendering? | portfolio | cpp | fullstack | Perform a deep multi-layer analysis of fullstack for a portfolio using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to set focus on an input field after rendering?", "source_url": "https://stackoverflow.co... | === 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 'How to set focus on an input field after rendering?' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
d2568da16fa1dbe1cb0aa74d | train | refactoring_modularization | npm | https://www.npmjs.com/package/fastify | fastify | marketplace | shell | css | Refactor a shell system related to css. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
58424cf4779805dcf613bb3e | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | admin_panel | java | testing | Perform a deep multi-layer analysis of testing for a admin_panel 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
bf3e6bc9f1298cdd73441a23 | train | integration_testing | pypi | https://pypi.org/project/django/ | django | community | kotlin | observability | Design integration tests for a kotlin system involving observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
9487194a4aa25e71697bb416 | train | api_design | gitlab | https://gitlab.com/blewpri/ng-master-detail | blewpri/ng-master-detail | marketplace | php | software_architecture | Design a production API for a software_architecture application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blewpri/ng-master-detail", "source_url": "https://gitlab.com/blewpri/ng-master-detail", "sour... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
d56a56bb0b6c6ded16cb0f4c | train | information_architecture | huggingface | https://huggingface.co/datasets/sg-c/aws_bedrock_documentation_demo | sg-c/aws_bedrock_documentation_demo | ecommerce | php | observability | Design the information architecture for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sg-c/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/sg-c/aws... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
b7ead420db4317475d1dc54d | train | security_review | gitlab | https://gitlab.com/mi_udemy/python-for-data-science-and-machine-learning-bootcamp | mi_udemy/python-for-data-science-and-machine-learning-bootcamp | ecommerce | html | devops | Perform a security review of a ecommerce application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mi_udemy/python-for-data-science-and-machine-learning-bootcamp", "source_url": "https://gitla... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
f97f3067ec8ef1295285605e | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/4775722/how-can-i-check-if-an-object-is-an-array | How can I check if an object is an array? | developer_tool | kotlin | deep_learning | Refactor a kotlin system related to deep_learning. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I check if an object is an array?", "source_url": "https://stackoverflow.com/question... | === 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 | |
54480f000f1488026cee102d | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | python | web_accessibility | Perform a deep developer-experience analysis for a python project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
981d287511d5506d5379ab0c | train | javascript_generation | github | https://github.com/microsoft/ML-For-Beginners | microsoft/ML-For-Beginners | dashboard | java | authorization | Implement JavaScript interactions for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/ML-For-Beginners", "source_url": "https://github.com/microsoft/ML-For-Beginners", "... | 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 |
590bb34cdfe3a0e81b483b29 | train | form_ui | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | social_app | rust | graphql | Design an accessible form for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "sour... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
4a30dccb6d91bc64a5dd0c75 | train | ui_design | huggingface | https://huggingface.co/datasets/AmareshHebbar/leetcode-codegen-javascript | AmareshHebbar/leetcode-codegen-javascript | documentation | swift | developer_experience | Design a production-quality UI for a documentation focused on developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmareshHebbar/leetcode-codegen-javascript", "source_url": "https://huggingface.co/datasets/Am... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
3018fd6e49648da1b162dd78 | train | architecture_analysis | gitlab | https://gitlab.com/qmml/qmmlpack | qmml/qmmlpack | community | php | devops | Perform a deep multi-layer analysis of devops for a community using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qmml/qmmlpack", "source_url": "https://gitlab.com/qmml/qmmlpack", "source_type": "repository"... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'qmml/qmmlpack' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
ca7fc16e0a4c930bcd8ba7dc | train | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/287871/how-do-i-print-colored-text-to-the-terminal | How do I print colored text to the terminal? | analytics | scala | redis | Perform a deep multi-layer analysis of redis for a analytics 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": "How do I print colored text to the terminal?", "source_url": "https://stackoverflow.com/quest... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'How do I print colored text to the terminal?' as a source anchor and identify relevant APIs, depend... | web-research-coding-5m-1.1.0 | |
815c539cb3ee23f003a9ae01 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | kotlin | web_performance | Perform a deep multi-layer analysis of web_performance for a education using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
34e81283c184386c6273a20b | train | security_review | stackexchange | https://stackoverflow.com/questions/53120972/how-to-call-loading-function-with-react-useeffect-only-once | How to call loading function with React useEffect only once | productivity | typescript | nlp | Perform a security review of a productivity application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to call loading function with React useEffect only once", "source_url": "https://stackove... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
55e88a58941a93c8e4add4fa | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/1732348/regex-match-open-tags-except-xhtml-self-contained-tags | RegEx match open tags except XHTML self-contained tags | developer_tool | javascript | html | Perform a deep developer-experience analysis for a javascript project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RegEx match open tags except XHTML self-contained tags", "source_url": "https://stackoverflow... | === 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 | |
ec28fbd82815b88ec473c186 | train | accessibility_fix | gitlab | https://gitlab.com/mailman/hyperkitty | mailman/hyperkitty | saas | javascript | developer_experience | Create an accessibility remediation plan for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/hyperkitty", "source_url": "https://gitlab.com/mailman/hyperkitty", "source_type": "r... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4151b6b00638eac680b5992c | train | repository_comparison | gitlab | https://gitlab.com/py3dtiles/py3dtiles | py3dtiles/py3dtiles | education | html | design_system | Perform a deep multi-layer analysis of design_system for a education 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": "py3dtiles/py3dtiles", "source_url": "https://gitlab.com/py3dtiles/py3dtiles", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'py3dtiles/py3dtiles' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
fa9b99976c4a0e695ca47871 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/4696499/meta-charset-utf-8-vs-meta-http-equiv-content-type | <meta charset="utf-8"> vs <meta http-equiv="Content-Type"> | developer_tool | php | python | Perform a deep multi-layer analysis of python for a developer_tool using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "<meta charset="utf-8"> vs <meta http-equiv="Content-Type">", ... | === 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 '<meta charset="utf-8"> vs <meta http-equiv="Content-Type">' as a ... | web-research-coding-5m-1.1.0 | |
d585acb939f3cd622c7ebea3 | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | blog | c | typescript | Create an accessibility remediation plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
47ce5b478099ad34e12447d7 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/israellaguan/axay-javascript-dataset-pn | israellaguan/axay-javascript-dataset-pn | dashboard | rust | linux | Perform a deep developer-experience analysis for a rust project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "israellaguan/axay-javascript-dataset-pn", "source_url": "https://huggingface.co/datasets/isra... | === 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 | |
41d79b15f6ed58b002ba67a8 | train | research_summary | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | ecommerce | kotlin | redis | Summarize the current state of knowledge about redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === OVERVIEW ===
redis in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Node.js Documentation (h... | web-research-coding-5m-1.1.0 | |
0f14f9d52ae6cb82a691baad | train | security_analysis | gitlab | https://gitlab.com/inkscape/extensions | inkscape/extensions | analytics | swift | fullstack | Perform a deep multi-layer analysis of fullstack 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": "inkscape/extensions", "source_url": "https://gitlab.com/inkscape/extensions", "source_type": ... | === 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 'inkscape/extensions' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
b73831d7a4b69f174bfb0590 | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | admin_panel | go | authorization | Perform a deep multi-layer analysis of authorization for a admin_panel 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving authorization. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authorization. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
fcdfe37831a52fb047e8e72a | train | search_query_rewrite | github | https://github.com/browserbase/stagehand | browserbase/stagehand | education | kotlin | nlp | Rewrite and improve a vague search query about nlp 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": "browserbase/stagehand", "source_url": "https://github.com/browserbase/stagehand", "source_typ... | === ORIGINAL (VAGUE) ===
how to do nlp
=== REWRITTEN QUERIES ===
1. nlp official documentation guide
2. nlp production best practices 2025
3. nlp common pitfalls and solutions
4. nlp architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework, environm... | web-research-coding-5m-1.1.0 | |
904154e6fbaa10c0a8b5d218 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/1014861/is-there-a-css-parent-selector | Is there a CSS parent selector? | portfolio | ruby | javascript | Perform a deep developer-experience analysis for a ruby project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a CSS parent selector?", "source_url": "https://stackoverflow.com/questions/1014861/... | === 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 | |
e7bd5d73f88ab8802287b66c | train | fact_verification | pypi | https://pypi.org/project/typer/ | typer | productivity | kotlin | linux | Verify a technical claim about linux. | {"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": "... | === CLAIM ===
A common claim about linux.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depende... | web-research-coding-5m-1.1.0 | |
1bc9f371b37d1875eb825d11 | train | html_generation | huggingface | https://huggingface.co/datasets/hsultanbey/javascript | hsultanbey/javascript | ecommerce | java | api_design | Create semantic HTML for a ecommerce about api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsultanbey/javascript", "source_url": "https://huggingface.co/datasets/hsultanbey/javascript"... | 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 |
f87baf3762d06e451239a650 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/41455101/what-is-the-meaning-of-the-word-logits-in-tensorflow | What is the meaning of the word logits in TensorFlow? | developer_tool | shell | rest_api | 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": "What is the meaning of the word logits in TensorFlow?", "source_url": "https://stackoverflow.... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
739a7254ab00580d58092b07 | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/901712/how-do-i-check-whether-a-checkbox-is-checked-in-jquery | How do I check whether a checkbox is checked in jQuery? | blog | php | caching | Perform a deep developer-experience analysis for a php project involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check whether a checkbox is checked in jQuery?", "source_url": "https://stackoverflo... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
cd2863247437807e23c0e8cc | train | ux_design | pypi | https://pypi.org/project/requests/ | requests | dashboard | scala | open_source | Design the complete UX flow of a dashboard for open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | 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 | |
f29c0efabfba6b2803f8d761 | train | refactoring_api | gitlab | https://gitlab.com/TUSoftwareEngineering/vulnerability-localization-using-machine-learning | TUSoftwareEngineering/vulnerability-localization-using-machine-learning | productivity | scala | javascript | Refactor a scala system related to javascript. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TUSoftwareEngineering/vulnerability-localization-using-machine-learning", "source_url": "http... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | web-research-coding-5m-1.1.0 | |
1d791ba7b76311f17339ae4f | train | root_cause_analysis | npm | https://www.npmjs.com/package/three | three | analytics | python | database | Perform a deep multi-layer analysis of database for a analytics using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'three' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1832bbd8af698be61f58f9d6 | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | go | frontend | Create a component architecture for a landing_page. | {"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", "... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
3e362eec10eab4fbaa74f38a | train | evidence_extraction | gitlab | https://gitlab.com/papalingua/papalingua-app | papalingua/papalingua-app | social_app | rust | developer_experience | Extract verifiable evidence about developer_experience from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "papalingua/papalingua-app", "source_url": "https://gitlab.com/papalingua/papalingua-app", "so... | === SOURCE ===
papalingua/papalingua-app
https://gitlab.com/papalingua/papalingua-app
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is ... | web-research-coding-5m-1.1.0 | |
bde22e72d3580618d123c972 | train | code_review | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | php | nodejs | Perform a production code review of php code related to nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
354e554e7c7ff2e27c35aeb3 | train | dependency_impact_analysis | pypi | https://pypi.org/project/flask/ | flask | finance | css | algorithms | Perform a deep multi-layer analysis of algorithms for a finance 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": "flask", "source_url": "https://pypi.org/project/flask/", "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 'flask' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
5156a620a4d48c678ad109e6 | train | design_tokens | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | landing_page | scala | react | Create design tokens for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
bcc035401f9e59db6ab5b4d0 | train | system_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | admin_panel | go | developer_experience | Perform a deep multi-layer analysis of developer_experience for a admin_panel 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'Django Documentation' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
72935d41a9a4d619aa36f280 | train | typescript_generation | gitlab | https://gitlab.com/illwill/skiptracer | illwill/skiptracer | documentation | kotlin | authorization | Implement TypeScript logic for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "illwill/skiptracer", "source_url": "https://gitlab.com/illwill/skiptracer", "source_type": "r... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
03c6d62a53120ff623c7987d | train | developer_onboarding | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | css | backend | Perform a deep developer-experience analysis for a css project involving backend. | {"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 | |
a425bb787ed181c980995411 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/nakroy/cifar100-python | nakroy/cifar100-python | admin_panel | swift | nodejs | Perform multi-hop research about nodejs: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nakroy/cifar100-python", "source_url": "https://huggingface.co/datasets/nakroy/cifar100-pytho... | === HOP 1 ===
Start at: nakroy/cifar100-python
https://huggingface.co/datasets/nakroy/cifar100-python
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure ... | web-research-coding-5m-1.1.0 | |
f108e477794e9c15e431483d | train | technical_research | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | blog | sql | rest_api | Perform a technical research task about rest_api, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === SCOPE ===
Technical behavior of rest_api.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- TypeScript Documentation (https://www.typescriptlang.org/docs/)... | web-research-coding-5m-1.1.0 | |
f880ad3097937b7c572f9ebe | train | responsive_design | stackexchange | https://stackoverflow.com/questions/5529625/is-it-possible-to-specify-your-own-distance-function-using-scikit-learn-k-means | Is it possible to specify your own distance function using scikit-learn K-Means Clustering? | portfolio | rust | open_source | Create a responsive design strategy for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is it possible to specify your own distance function using scikit-learn K-Means Clustering?",... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
7c3abd640ab735c4e57f6f17 | train | design_review | gitlab | https://gitlab.com/gemseo/dev/gemseo-mlearning | gemseo/dev/gemseo-mlearning | search_interface | scala | debugging | Perform a professional design review of a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gemseo/dev/gemseo-mlearning", "source_url": "https://gitlab.com/gemseo/dev/gemseo-mlearning",... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
bfdd1ea095feb963257b67c7 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/BatsResearch/trove-lib-documentation-assets | BatsResearch/trove-lib-documentation-assets | dashboard | python | open_source | Perform a deep multi-layer analysis of open_source for a dashboard using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BatsResearch/trove-lib-documentation-assets", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'BatsResearch/trove-lib-documentation-assets' as a source anchor and identify relevant A... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7eba41fe9312c99a6f2e7e2e | train | api_developer_experience | pypi | https://pypi.org/project/transformers/ | transformers | developer_tool | ruby | rest_api | Perform a deep developer-experience analysis for a ruby project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
167764b7b8bb15f14698b80e | train | security_analysis | web_docs | https://doc.rust-lang.org/ | Rust Documentation | saas | python | postgresql | Perform a deep multi-layer analysis of postgresql for a saas using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'Rust Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ed8c4114899369c644ff6310 | train | design_to_code | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | community | go | backend | Translate a community design into maintainable go code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
bc32ddd98cd8906d4e3f0f64 | train | refactoring_api | pypi | https://pypi.org/project/scrapy/ | scrapy | landing_page | python | graphql | Refactor a python system related to graphql. Focus on refactoring api. | {"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":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve API contracts, validation, error semantics, compatibility, and versioning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4.... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
213cfa9b8ab4497850f3c0d9 | train | integration_testing | npm | https://www.npmjs.com/package/typescript | typescript | search_interface | shell | linux | Design integration tests for a shell system involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
d54623215a7534bd32e0dafc | train | nextjs_generation | stackexchange | https://stackoverflow.com/questions/762011/what-is-the-difference-between-let-and-var | What is the difference between "let" and "var"? | education | swift | kubernetes | Design a Next.js architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between "let" and "var"?", "source_url": "https://... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
143167a4a057d2e2a7557094 | train | refactoring_security | pypi | https://pypi.org/project/requests/ | requests | portfolio | ruby | open_source | Refactor a ruby system related to open_source. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 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 | |
e911dcf0ac1678d6d4e6a80a | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | portfolio | scala | javascript | Design a data structure in scala for javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
a874aa8a431b280bcde52dcd | train | responsive_design | huggingface | https://huggingface.co/datasets/YuanHo/OCR-Synthetic-Multilingual-v1 | YuanHo/OCR-Synthetic-Multilingual-v1 | productivity | scala | user_experience | Create a responsive design strategy for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "YuanHo/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/YuanHo/... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
a66267af6f5754844bb2f5ac | train | repository_architecture | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | developer_tool | css | rest_api | Perform a deep multi-layer analysis of rest_api for a developer_tool 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": "JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929", "so... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929' as a... | web-research-coding-5m-1.1.0 | |
c04f41d0c7b8662823f0909d | train | ux_design | npm | https://www.npmjs.com/package/three | three | dashboard | rust | software_architecture | Design the complete UX flow of a dashboard for software_architecture. | {"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... | 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 | |
e52f47b74d37e919669530fc | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/codeparrot/github-code | codeparrot/github-code | finance | java | design_system | Perform a deep multi-layer analysis of design_system for a finance 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": "codeparrot/github-code", "source_url": "https://huggingface.co/datasets/codeparrot/github-cod... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'codeparrot/github-code' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
9916c26d0d2ba49be408d436 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | typescript | linux | Perform a deep multi-layer analysis of linux for a developer_tool using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
832a1029309cee0888da3d4e | train | multi_layer_analysis | npm | https://www.npmjs.com/package/prettier | prettier | finance | scala | testing | Perform a deep multi-layer analysis of testing for a finance using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
d135d99ac30b33f0a3907607 | train | refactoring_observability | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | finance | php | design_system | Refactor a php system related to design_system. Focus on refactoring observability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
0f8ff0fceec8af0a84030de6 | train | design_tokens | gitlab | https://gitlab.com/cyber5k/mistborn | cyber5k/mistborn | marketplace | kotlin | javascript | Create design tokens for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cyber5k/mistborn", "source_url": "https://gitlab.com/cyber5k/mistborn", "source_type": "repos... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
d48bae1bca7d45319991eba8 | train | research_summary | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | saas | javascript | redis | Summarize the current state of knowledge about redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === OVERVIEW ===
redis in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Node.js Documentation (h... | web-research-coding-5m-1.1.0 | |
a94aa0c816a79c0b5b00f634 | train | information_architecture | pypi | https://pypi.org/project/httpx/ | httpx | dashboard | python | developer_experience | Design the information architecture for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ce0c596b7687d2ca5d151e79 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | c | open_source | Create a unit-testing strategy for c code involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
3a60a0bcee4b9f692740460d | train | evidence_extraction | github | https://github.com/ChatGPTNextWeb/NextChat | ChatGPTNextWeb/NextChat | social_app | html | user_experience | Extract verifiable evidence about user_experience from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ChatGPTNextWeb/NextChat", "source_url": "https://github.com/ChatGPTNextWeb/NextChat", "source... | === SOURCE ===
ChatGPTNextWeb/NextChat
https://github.com/ChatGPTNextWeb/NextChat
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the ... | web-research-coding-5m-1.1.0 | |
f9a828f76108dfdbabd690d9 | train | html_generation | huggingface | https://huggingface.co/datasets/andito/qwentts-cpp-python-wheels | andito/qwentts-cpp-python-wheels | marketplace | python | caching | Create semantic HTML for a marketplace about caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "andito/qwentts-cpp-python-wheels", "source_url": "https://huggingface.co/datasets/andito/qwen... | 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 |
e866ca15e6965db9150d2aaf | train | refactoring_testability | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000 | TaskPuppyAI/lunamax-multitask-programming-1000 | dashboard | kotlin | debugging | Refactor a kotlin system related to debugging. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-1000", "source_url": "https://huggingface.co/datase... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
d0934ea868110fd37da1f4f2 | train | repository_documentation | huggingface | https://huggingface.co/datasets/Delcastillo8/machine_learning_project | Delcastillo8/machine_learning_project | social_app | html | algorithms | Perform a deep multi-layer analysis of algorithms for a social_app using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Delcastillo8/machine_learning_project", "source_url": "https://huggingface.co/datasets/Delcas... | === 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 'Delcastillo8/machine_learning_project' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
24867ec306c5af4eb74b2e1f | train | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | search_interface | shell | authentication | Design interaction states for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
cd2cb2b7dc8b146caec260a0 | train | design_accessibility | gitlab | https://gitlab.com/pymarc/pymarc | pymarc/pymarc | documentation | cpp | computer_vision | Audit accessibility for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pymarc/pymarc", "source_url": "https://gitlab.com/pymarc/pymarc", "source_type": "repository"... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e8ecdde7d20b026c56098702 | train | upgrade_experience | huggingface | https://huggingface.co/datasets/HaomingSong/lerobot-documentation-images | HaomingSong/lerobot-documentation-images | community | typescript | design_system | Perform a deep developer-experience analysis for a typescript project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HaomingSong/lerobot-documentation-images", "source_url": "https://huggingface.co/datasets/Hao... | === 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 | |
c8147e2247239177a4284b48 | train | source_comparison | gitlab | https://gitlab.com/blewpri/ng-master-detail | blewpri/ng-master-detail | marketplace | kotlin | testing | Compare multiple sources about testing 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": "blewpri/ng-master-detail", "source_url": "https://gitlab.com/blewpri/ng-master-detail", "sour... | === SOURCES ===
- blewpri/ng-master-detail (https://gitlab.com/blewpri/ng-master-detail)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, enviro... | web-research-coding-5m-1.1.0 | |
eaf49761f3f733ce2edef089 | train | integration_testing | github | https://github.com/reflex-dev/reflex | reflex-dev/reflex | social_app | css | authentication | Design integration tests for a css system involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "reflex-dev/reflex", "source_url": "https://github.com/reflex-dev/reflex", "source_type": "rep... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
68710446b14cbec6b5af81cd | train | risk_analysis | pypi | https://pypi.org/project/pandas/ | pandas | productivity | kotlin | data_structures | Perform a deep multi-layer analysis of data_structures for a productivity using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
dc4f2d5d31998f1436876a07 | train | technical_research | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-python | Reset23/the-stack-v2-python | admin_panel | swift | caching | Perform a technical research task about caching, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-python", "source_url": "https://huggingface.co/datasets/Reset23/the-stac... | === SCOPE ===
Technical behavior of caching.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Reset23/the-stack-v2-python (https://huggingface.co/datasets/Res... | web-research-coding-5m-1.1.0 | |
34463688837719d6fa973d8d | train | security_review | stackexchange | https://stackoverflow.com/questions/2701192/what-characters-can-be-used-for-up-down-triangle-arrow-without-stem-for-displa | What characters can be used for up/down triangle (arrow without stem) for display in HTML? | social_app | rust | microservices | Perform a security review of a social_app application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What characters can be used for up/down triangle (arrow without stem) for display in HTML?", ... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
4003041ff92e8109cb6008f9 | train | refactoring_testability | stackexchange | https://stackoverflow.com/questions/59013109/runtimeerror-input-type-torch-floattensor-and-weight-type-torch-cuda-floatte | RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should be the same | admin_panel | c | ci_cd | Refactor a c system related to ci_cd. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
91488df226a039d31cd2bed7 | train | component_design | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | marketplace | kotlin | postgresql | Design reusable UI components for a marketplace. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
51bff87ebc9cc2219aee4896 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | analytics | php | nextjs | Perform a deep developer-experience analysis for a php project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === 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 | |
835949efa33fbc8ffd8aac8a | train | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/11284634/upgrade-node-js-to-the-latest-version-on-mac-os | Upgrade Node.js to the latest version on Mac OS | finance | java | python | Perform a deep multi-layer analysis of python for a finance 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": "Upgrade Node.js to the latest version on Mac OS", "source_url": "https://stackoverflow.com/qu... | === 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 'Upgrade Node.js to the latest version on Mac OS' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
ffefa1bee12bda17a1e258f2 | train | build_experience | web_docs | https://docs.djangoproject.com/ | Django Documentation | blog | javascript | javascript | Perform a deep developer-experience analysis for a javascript project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. 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 | |
c9f33a29eeef37121051c420 | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/1338728/how-do-i-delete-a-commit-from-a-branch | How do I delete a commit from a branch? | dashboard | python | nodejs | Refactor a python system related to nodejs. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I delete a commit from a branch?", "source_url": "https://stackoverflow.com/questions/... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f354b46a050f1ba37176e3fc | train | security_analysis | gitlab | https://gitlab.com/vgg/via-suite/via | vgg/via-suite/via | saas | javascript | nlp | Perform a deep multi-layer analysis of nlp for a saas 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": "vgg/via-suite/via", "source_url": "https://gitlab.com/vgg/via-suite/via", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'vgg/via-suite/via' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
2cb54a84bae60057bf8aabad | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | html | caching | Perform a deep multi-layer analysis of caching for a developer_tool using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
64b9aab6db0ea6aa7a784e6f | train | product_analysis | stackexchange | https://stackoverflow.com/questions/359494/which-equals-operator-vs-should-be-used-in-javascript-comparisons | Which equals operator (== vs ===) should be used in JavaScript comparisons? | admin_panel | kotlin | docker | Perform a deep multi-layer analysis of docker for a admin_panel using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Which equals operator (== vs ===) should be used in JavaScript comparisons?", "source_url": "... | === 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 'Which equals operator (== vs ===) should be used in JavaScript comparisons?' as a source anchor a... | web-research-coding-5m-1.1.0 | |
955ddef2f231840b77bc1615 | train | upgrade_experience | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | finance | go | nextjs | Perform a deep developer-experience analysis for a go project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 |
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