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eea469c1fa640f41ed0017e9 | train | local_development_experience | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | ecommerce | rust | debugging | Perform a deep developer-experience analysis for a rust project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 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 | |
1ab2209e5aecfd7856e262c8 | train | architecture_analysis | pypi | https://pypi.org/project/rich/ | rich | blog | sql | caching | Perform a deep multi-layer analysis of caching for a blog using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "ca... | === 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 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
7ed85b5873b0d0cf392619df | train | api_design | huggingface | https://huggingface.co/datasets/dominexmacedon/Puma-Programming-Language-Dataset | dominexmacedon/Puma-Programming-Language-Dataset | finance | css | api_design | Design a production API for a api_design application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dominexmacedon/Puma-Programming-Language-Dataset", "source_url": "https://huggingface.co/data... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
15c984114ff4558b8bbad35e | train | design_accessibility | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | css | software_architecture | Audit accessibility for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
635e10b1fbc553083305f47c | train | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | ruby | typescript | Refactor a ruby system related to typescript. Focus on refactoring modularization. | {"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", "... | === 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 | |
cb00e65784358a2b7b5e4a98 | train | integration_testing | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-2048 | AkshithAI/starcoderdata-javascript-ctx-2048 | ecommerce | javascript | data_engineering | Design integration tests for a javascript system involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-2048", "source_url": "https://huggingface.co/datasets/... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
82579b808379a8ce5f8528cb | train | code_explanation | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | ecommerce | c | web_performance | Explain a c implementation related to web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
b30f6f21bb4b94d9de01cb4b | train | interaction_design | huggingface | https://huggingface.co/datasets/ThomasTheMaker/arc-stack-javascript | ThomasTheMaker/arc-stack-javascript | landing_page | ruby | nlp | Design interaction states for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ThomasTheMaker/arc-stack-javascript", "source_url": "https://huggingface.co/datasets/ThomasTh... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
566c7683b933e0217f83f095 | train | source_comparison | stackexchange | https://stackoverflow.com/questions/237104/how-do-i-check-if-an-array-includes-a-value-in-javascript | How do I check if an array includes a value in JavaScript? | developer_tool | go | open_source | Compare multiple sources about open_source 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": "How do I check if an array includes a value in JavaScript?", "source_url": "https://stackover... | === SOURCES ===
- How do I check if an array includes a value in JavaScript? (https://stackoverflow.com/questions/237104/how-do-i-check-if-an-array-includes-a-value-in-javascript)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRAD... | web-research-coding-5m-1.1.0 | |
57ab7700323a7297e3431fc2 | train | design_tokens | huggingface | https://huggingface.co/datasets/AmazonScience/MultilingualMultiModalClassification | AmazonScience/MultilingualMultiModalClassification | education | python | data_engineering | Create design tokens for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmazonScience/MultilingualMultiModalClassification", "source_url": "https://huggingface.co/da... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2db3f0ce5fbc450f2f9db47c | train | integration_testing | npm | https://www.npmjs.com/package/fastify | fastify | saas | go | design_system | Design integration tests for a go system involving design_system. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
c2eb7c118fa2d2425bceb185 | train | debugging_experience | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | marketplace | rust | cloud | Perform a deep developer-experience analysis for a rust project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | === 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 | |
6ee8df9de9c4f7a8d9d23c68 | train | design_components | huggingface | https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo | yourbench/aws_bedrock_documentation_demo | community | ruby | python | Create a component architecture for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "yourbench/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/you... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
4a717c2a6d77a27950424d09 | train | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | ruby | data_engineering | Refactor a ruby system related to data_engineering. Focus on refactoring observability. | {"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... | === 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 | |
99bc6fcc4ebd3fadf7c66c70 | train | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | search_interface | php | serverless | Refactor a php system related to serverless. Focus on refactoring legacy code. | {"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... | === 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 | |
a0e05b7621527756eccc14b1 | train | api_design | codeberg | https://codeberg.org/sanjai-shaarugesh/Advanced-media-controller | sanjai-shaarugesh/Advanced-media-controller | admin_panel | javascript | algorithms | Design a production API for a algorithms application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sanjai-shaarugesh/Advanced-media-controller", "source_url": "https://codeberg.org/sanjai-shaa... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
c4ea1d0078dec86b69beb7a8 | train | seo_fix | npm | https://www.npmjs.com/package/rollup | rollup | blog | swift | open_source | Create an SEO improvement plan for a blog about open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
8bb97bb48ac2cae69c44affc | train | accessibility_fix | huggingface | https://huggingface.co/datasets/jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | jason1966/aminasalamt_heart-disease-prediction-using-machine-learning | productivity | shell | nextjs | Create an accessibility remediation plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jason1966/aminasalamt_heart-disease-prediction-using-machine-learning", "source_url": "https:... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
52e4d07ee67b30e442e02ae4 | train | dx_analysis | pypi | https://pypi.org/project/django/ | django | admin_panel | rust | user_experience | Perform a deep developer-experience analysis for a rust project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. 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 | |
2785cd9c7a959bedd7d8470e | train | information_architecture | github | https://github.com/DavidHDev/react-bits | DavidHDev/react-bits | landing_page | ruby | nodejs | Design the information architecture for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DavidHDev/react-bits", "source_url": "https://github.com/DavidHDev/react-bits", "source_type"... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
461a72c63dff4299c86b6b43 | train | ux_design | codeberg | https://codeberg.org/13thab/2 | 13thab/2 | search_interface | rust | nextjs | Design the complete UX flow of a search_interface for nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "13thab/2", "source_url": "https://codeberg.org/13thab/2", "source_type": "repository", "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 | |
0adb30611fe48ac43860af53 | train | design_system | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | community | python | python | Create a scalable design system for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
35ad46f434b9df23ca8bf66f | train | search_intent_classification | web_docs | https://go.dev/doc/ | Go Documentation | portfolio | cpp | software_architecture | Classify the search intent for a query about software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"software_architecture vs alternatives"
=== CLASSIFICATION ===
Comparative / in... | web-research-coding-5m-1.1.0 | |
bb14219e99a58da88744c2e2 | train | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | productivity | php | api_design | Perform a deep multi-layer analysis of api_design for a productivity using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
fe63d6b5f5a05a9fb6241f7c | train | technical_research | pypi | https://pypi.org/project/scrapy/ | scrapy | documentation | shell | react | Perform a technical research task about react, focused on implementation details. | {"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":... | === SCOPE ===
Technical behavior of react.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- scrapy (https://pypi.org/project/scrapy/)
- Official documentation... | web-research-coding-5m-1.1.0 | |
19a24a00bb6bdefe7024c5e1 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/angie-chen55/python-github-code | angie-chen55/python-github-code | dashboard | php | mongodb | Find and summarize the relevant documentation for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "angie-chen55/python-github-code", "source_url": "https://huggingface.co/datasets/angie-chen55... | === RELEVANT DOCS ===
- angie-chen55/python-github-code
https://huggingface.co/datasets/angie-chen55/python-github-code
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences an... | web-research-coding-5m-1.1.0 | |
1dbce071831546c6c9e92763 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/16476924/how-can-i-iterate-over-rows-in-a-pandas-dataframe | How can I iterate over rows in a Pandas DataFrame? | search_interface | c | algorithms | Refactor a c system related to algorithms. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I iterate over rows in a Pandas DataFrame?", "source_url": "https://stackoverflow.com... | === 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 | |
604fe13872f7547a836a8295 | train | research_plan | npm | https://www.npmjs.com/package/vite | vite | blog | cpp | deep_learning | Build a structured research plan to deeply understand deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vite", "source_url": "https://www.npmjs.com/package/vite", "source_type": "package", "topic":... | === GOAL ===
Produce a reliable, current, and actionable understanding of deep_learning.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findi... | web-research-coding-5m-1.1.0 | |
71ba0620a0e91089ca4712f9 | train | documentation_page | gitlab | https://gitlab.com/ai_lab_cs_lm/2024_2025/ai_course_template | ai_lab_cs_lm/2024_2025/ai_course_template | documentation | dart | rest_api | Design a developer documentation page for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ai_lab_cs_lm/2024_2025/ai_course_template", "source_url": "https://gitlab.com/ai_lab_cs_lm/20... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
965d1eab4da27d2850556ac3 | train | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | c | web_performance | Design a production API for a web_performance application. | {"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", "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
1ab4926b2f5fd845faca941b | train | build_experience | huggingface | https://huggingface.co/datasets/armand0e/claude-fable-5-claude-code | armand0e/claude-fable-5-claude-code | portfolio | rust | database | Perform a deep developer-experience analysis for a rust project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "armand0e/claude-fable-5-claude-code", "source_url": "https://huggingface.co/datasets/armand0e... | === 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 | |
ef2a5e61949fba4bff699ba2 | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/53332321/react-hook-warnings-for-async-function-in-useeffect-useeffect-function-must-ret | React Hook Warnings for async function in useEffect: useEffect function must return a cleanup function or nothing | developer_tool | c | serverless | Refactor a c system related to serverless. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Hook Warnings for async function in useEffect: useEffect function must return a cleanup... | === 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 | |
18706bd92d25f2e68a2a8549 | train | repository_documentation | stackexchange | https://stackoverflow.com/questions/12952729/how-to-understand-locality-sensitive-hashing | How to understand Locality Sensitive Hashing? | dashboard | css | nlp | Perform a deep multi-layer analysis of nlp for a dashboard 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": "How to understand Locality Sensitive Hashing?", "source_url": "https://stackoverflow.com/ques... | === 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 'How to understand Locality Sensitive Hashing?' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
8082ddf5d5329cdf05262611 | train | seo_fix | codeberg | https://codeberg.org/itworksmoothly8375/5000vanilaJavaScript | itworksmoothly8375/5000vanilaJavaScript | landing_page | swift | user_experience | Create an SEO improvement plan for a landing_page about user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "itworksmoothly8375/5000vanilaJavaScript", "source_url": "https://codeberg.org/itworksmoothly8... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
13606a8ba9b141db33a10d37 | train | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | admin_panel | sql | javascript | Refactor a sql system related to javascript. Focus on refactoring maintainability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
fbbfced160f046b3fe77cbd2 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | typescript | rest_api | Perform a deep developer-experience analysis for a typescript project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. 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 | |
03fd2e31512822f98175f234 | train | design_accessibility | pypi | https://pypi.org/project/uvicorn/ | uvicorn | finance | swift | graphql | Audit accessibility for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
dd3ec16aeb833547daa124ae | train | web_search_query | codeberg | https://codeberg.org/emilypummeroy/100-exercises-to-learn-rust | emilypummeroy/100-exercises-to-learn-rust | landing_page | c | serverless | Write an effective web search query to research the topic: serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "emilypummeroy/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/emilypummeroy... | === QUERY ===
serverless best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- serverless
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
6d3b5e00b7b1ec20f30785ab | train | search_query_rewrite | pypi | https://pypi.org/project/scrapy/ | scrapy | admin_panel | sql | developer_experience | Rewrite and improve a vague search query about developer_experience 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": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === ORIGINAL (VAGUE) ===
how to do developer_experience
=== REWRITTEN QUERIES ===
1. developer_experience official documentation guide
2. developer_experience production best practices 2025
3. developer_experience common pitfalls and solutions
4. developer_experience architecture patterns with examples
=== RATIONALE ... | web-research-coding-5m-1.1.0 | |
0b29744dc14f30e31911ecf7 | train | interaction_design | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-8192 | AkshithAI/starcoderdata-javascript-ctx-8192 | dashboard | swift | debugging | Design interaction states for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-8192", "source_url": "https://huggingface.co/datasets/... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
dbfc52e6542ff38eaa3a22c2 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-neg-answer | joey234/mmlu-machine_learning-neg-answer | social_app | css | fullstack | Refactor a css system related to fullstack. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-neg-answer", "source_url": "https://huggingface.co/datasets/joe... | === 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 | |
988597e370a49cb200c59e98 | train | local_development_experience | stackexchange | https://stackoverflow.com/questions/17982111/sass-variable-in-css-calc-function | Sass Variable in CSS calc() function | analytics | kotlin | mongodb | Perform a deep developer-experience analysis for a kotlin project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Sass Variable in CSS calc() function", "source_url": "https://stackoverflow.com/questions/179... | === 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 | |
9834ba763abad01d201dc61e | train | repository_understanding | gitlab | https://gitlab.com/TUSoftwareEngineering/vulnerability-localization-using-machine-learning | TUSoftwareEngineering/vulnerability-localization-using-machine-learning | dashboard | swift | security | Perform a deep multi-layer analysis of security for a dashboard 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": "TUSoftwareEngineering/vulnerability-localization-using-machine-learning", "source_url": "http... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'TUSoftwareEngineering/vulnerability-localization-using-machine-learning' as a source anchor a... | web-research-coding-5m-1.1.0 | |
5279826de34a1b66c1d5c833 | train | ux_design | pypi | https://pypi.org/project/pydantic/ | pydantic | portfolio | swift | authorization | Design the complete UX flow of a portfolio for authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | 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 | |
9377af5a9537f382210a9d20 | train | repository_architecture | codeberg | https://codeberg.org/fhupp/_cargo-index | fhupp/_cargo-index | finance | javascript | sql | Perform a deep multi-layer analysis of sql for a finance 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": "fhupp/_cargo-index", "source_url": "https://codeberg.org/fhupp/_cargo-index", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'fhupp/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
aa86384103b82f2ca56d907e | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | scala | security | Refactor a scala system related to security. Focus on refactoring architecture. | {"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... | === 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 | |
404fc63c87c0fdd2e7b2ab1b | train | debugging_experience | web_docs | https://docs.docker.com/ | Docker Documentation | ecommerce | php | design_system | Perform a deep developer-experience analysis for a php project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 | |
89e0ad9b4a262c276727ca1e | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | rust | frontend | Explain a rust implementation related to frontend. | {"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 inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
bd6a6345aea7ac636b2a4d46 | train | refactoring_scalability | gitlab | https://gitlab.com/gitlab-data/ds-component-pipeline | gitlab-data/ds-component-pipeline | developer_tool | css | fullstack | Refactor a css system related to fullstack. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-data/ds-component-pipeline", "source_url": "https://gitlab.com/gitlab-data/ds-componen... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
134ec7b1abfbf02fed83459e | train | interaction_design | gitlab | https://gitlab.com/roth1002/awesome-javascript | roth1002/awesome-javascript | search_interface | java | database | 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": "roth1002/awesome-javascript", "source_url": "https://gitlab.com/roth1002/awesome-javascript",... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
77db82fe303e7437506c1f0e | train | security_analysis | pypi | https://pypi.org/project/typer/ | typer | search_interface | python | api_design | Perform a deep multi-layer analysis of api_design for a search_interface 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": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'typer' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
24b55be160cb4b8f55042a70 | train | typescript_generation | gitlab | https://gitlab.com/nitk-nest/nest | nitk-nest/nest | education | typescript | developer_experience | Implement TypeScript logic for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nitk-nest/nest", "source_url": "https://gitlab.com/nitk-nest/nest", "source_type": "repositor... | 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 |
cbc3bce7a39bbdbb98da18d3 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/20035101/why-does-my-javascript-code-receive-a-no-access-control-allow-origin-header-i | Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header is present on the requested resource" error, while Postman does not? | social_app | swift | microservices | Perform a deep developer-experience analysis for a swift project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why does my JavaScript code receive a "No 'Access-Control-Allow-Origin' header i... | === 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 | |
d0970e93d6a2759f8d15a37e | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | education | css | algorithms | Design a complete responsive education for algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
07b076d58db51a16cd3c82a9 | train | react_generation | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | developer_tool | go | database | Design React components for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khushbu313/text_to_javascript", "source_url": "https://huggingface.co/datasets/khushbu313/tex... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
cda75993fdea8da23f0fd934 | train | repository_documentation | gitlab | https://gitlab.com/smolpxl/smolpxl | smolpxl/smolpxl | documentation | rust | deep_learning | Perform a deep multi-layer analysis of deep_learning for a documentation using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smolpxl/smolpxl", "source_url": "https://gitlab.com/smolpxl/smolpxl", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'smolpxl/smolpxl' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
48601e1fc7214c1bf68dc2f5 | train | api_developer_experience | web_docs | https://docs.python.org/3/ | Python Documentation | productivity | html | mongodb | Perform a deep developer-experience analysis for a html project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 | |
141c298b8b3dd8d4a9912fe2 | train | performance_analysis | stackexchange | https://stackoverflow.com/questions/31079081/how-can-i-programmatically-navigate-using-react-router | How can I programmatically navigate using React Router? | search_interface | scala | react | Perform a deep multi-layer analysis of react for a search_interface 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 can I programmatically navigate using React Router?", "source_url": "https://stackoverflo... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'How can I programmatically navigate using React Router?' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
dfae7568d0a3c9dae3137355 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | social_app | python | developer_experience | Create design tokens for a social_app. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
e24072489940ac5f60a2b5d8 | train | integration_testing | pypi | https://pypi.org/project/flask/ | flask | ecommerce | html | database | Design integration tests for a html system involving database. | {"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": "... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
6566f5045d3f022b71bafcfd | train | ui_design | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | search_interface | shell | frontend | Design a production-quality UI for a search_interface focused on frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
5d757f5f5d9c3b9c878fe769 | train | design_tokens | huggingface | https://huggingface.co/datasets/introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | documentation | kotlin | javascript | Create design tokens for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics", "source_url": "htt... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
800bbe87fb69f084121695dd | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | portfolio | ruby | microservices | Perform a deep developer-experience analysis for a ruby project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
44e9ee89dbf4ee5ea65a0529 | train | design_accessibility | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | community | sql | computer_vision | Audit accessibility for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
d87a09d976c0136a2dad1a0d | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/6157497/printing-to-console-without-a-trailing-newline | Printing to console without a trailing newline? | productivity | c | deep_learning | Refactor a c system related to deep_learning. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Printing to console without a trailing newline?", "source_url": "https://stackoverflow.com/qu... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
a1fc4d1272925acd278be64e | train | security_analysis | web_docs | https://go.dev/doc/ | Go Documentation | portfolio | typescript | api_design | Perform a deep multi-layer analysis of api_design for a portfolio 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
61464af7a0066c08f2ddf1bc | train | ux_design | 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? | marketplace | javascript | authorization | Design the complete UX flow of a marketplace for authorization. | {"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... | 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 | |
8cbc4283767750cf3ac1af0a | train | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | java | graphql | Perform a deep developer-experience analysis for a java project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. 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 | |
a771565bd5c5af332461ab9a | train | scalability_analysis | npm | https://www.npmjs.com/package/eslint | eslint | landing_page | ruby | react | Perform a deep multi-layer analysis of react for a landing_page using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
782faf10c34ccceb62c39517 | train | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | swift | javascript | Design React components for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
0de767cee987c2d8a0ed76b0 | train | responsive_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | education | c | serverless | Create a responsive design strategy for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
92afa59c70673d7700cffa94 | train | typescript_generation | huggingface | https://huggingface.co/datasets/lilacai/lilac-textbook_quality_programming | lilacai/lilac-textbook_quality_programming | admin_panel | css | devops | Implement TypeScript logic for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lilacai/lilac-textbook_quality_programming", "source_url": "https://huggingface.co/datasets/l... | 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 |
fedd3158d56b9600c178050e | train | repository_documentation | pypi | https://pypi.org/project/pytest/ | pytest | landing_page | ruby | sql | Perform a deep multi-layer analysis of sql for a landing_page using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical... | web-research-coding-5m-1.1.0 | |
31d36e8d2a764d0e4f6ea125 | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/53513/how-do-i-check-if-a-list-is-empty | How do I check if a list is empty? | finance | scala | react | Perform a deep developer-experience analysis for a scala project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if a list is empty?", "source_url": "https://stackoverflow.com/questions/53513... | === 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 | |
c15711275fc88301ab22b903 | train | unit_testing | gitlab | https://gitlab.com/gitlab-org/gitlab-pages | gitlab-org/gitlab-pages | social_app | kotlin | html | Create a unit-testing strategy for kotlin code involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-org/gitlab-pages", "source_url": "https://gitlab.com/gitlab-org/gitlab-pages", "source... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
623929784dd800577d71beea | train | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | c | react | Perform a deep developer-experience analysis for a c project involving react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. 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 | |
dbe6cb6dd4f6e579c50a805f | train | risk_analysis | codeberg | https://codeberg.org/0x0079/4ring | 0x0079/4ring | landing_page | html | open_source | Perform a deep multi-layer analysis of open_source for a landing_page 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": "0x0079/4ring", "source_url": "https://codeberg.org/0x0079/4ring", "source_type": "repository"... | === 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 '0x0079/4ring' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
fd39ee15c71b9a47c9e66bc1 | train | refactoring_security | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | community | ruby | authentication | Refactor a ruby system related to authentication. Focus on refactoring security. | {"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": "... | === 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 | |
929fa0c7d9561f9d84ed15f8 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | ecommerce | rust | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a ecommerce using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/CodeAlpaca_20K", "source_url": "https://huggingface.co/datasets/HuggingFaceH4/C... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'HuggingFaceH4/CodeAlpaca_20K' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
1f3f9f7d3dd68cc9cf853044 | train | repository_comparison | npm | https://www.npmjs.com/package/svelte | svelte | saas | typescript | docker | Perform a deep multi-layer analysis of docker for a saas 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
22fe9b9f73eb60f60066a287 | train | nextjs_generation | npm | https://www.npmjs.com/package/prettier | prettier | social_app | kotlin | distributed_systems | Design a Next.js architecture for a social_app. | {"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", ... | 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 |
b1f36cae47708291d833c909 | train | security_analysis | huggingface | https://huggingface.co/datasets/arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | arolstar52/ocr-synthetic-multilingual-v1-tokenized-en | landing_page | c | rest_api | Perform a deep multi-layer analysis of rest_api for a landing_page using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arolstar52/ocr-synthetic-multilingual-v1-tokenized-en", "source_url": "https://huggingface.co... | === 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 'arolstar52/ocr-synthetic-multilingual-v1-tokenized-en' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
2fa5c35b9343031a336b5ff0 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | ecommerce | python | security | Perform a deep multi-layer analysis of security for a ecommerce 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": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'averoo/sc_JavaScript' 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 |
65c9a0585904501e86835481 | train | local_development_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | search_interface | css | kubernetes | Perform a deep developer-experience analysis for a css project involving kubernetes. | {"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. 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 | |
3a0dcedac70736b387bfe3f0 | train | debugging | stackexchange | https://stackoverflow.com/questions/679915/how-do-i-test-for-an-empty-javascript-object | How do I test for an empty JavaScript object? | analytics | scala | data_engineering | Create a realistic scala debugging problem involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I test for an empty JavaScript object?", "source_url": "https://stackoverflow.com/ques... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
3ef3d640f0f0a995f387b39c | train | repository_dependency_analysis | github | https://github.com/PostHog/posthog | PostHog/posthog | community | go | fullstack | Perform a deep multi-layer analysis of fullstack for a community 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": "PostHog/posthog", "source_url": "https://github.com/PostHog/posthog", "source_type": "reposit... | === 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 'PostHog/posthog' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
907756422261228dbfed5b47 | train | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/1033156/how-can-i-write-ahover-in-inline-css | How can I write 'a:hover' in inline CSS? | portfolio | kotlin | react | Refactor a kotlin system related to react. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I write 'a:hover' in inline CSS?", "source_url": "https://stackoverflow.com/q... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
ec7a632cb8d593f551f63327 | train | javascript_generation | pypi | https://pypi.org/project/numpy/ | numpy | portfolio | php | react | Implement JavaScript interactions for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | 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 |
cc86ddc1d132e75009ff5c72 | train | ux_analysis | github | https://github.com/mermaid-js/mermaid | mermaid-js/mermaid | saas | typescript | redis | Perform a deep multi-layer analysis of redis for a saas 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": "mermaid-js/mermaid", "source_url": "https://github.com/mermaid-js/mermaid", "source_type": "r... | === 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 'mermaid-js/mermaid' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
e3504372891f105cf61585ec | train | refactoring_legacy_code | gitlab | https://gitlab.com/materials-modeling/icet | materials-modeling/icet | search_interface | cpp | algorithms | Refactor a cpp system related to algorithms. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "materials-modeling/icet", "source_url": "https://gitlab.com/materials-modeling/icet", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
611acc5e013b972a1708f57f | train | repository_understanding | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | search_interface | javascript | fullstack | Perform a deep multi-layer analysis of fullstack for a search_interface using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ArchiveBox/ArchiveBox", "source_url": "https://github.com/ArchiveBox/ArchiveBox", "source_typ... | === 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 'ArchiveBox/ArchiveBox' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
8cea95ff0da7f10b907c4d70 | train | dashboard | huggingface | https://huggingface.co/datasets/Omar-keita/Machine-Learning-Socratic-Dataset | Omar-keita/Machine-Learning-Socratic-Dataset | landing_page | html | fullstack | Design a production dashboard for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Omar-keita/Machine-Learning-Socratic-Dataset", "source_url": "https://huggingface.co/datasets... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
ee16ae395045cdb4382a4b6c | train | fact_verification | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | developer_tool | python | design_system | Verify a technical claim about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | === CLAIM ===
A common claim about design_system.
=== 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2a015d77370dffb64ecd008f | train | ux_analysis | gitlab | https://gitlab.com/frontierdevelopmentlab/disaster-prevention/cubesatfloods | frontierdevelopmentlab/disaster-prevention/cubesatfloods | portfolio | sql | cloud | Perform a deep multi-layer analysis of cloud for a portfolio using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "frontierdevelopmentlab/disaster-prevention/cubesatfloods", "source_url": "https://gitlab.com/... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'frontierdevelopmentlab/disaster-prevention/cubesatfloods' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
3d7e199068c093b5df883e59 | train | refactoring_api | codeberg | https://codeberg.org/rutgerclaes/2025-advent-of-code-rs | rutgerclaes/2025-advent-of-code-rs | social_app | scala | caching | Refactor a scala system related to caching. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rutgerclaes/2025-advent-of-code-rs", "source_url": "https://codeberg.org/rutgerclaes/2025-adv... | === 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 | |
556c3f13615bfc86c0de7d3c | train | refactoring_modularization | web_docs | https://git-scm.com/doc | Git Documentation | finance | go | nlp | Refactor a go system related to nlp. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 | |
df633cdebe8c04a83d53564a | train | refactoring_testability | npm | https://www.npmjs.com/package/prettier | prettier | blog | python | sql | Refactor a python system related to sql. Focus on refactoring testability. | {"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", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d6e25714bfc2cf0dc2445ec4 | train | source_selection | github | https://github.com/nextlevelbuilder/ui-ux-pro-max-skill | nextlevelbuilder/ui-ux-pro-max-skill | blog | dart | authentication | Select the most reliable sources to research authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nextlevelbuilder/ui-ux-pro-max-skill", "source_url": "https://github.com/nextlevelbuilder/ui-... | === SOURCE TIERS ===
1. Primary: official documentation, specifications, RFCs
2. Secondary: maintained repositories, changelogs, releases
3. Tertiary: tutorials, blog posts, Q&A
=== SELECTION CRITERIA ===
- Authority of the publisher
- Recency and version relevance
- Technical depth
- Reproducibility of examples
=== ... | web-research-coding-5m-1.1.0 | |
1c9ce91c34c0e9e17d575695 | train | responsive_design | huggingface | https://huggingface.co/datasets/tiiuae/documentation-images | tiiuae/documentation-images | productivity | typescript | rest_api | 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": "tiiuae/documentation-images", "source_url": "https://huggingface.co/datasets/tiiuae/documenta... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
93d505e1d7a4cf382dca8643 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | php | css | Design an accessible form for css. | {"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": "... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 |
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