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80d7f6aaf4d12846b4966cc5 | train | error_message_design | stackexchange | https://stackoverflow.com/questions/784929/what-does-the-double-exclamation-mark-operator-do-in-javascript | What does the !! (double exclamation mark) operator do in JavaScript? | search_interface | go | authorization | Perform a deep developer-experience analysis for a go project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does the !! (double exclamation mark) operator do in JavaScript?", "source_url": "https:... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
28788f0b90e682845ba42f61 | train | web_search_query | gitlab | https://gitlab.com/shyft-os/shyft | shyft-os/shyft | landing_page | dart | graphql | Write an effective web search query to research the topic: graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shyft-os/shyft", "source_url": "https://gitlab.com/shyft-os/shyft", "source_type": "repositor... | === QUERY ===
graphql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- graphql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
6efe50060d103f295520b2d6 | train | deep_technical_analysis | github | https://github.com/jobbole/awesome-python-cn | jobbole/awesome-python-cn | saas | java | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a saas 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": "jobbole/awesome-python-cn", "source_url": "https://github.com/jobbole/awesome-python-cn", "so... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'jobbole/awesome-python-cn' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
5ee7b549d963dce8219797ee | train | data_structure_design | web_docs | https://docs.djangoproject.com/ | Django Documentation | marketplace | javascript | fullstack | Design a data structure in javascript for fullstack. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
f14f8af6e3e4f134c7a73800 | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | portfolio | kotlin | caching | Build a structured research plan to deeply understand caching. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of caching.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
3e834177cdb86539573ccc9f | train | form_ui | gitlab | https://gitlab.com/gces-ej/ej-application | gces-ej/ej-application | landing_page | python | database | Design an accessible form for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gces-ej/ej-application", "source_url": "https://gitlab.com/gces-ej/ej-application", "source_t... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
588a696d3205e85519e213b2 | train | refactoring_modularization | npm | https://www.npmjs.com/package/prettier | prettier | portfolio | scala | observability | Refactor a scala system related to observability. Focus on refactoring modularization. | {"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 ===
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 | |
52c70b77e1579e2f70b95b5f | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | community | typescript | ci_cd | Refactor a typescript system related to ci_cd. Focus on refactoring performance. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
a6b93be1289a6efacd8b54ae | train | refactoring_observability | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1 | nomic-ai/cornstack-javascript-v1 | education | dart | machine_learning | Refactor a dart system related to machine_learning. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-javascript-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/co... | === 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 | |
02dff102e39e7601253110b1 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | finance | java | deep_learning | Create an SEO improvement plan for a finance about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
154acf2bdcf7c49eeab6b1a7 | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | css | documentation | Design reusable UI components for a analytics. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
819b4920ebe57b0468c5e56e | train | accessibility_fix | gitlab | https://gitlab.com/qemu-project/qemu | qemu-project/qemu | dashboard | go | testing | Create an accessibility remediation plan for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qemu-project/qemu", "source_url": "https://gitlab.com/qemu-project/qemu", "source_type": "rep... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
b7eb1be7175527ea9e355560 | train | information_architecture | stackexchange | https://stackoverflow.com/questions/32782922/what-do-multiple-arrow-functions-mean-in-javascript | What do multiple arrow functions mean in JavaScript? | saas | html | data_structures | Design the information architecture for data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What do multiple arrow functions mean in JavaScript?", "source_url": "https://stackoverflow.c... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
27475f2eed12c71367373220 | train | visual_hierarchy | stackexchange | https://stackoverflow.com/questions/509211/how-slicing-in-python-works | How slicing in Python works | education | python | graphql | Improve visual hierarchy in a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How slicing in Python works", "source_url": "https://stackoverflow.com/questions/509211/how-s... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2cffff07591ea28c7623080c | train | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | ruby | docker | Perform a deep developer-experience analysis for a ruby project involving docker. | {"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 | |
4770121a0a3a4a8cebdc73f4 | train | cli_experience | stackexchange | https://stackoverflow.com/questions/32782922/what-do-multiple-arrow-functions-mean-in-javascript | What do multiple arrow functions mean in JavaScript? | marketplace | sql | backend | Perform a deep developer-experience analysis for a sql project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What do multiple arrow functions mean in JavaScript?", "source_url": "https://stackoverflow.c... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
de87782e89d43b23b7599a4d | train | refactoring_testability | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | developer_tool | css | python | Refactor a css system related to python. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
32398b3023fd14f9985c87de | train | technical_research | stackexchange | https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep | What is the JavaScript version of sleep()? | landing_page | ruby | devops | Perform a technical research task about devops, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the JavaScript version of sleep()?", "source_url": "https://stackoverflow.com/questio... | === SCOPE ===
Technical behavior of devops.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- What is the JavaScript version of sleep()? (https://stackoverflow... | web-research-coding-5m-1.1.0 | |
237fc2d73694f7d6eef18104 | train | code_explanation | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | ecommerce | java | frontend | Explain a java implementation related to frontend. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
e8c7d58f593859d486c0e114 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/40349987/how-to-suppress-error-ts2533-object-is-possibly-null-or-undefined | How to suppress "error TS2533: Object is possibly 'null' or 'undefined'"? | search_interface | go | nlp | Refactor a go system related to nlp. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to suppress "error TS2533: Object is possibly 'null' or 'undefined'&... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
b266339c96003eecdc2a0a4a | train | data_structure_design | 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 | saas | java | fullstack | Design a data structure in java for fullstack. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
5d6b5ab096ee4e78d55635f1 | train | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | typescript | user_experience | Perform a deep multi-layer analysis of user_experience for a landing_page 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
d625ebcb49f623bf7cd0cc55 | train | refactoring_dependency | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | analytics | php | graphql | Refactor a php system related to graphql. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
b6a652a9ca3e0b30fb52cbbb | train | integration_testing | npm | https://www.npmjs.com/package/svelte | svelte | admin_panel | go | open_source | Design integration tests for a go system involving open_source. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
80681505b226844a96739be2 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/40758562/can-anyone-explain-me-standardscaler | Can anyone explain me StandardScaler? | education | kotlin | typescript | Create a web-performance optimization plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can anyone explain me StandardScaler?", "source_url": "https://stackoverflow.com/questions/40... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
49beb173c3bd99387c0b7dcf | train | api_developer_experience | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | documentation | 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": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | === 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 | |
e75450edf8e4281c666460c9 | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | javascript | documentation | Design an accessible form for documentation. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
b6dadcdd2b9530f16d8e6e2f | train | search_query_rewrite | github | https://github.com/appwrite/appwrite | appwrite/appwrite | dashboard | typescript | security | Rewrite and improve a vague search query about security 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": "appwrite/appwrite", "source_url": "https://github.com/appwrite/appwrite", "source_type": "rep... | === ORIGINAL (VAGUE) ===
how to do security
=== REWRITTEN QUERIES ===
1. security official documentation guide
2. security production best practices 2025
3. security common pitfalls and solutions
4. security architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
eb3480de476b81237121e58a | train | information_architecture | web_docs | https://go.dev/doc/ | Go Documentation | admin_panel | javascript | docker | Design the information architecture for docker. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
4037ff18b3a1c607e15d3a64 | train | repository_dependency_analysis | pypi | https://pypi.org/project/requests/ | requests | landing_page | java | graphql | Perform a deep multi-layer analysis of graphql for a landing_page using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'requests' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
433ebbc1223ebaf380d20292 | train | landing_page | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | productivity | sql | caching | Design a landing page for a caching product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
bf970340ce6ae9a0281c166a | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | documentation | css | algorithms | Perform a deep multi-layer analysis of algorithms for a documentation 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": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | === 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 'saxenaritvij/ritvij-saxena-iris-detection-python' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
da1f5d9ce94bf77ad8d75408 | train | design_consistency | web_docs | https://git-scm.com/doc | Git Documentation | ecommerce | sql | html | Audit design consistency across a ecommerce. | {"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", ... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
cf3eaa859119c81f8c7beb41 | train | developer_onboarding | npm | https://www.npmjs.com/package/jest | jest | ecommerce | php | backend | Perform a deep developer-experience analysis for a php project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
4b7e1cf903af0153522f5f1d | train | refactoring_testability | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | ecommerce | css | web_performance | Refactor a css system related to web_performance. Focus on refactoring testability. | {"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 ===
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 | |
b4fa12bbb3be27341aa080d9 | train | multi_hop_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | community | shell | testing | Perform multi-hop research about testing: 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === HOP 1 ===
Start at: Performance
https://developer.mozilla.org/en-US/docs/Web/Performance
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and... | web-research-coding-5m-1.1.0 | |
bc7612243808c4e41d1b4f8f | train | api_design | npm | https://www.npmjs.com/package/axios | axios | analytics | scala | developer_experience | Design a production API for a developer_experience application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
0ff10d57031959e69d842689 | train | debugging_experience | gitlab | https://gitlab.com/BuildStream/buildstream | BuildStream/buildstream | saas | sql | testing | Perform a deep developer-experience analysis for a sql project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BuildStream/buildstream", "source_url": "https://gitlab.com/BuildStream/buildstream", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
2604e596e11d4aea81509a25 | train | design_to_code | npm | https://www.npmjs.com/package/jest | jest | documentation | javascript | web_accessibility | Translate a documentation design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | 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 | |
94069636acd6c860d726035f | train | build_experience | npm | https://www.npmjs.com/package/typescript | typescript | portfolio | css | serverless | Perform a deep developer-experience analysis for a css project involving serverless. | {"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... | === 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 | |
0e224f5a0939f2bbc27af99b | train | web_search_query | huggingface | https://huggingface.co/datasets/aamanlamba/Machine_Learning_QA_Dataset_Llama | aamanlamba/Machine_Learning_QA_Dataset_Llama | landing_page | shell | software_architecture | Write an effective web search query to research the topic: software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "aamanlamba/Machine_Learning_QA_Dataset_Llama", "source_url": "https://huggingface.co/datasets... | === QUERY ===
software_architecture best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- software_architecture
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer officia... | web-research-coding-5m-1.1.0 | |
a5e006a64c6228ad7732b708 | train | design_system | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini | education | sql | web_performance | Create a scalable design system for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-PersonalizedResponse-Programming-Expertise-gpt-5-mini", "source_url... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
65ca97d976a9e7c4c1d087f7 | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | shell | web_accessibility | Create an accessibility remediation plan for a education. | {"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 | |
139d86048b421f0ad056e736 | train | dx_analysis | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3-int8-binary | CohereLabs/wikipedia-2023-11-embed-multilingual-v3-int8-binary | education | kotlin | sql | Perform a deep developer-experience analysis for a kotlin project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3-int8-binary", "source_url": "https://huggi... | === 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 | |
409857176d2a5a8bd811f2ed | train | maintainability_analysis | gitlab | https://gitlab.com/govbr-ds/bibliotecas/javascript/govbr-ds-core | govbr-ds/bibliotecas/javascript/govbr-ds-core | community | c | deep_learning | Perform a deep multi-layer analysis of deep_learning for a community 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": "govbr-ds/bibliotecas/javascript/govbr-ds-core", "source_url": "https://gitlab.com/govbr-ds/bi... | === 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 'govbr-ds/bibliotecas/javascript/govbr-ds-core' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
16e4ceeb5395df0b01de6a4d | train | source_comparison | codeberg | https://codeberg.org/FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS | FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS | marketplace | ruby | serverless | Compare multiple sources about serverless 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": "FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS", "source_url": "https://codeberg.org/FloveDocs/4... | === SOURCES ===
- FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS (https://codeberg.org/FloveDocs/4-PsicoSocial-FREE-TRUSTFUL-SOULS)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their l... | web-research-coding-5m-1.1.0 | |
5505338b3472c94de74f8834 | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/60618844/useeffect-is-called-twice-even-if-an-empty-array-is-used-as-an-argument | useEffect() is called twice even if an empty array is used as an argument | developer_tool | swift | machine_learning | Refactor a swift system related to machine_learning. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "useEffect() is called twice even if an empty array is used as an argument", "source_url": "ht... | === 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 | |
35c87592db62d7643f367393 | train | responsive_website | stackexchange | https://stackoverflow.com/questions/123198/how-do-i-copy-a-file | How do I copy a file? | finance | go | cloud | Design a complete responsive finance for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I copy a file?", "source_url": "https://stackoverflow.com/questions/123198/how-do-i-co... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
2d0510c445c7bc2fb835dc56 | train | source_selection | stackexchange | https://stackoverflow.com/questions/679915/how-do-i-test-for-an-empty-javascript-object | How do I test for an empty JavaScript object? | social_app | swift | python | Select the most reliable sources to research python. | {"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... | === 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 | |
394638761fa3fb77e90a2363 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/LiquidAI/nanobeir-multilingual-extended | LiquidAI/nanobeir-multilingual-extended | dashboard | c | user_experience | Perform a deep multi-layer analysis of user_experience for a dashboard 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": "LiquidAI/nanobeir-multilingual-extended", "source_url": "https://huggingface.co/datasets/Liqu... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'LiquidAI/nanobeir-multilingual-extended' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
a622c3200260e9a42895e1b3 | train | code_review | huggingface | https://huggingface.co/datasets/smcleod/golang-programming-style-best-practices | smcleod/golang-programming-style-best-practices | saas | cpp | typescript | Perform a production code review of cpp code related to typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smcleod/golang-programming-style-best-practices", "source_url": "https://huggingface.co/datas... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
6622ef1e8ba415880a96b266 | train | design_system | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | landing_page | rust | debugging | Create a scalable design system for a landing_page. | {"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 tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
68a7d38c16d01feb1443ff11 | train | nextjs_generation | npm | https://www.npmjs.com/package/axios | axios | portfolio | dart | rest_api | Design a Next.js architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | 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 |
795fd68a99b241cb31fde533 | train | refactoring_modularization | gitlab | https://gitlab.com/dbsystel/gitlab-ci-python-library | dbsystel/gitlab-ci-python-library | portfolio | shell | nodejs | Refactor a shell system related to nodejs. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dbsystel/gitlab-ci-python-library", "source_url": "https://gitlab.com/dbsystel/gitlab-ci-pyth... | === 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 | |
d816f97f6a2ac3d4dedd4499 | train | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | java | machine_learning | Perform a deep multi-layer analysis of machine_learning for a developer_tool 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
733349768a89f3e1d8ea7246 | train | repository_understanding | gitlab | https://gitlab.com/malware-filter/tracking-filter | malware-filter/tracking-filter | dashboard | typescript | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a dashboard 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": "malware-filter/tracking-filter", "source_url": "https://gitlab.com/malware-filter/tracking-fi... | === 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 'malware-filter/tracking-filter' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
6516593c0512301199401188 | train | css_generation | npm | https://www.npmjs.com/package/webpack | webpack | admin_panel | shell | postgresql | Create responsive CSS for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
23ee82aaed39166af5da6a59 | train | multi_hop_research | pypi | https://pypi.org/project/rich/ | rich | analytics | go | frontend | Perform multi-hop research about frontend: 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "fr... | === HOP 1 ===
Start at: rich
https://pypi.org/project/rich/
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNTHESIS ===
... | web-research-coding-5m-1.1.0 | |
4452a334d4c408a8e0dfde19 | train | refactoring_observability | gitlab | https://gitlab.com/mbitsnbites/soundbox | mbitsnbites/soundbox | saas | c | nextjs | Refactor a c system related to nextjs. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mbitsnbites/soundbox", "source_url": "https://gitlab.com/mbitsnbites/soundbox", "source_type"... | === 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 | |
eaaf2b89173edcbec8082458 | train | refactoring_dependency | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | documentation | sql | web_accessibility | Refactor a sql system related to web_accessibility. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
0749badd38963459040b2977 | train | unit_testing | pypi | https://pypi.org/project/typer/ | typer | productivity | dart | linux | Create a unit-testing strategy for dart code involving 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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
412b9884c2db4e473d6a59f9 | train | testing_experience | pypi | https://pypi.org/project/transformers/ | transformers | productivity | kotlin | web_accessibility | Perform a deep developer-experience analysis for a kotlin project involving web_accessibility. | {"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 | |
7a451a7e5ed2adef4e35c97d | train | algorithm_design | huggingface | https://huggingface.co/datasets/MoritzLaurer/multilingual-NLI-26lang-2mil7 | MoritzLaurer/multilingual-NLI-26lang-2mil7 | community | html | data_engineering | Design a html algorithm for a data_engineering problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MoritzLaurer/multilingual-NLI-26lang-2mil7", "source_url": "https://huggingface.co/datasets/M... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
b1ee2c71338f3d624d825a45 | train | ui_design | codeberg | https://codeberg.org/0x0079/4ring | 0x0079/4ring | productivity | swift | web_accessibility | Design a production-quality UI for a productivity focused on web_accessibility. | {"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"... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
c7942e4e42d2008691c5176a | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/90178/make-a-div-fill-the-height-of-the-remaining-screen-space | Make a div fill the height of the remaining screen space | analytics | python | developer_experience | Refactor a python system related to developer_experience. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Make a div fill the height of the remaining screen space", "source_url": "https://stackoverfl... | === 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 |
947c2b922a0ec716e2741023 | train | integration_testing | npm | https://www.npmjs.com/package/vitest | vitest | education | rust | api_design | Design integration tests for a rust system involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
2473acaf961a8a3f3d4dbaef | train | nextjs_generation | pypi | https://pypi.org/project/typer/ | typer | blog | python | devops | Design a Next.js architecture for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | 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 |
9d6daab49a6c28af0704718b | train | scalability_analysis | npm | https://www.npmjs.com/package/express | express | social_app | javascript | deep_learning | Perform a deep multi-layer analysis of deep_learning for a social_app 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 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 'express' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
61f5c0c4810b8fd709f9dee7 | train | refactoring | gitlab | https://gitlab.com/gemseo/dev/gemseo-mlearning | gemseo/dev/gemseo-mlearning | productivity | swift | css | Create a production coding task in swift for css. | {"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",... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
854e6b3e837a7b2f62e7d3bd | train | repository_comparison | gitlab | https://gitlab.com/msts-public/general/typescript-cacheable | msts-public/general/typescript-cacheable | education | sql | nlp | Perform a deep multi-layer analysis of nlp for a education using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "msts-public/general/typescript-cacheable", "source_url": "https://gitlab.com/msts-public/gene... | === 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 'msts-public/general/typescript-cacheable' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
e60f17833c1bfd32178b59ae | train | component_design | npm | https://www.npmjs.com/package/next | next | dashboard | dart | web_accessibility | Design reusable UI components for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
9c8723a25aacb81ad68c2be5 | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | admin_panel | dart | microservices | Perform a deep multi-layer analysis of microservices for a admin_panel using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
de802cde9397609ae3c7ae7b | train | dependency_management_experience | github | https://github.com/microsoft/ML-For-Beginners | microsoft/ML-For-Beginners | landing_page | shell | postgresql | Perform a deep developer-experience analysis for a shell project involving postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/ML-For-Beginners", "source_url": "https://github.com/microsoft/ML-For-Beginners", "... | === 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 | |
a93bda61e66e245797086b0d | train | refactoring | pypi | https://pypi.org/project/uvicorn/ | uvicorn | portfolio | php | debugging | Create a production coding task in php for debugging. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
d032f41c9b7de65fa63d7e7f | train | design_review | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-DPO | mxzoo/CFFI-javascript-obfuscated-DPO | admin_panel | dart | sql | Perform a professional design review of a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-DPO", "source_url": "https://huggingface.co/datasets/mxzoo/C... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
07c5d2b03b10d1bb64603edc | train | repository_understanding | huggingface | https://huggingface.co/datasets/kaiiddo/ProgrammingDataset | kaiiddo/ProgrammingDataset | education | rust | data_engineering | Perform a deep multi-layer analysis of data_engineering for a education using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kaiiddo/ProgrammingDataset", "source_url": "https://huggingface.co/datasets/kaiiddo/Programmi... | === 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 'kaiiddo/ProgrammingDataset' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
f5eb2afbe44dc564526db8bc | train | source_selection | gitlab | https://gitlab.com/algomus.fr/dezrann/dezrann-front | algomus.fr/dezrann/dezrann-front | portfolio | java | nextjs | Select the most reliable sources to research nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "algomus.fr/dezrann/dezrann-front", "source_url": "https://gitlab.com/algomus.fr/dezrann/dezra... | === 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 | |
e293ecda5421a21e4437deb5 | train | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | shell | user_experience | Perform a deep multi-layer analysis of user_experience for a analytics using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
9683988850fb32467b9c716e | train | design_consistency | npm | https://www.npmjs.com/package/axios | axios | search_interface | java | serverless | Audit design consistency across a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
93899b2876cac7d51554a57f | train | product_analysis | huggingface | https://huggingface.co/datasets/ansulev/hunter-alpha-programming-160k | ansulev/hunter-alpha-programming-160k | social_app | typescript | nextjs | Perform a deep multi-layer analysis of nextjs for a social_app 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": "ansulev/hunter-alpha-programming-160k", "source_url": "https://huggingface.co/datasets/ansule... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'ansulev/hunter-alpha-programming-160k' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
73484399fd470bbf70df3e9e | train | code_review | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | developer_tool | rust | serverless | Perform a production code review of rust code related to serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
140a1e5e7478bcc6e3dea38d | train | ux_design | web_docs | https://react.dev/ | React Documentation | education | typescript | rest_api | Design the complete UX flow of a education for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | 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 | |
039617ad4ae75519b4abd4a5 | train | ui_design | huggingface | https://huggingface.co/datasets/makayel/documentation-kubernetes | makayel/documentation-kubernetes | documentation | c | authentication | Design a production-quality UI for a documentation focused on authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "makayel/documentation-kubernetes", "source_url": "https://huggingface.co/datasets/makayel/doc... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
a3764d5a094da58185240163 | train | landing_page | pypi | https://pypi.org/project/gradio/ | gradio | landing_page | dart | caching | Design a landing page for a caching product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
27cf42595b27ce582634c679 | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/489340/vertically-align-text-next-to-an-image | Vertically align text next to an image? | landing_page | java | cloud | Perform a deep multi-layer analysis of cloud for a landing_page using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vertically align text next to an image?", "source_url": "https://stackoverflow.com/questions/... | === 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 'Vertically align text next to an image?' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
3775d6ec8db859b5f593b76d | train | design_to_code | web_docs | https://docs.python.org/3/ | Python Documentation | productivity | kotlin | mongodb | Translate a productivity design into maintainable kotlin code. | {"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... | 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 | |
2021022ea5e8d57e5f3b6061 | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/datablations/python-megatron | datablations/python-megatron | education | javascript | kubernetes | Refactor a javascript system related to kubernetes. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "datablations/python-megatron", "source_url": "https://huggingface.co/datasets/datablations/py... | === 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 | |
1ccf737eea7ebe493013c44d | train | error_message_design | huggingface | https://huggingface.co/datasets/sahil2801/CodeAlpaca-20k | sahil2801/CodeAlpaca-20k | education | javascript | distributed_systems | Perform a deep developer-experience analysis for a javascript project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sahil2801/CodeAlpaca-20k", "source_url": "https://huggingface.co/datasets/sahil2801/CodeAlpac... | === 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 | |
a3720fffcf211cef70f9f6e6 | train | technical_research | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-javascript | Nan-Do/code-search-net-javascript | developer_tool | typescript | css | Perform a technical research task about css, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-javascript", "source_url": "https://huggingface.co/datasets/Nan-Do/cod... | === SCOPE ===
Technical behavior of css.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Nan-Do/code-search-net-javascript (https://huggingface.co/datasets/N... | web-research-coding-5m-1.1.0 | |
b816242485f8120e9070b7eb | train | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | admin_panel | typescript | react | Perform a deep developer-experience analysis for a typescript project involving react. | {"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 | |
2c4f9e71371f5b0adf67e8b0 | train | dependency_management_experience | web_docs | https://docs.python.org/3/ | Python Documentation | analytics | go | authentication | Perform a deep developer-experience analysis for a go project involving authentication. | {"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 | |
095808815e5df77b1e729910 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | c | computer_vision | Perform a deep developer-experience analysis for a c project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. 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 | |
bc70897396e45ef6c26d6b92 | train | evidence_extraction | npm | https://www.npmjs.com/package/next | next | search_interface | cpp | ci_cd | Extract verifiable evidence about ci_cd from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === SOURCE ===
next
https://www.npmjs.com/package/next
=== 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 version and environment sta... | web-research-coding-5m-1.1.0 | |
a48c505fb4571195c2051391 | train | security_review | stackexchange | https://stackoverflow.com/questions/1143796/remove-a-file-from-a-git-repository-without-deleting-it-from-the-local-filesyste | Remove a file from a Git repository without deleting it from the local filesystem | education | dart | web_performance | Perform a security review of a education application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Remove a file from a Git repository without deleting it from the local filesystem", "source_u... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
f2263a772b41352f16bf319a | train | landing_page | 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? | finance | shell | postgresql | Design a landing page for a postgresql product. | {"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?", ... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
d595eabedb6a9b19a792f653 | train | dependency_management_experience | npm | https://www.npmjs.com/package/vue | vue | ecommerce | ruby | nlp | Perform a deep developer-experience analysis for a ruby project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 1. 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 | |
e6fb29aa45ee782083e724f5 | train | component_design | gitlab | https://gitlab.com/surfraw/Surfraw | surfraw/Surfraw | education | kotlin | kubernetes | Design reusable UI components for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "surfraw/Surfraw", "source_url": "https://gitlab.com/surfraw/Surfraw", "source_type": "reposit... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
7b42e101234d091c325a0bdf | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standa... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7a83b8a34fdc2055d47bc877 | train | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | community | shell | backend | Perform a deep multi-layer analysis of backend for a community using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
c024e4151bbc5703f4bfc06b | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | sql | graphql | Perform a deep multi-layer analysis of graphql for a documentation 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 |
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