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40948d3ed9a063edb196fac3 | train | source_selection | stackexchange | https://stackoverflow.com/questions/436411/where-should-i-put-script-tags-in-html-markup | Where should I put <script> tags in HTML markup? | community | swift | typescript | Select the most reliable sources to research typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Where should I put <script> tags in HTML markup?", "source_url": "https://stackoverflow... | === 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 | |
09a450bb2c68ae765ddd2aaf | train | seo_fix | gitlab | https://gitlab.com/dslackw/colored | dslackw/colored | marketplace | typescript | nlp | Create an SEO improvement plan for a marketplace about nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dslackw/colored", "source_url": "https://gitlab.com/dslackw/colored", "source_type": "reposit... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
66de2e2c7ad6f904eb10085e | train | design_review | stackexchange | https://stackoverflow.com/questions/33091376/what-is-exactly-sklearn-pipeline-pipeline | What is exactly sklearn.pipeline.Pipeline? | saas | html | database | Perform a professional design review of a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is exactly sklearn.pipeline.Pipeline?", "source_url": "https://stackoverflow.com/questio... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
5defc1065b44696946eaba5e | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | finance | javascript | javascript | Design a production dashboard for javascript. | {"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",... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
7d6e81bd2d4832595ef8ed94 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | c | web_performance | Refactor a c system related to web_performance. Focus on refactoring scalability. | {"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... | === 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 | |
2b3f58a64d7b243d57ecb5d8 | train | form_ui | web_docs | https://git-scm.com/doc | Git Documentation | finance | c | python | Design an accessible form for python. | {"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", ... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
5112605e47617f7d473e656b | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/5235142/how-do-i-disable-the-resizable-property-of-a-textarea | How do I disable the resizable property of a textarea? | admin_panel | cpp | computer_vision | Perform a deep multi-layer analysis of computer_vision for a admin_panel using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I disable the resizable property of a textarea?", "source_url": "https://stackoverflow... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'How do I disable the resizable property of a textarea?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
e8f8a136bedca5c75ef2820f | train | repository_architecture | huggingface | https://huggingface.co/datasets/Pq234/documentation-images | Pq234/documentation-images | blog | kotlin | serverless | Perform a deep multi-layer analysis of serverless for a blog using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Pq234/documentation-images", "source_url": "https://huggingface.co/datasets/Pq234/documentati... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'Pq234/documentation-images' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
c89b8ff3de1151b520dbfc1a | train | design_accessibility | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | admin_panel | scala | deep_learning | 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
1da4cd15a56c3d30cefc2c1a | train | architecture_analysis | huggingface | https://huggingface.co/datasets/thedruid831/JavaScript-Code-Large | thedruid831/JavaScript-Code-Large | developer_tool | php | design_system | Perform a deep multi-layer analysis of design_system for a developer_tool using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "thedruid831/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/thedruid83... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'thedruid831/JavaScript-Code-Large' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
8ff9af44e464b6ba4897b2e5 | train | information_architecture | huggingface | https://huggingface.co/datasets/crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-setup-dataset | community | kotlin | microservices | Design the information architecture for microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "crystalai/ai-auto-train-machine-learning-quantum-mindmap-visualization-builder-quantum-chip-s... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
1753f622aa67ae1e3bd99ffc | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/5064928/difference-between-classification-and-clustering-in-data-mining | Difference between classification and clustering in data mining? | developer_tool | sql | debugging | Perform a deep multi-layer analysis of debugging for a developer_tool 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": "Difference between classification and clustering in data mining?", "source_url": "https://sta... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'Difference between classification and clustering in data mining?' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
afa60bec9d17408a859503fe | train | design_system | gitlab | https://gitlab.com/ClearURLs/ClearUrls | ClearURLs/ClearUrls | community | css | nodejs | 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": "ClearURLs/ClearUrls", "source_url": "https://gitlab.com/ClearURLs/ClearUrls", "source_type": ... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
10d960ab65f42b13d7eb5449 | train | design_consistency | huggingface | https://huggingface.co/datasets/Athe72/machine-learning | Athe72/machine-learning | education | java | fullstack | Audit design consistency across a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Athe72/machine-learning", "source_url": "https://huggingface.co/datasets/Athe72/machine-learn... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
148b5dccacea459a15a9cdb3 | train | seo_fix | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | analytics | python | linux | Create an SEO improvement plan for a analytics about linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "databounty-io/build-competitive-programming-problem-dataset-cmsokff2", "source_url": "https:/... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f9e17dc02d73c4136a78b93e | train | refactoring_security | web_docs | https://go.dev/doc/ | Go Documentation | education | c | graphql | Refactor a c system related to graphql. Focus on refactoring security. | {"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... | === 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 | |
9d57a6643da97c045e40f2f0 | train | repository_architecture | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | portfolio | c | frontend | Perform a deep multi-layer analysis of frontend for a portfolio 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": "TheAlgorithms/C-Plus-Plus", "source_url": "https://github.com/TheAlgorithms/C-Plus-Plus", "so... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'TheAlgorithms/C-Plus-Plus' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
20a3348df668ba00cfbac189 | train | research_summary | gitlab | https://gitlab.com/papalingua/papalingua-app | papalingua/papalingua-app | blog | dart | database | Summarize the current state of knowledge about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "papalingua/papalingua-app", "source_url": "https://gitlab.com/papalingua/papalingua-app", "so... | === OVERVIEW ===
database in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
papalingua/papalingua... | web-research-coding-5m-1.1.0 | |
173368af1d473ce0c6f966d7 | train | api_developer_experience | codeberg | https://codeberg.org/veroxis/_cargo-index | veroxis/_cargo-index | landing_page | scala | kubernetes | Perform a deep developer-experience analysis for a scala project involving kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "veroxis/_cargo-index", "source_url": "https://codeberg.org/veroxis/_cargo-index", "source_typ... | === 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 | |
940d70d8cee2c8525337f3c4 | train | cli_experience | huggingface | https://huggingface.co/datasets/YuanHo/OCR-Synthetic-Multilingual-v1 | YuanHo/OCR-Synthetic-Multilingual-v1 | social_app | html | authorization | Perform a deep developer-experience analysis for a html project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "YuanHo/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/YuanHo/... | === 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 | |
b96a01dee2ad98edb51fcaa5 | train | form_ui | stackexchange | https://stackoverflow.com/questions/11284634/upgrade-node-js-to-the-latest-version-on-mac-os | Upgrade Node.js to the latest version on Mac OS | saas | sql | rest_api | Design an accessible form for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Upgrade Node.js to the latest version on Mac OS", "source_url": "https://stackoverflow.com/qu... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
46f38b191a3b70ccc4e1f967 | train | refactoring_performance | npm | https://www.npmjs.com/package/prettier | prettier | productivity | go | data_engineering | Refactor a go system related to data_engineering. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 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 | |
013d5ac65026457e69e33107 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/31354559/using-node-js-require-vs-es6-import-export | Using Node.js require vs. ES6 import/export | community | java | user_experience | Create a unit-testing strategy for java code involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Using Node.js require vs. ES6 import/export", "source_url": "https://stackoverflow.com/questi... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
f250e15a9d15774c4f74ec74 | train | unit_testing | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | landing_page | scala | kubernetes | Create a unit-testing strategy for scala code involving kubernetes. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
7ea1a3c54b35f382a376e407 | train | fact_verification | huggingface | https://huggingface.co/datasets/SpeedyChuck/codetorch-archive | SpeedyChuck/codetorch-archive | landing_page | typescript | python | Verify a technical claim about python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SpeedyChuck/codetorch-archive", "source_url": "https://huggingface.co/datasets/SpeedyChuck/co... | === CLAIM ===
A common claim about python.
=== 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-depend... | web-research-coding-5m-1.1.0 | |
9264e5c63e55ee06590203a7 | train | ux_analysis | npm | https://www.npmjs.com/package/axios | axios | education | javascript | computer_vision | Perform a deep multi-layer analysis of computer_vision for a education 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'axios' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
9a63f1b851032808d9d89dc6 | train | documentation_lookup | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | finance | php | css | Find and summarize the relevant documentation for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scripta/escriptorium", "source_url": "https://gitlab.com/scripta/escriptorium", "source_type"... | === RELEVANT DOCS ===
- scripta/escriptorium
https://gitlab.com/scripta/escriptorium
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where rele... | web-research-coding-5m-1.1.0 | |
0714ff4a1e9b49abc23cac6c | train | deep_technical_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | productivity | ruby | computer_vision | Perform a deep multi-layer analysis of computer_vision for a productivity using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
9ad5f008840735b8d1701699 | train | research_plan | npm | https://www.npmjs.com/package/prettier | prettier | admin_panel | rust | developer_experience | Build a structured research plan to deeply understand developer_experience. | {"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", ... | === GOAL ===
Produce a reliable, current, and actionable understanding of developer_experience.
=== 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 — writ... | web-research-coding-5m-1.1.0 | |
71243d31ac04515ebdb5b538 | train | landing_page | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/McEval | Multilingual-Multimodal-NLP/McEval | documentation | java | security | Design a landing page for a security product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/McEval", "source_url": "https://huggingface.co/datasets/Multiling... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
6034e0d66b51e90a088103ff | train | evidence_chain_analysis | gitlab | https://gitlab.com/jlp-jobs/jlp-fe/jlp-typescript-fed-test | jlp-jobs/jlp-fe/jlp-typescript-fed-test | dashboard | sql | documentation | Perform a deep multi-layer analysis of documentation for a dashboard 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": "jlp-jobs/jlp-fe/jlp-typescript-fed-test", "source_url": "https://gitlab.com/jlp-jobs/jlp-fe/j... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'jlp-jobs/jlp-fe/jlp-typescript-fed-test' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
a694344624a0c91c0ebe67ee | train | design_accessibility | gitlab | https://gitlab.com/reubenlillie/eleventy-dot-js-blog | reubenlillie/eleventy-dot-js-blog | landing_page | kotlin | caching | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "reubenlillie/eleventy-dot-js-blog", "source_url": "https://gitlab.com/reubenlillie/eleventy-d... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
cb5ae93fdb7fd68832bcb8eb | train | design_tokens | huggingface | https://huggingface.co/datasets/Reynard1ng/Graph_Machine_Learning_Homework_Datasets | Reynard1ng/Graph_Machine_Learning_Homework_Datasets | developer_tool | dart | open_source | Create design tokens for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reynard1ng/Graph_Machine_Learning_Homework_Datasets", "source_url": "https://huggingface.co/d... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
b7ae49c78e7a2e5ab8d0fa35 | train | design_to_code | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | marketplace | css | microservices | Translate a marketplace design into maintainable css code. | {"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": "... | 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 | |
f69b216ad711ee6911897f6a | train | code_explanation | huggingface | https://huggingface.co/datasets/hchautran/javascript | hchautran/javascript | ecommerce | php | docker | Explain a php implementation related to docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript", "source_url": "https://huggingface.co/datasets/hchautran/javascript", ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
e0ecff407cb87363bf5b9f24 | train | root_cause_analysis | pypi | https://pypi.org/project/fastapi/ | fastapi | documentation | cpp | api_design | Perform a deep multi-layer analysis of api_design for a documentation using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi", "source_url": "https://pypi.org/project/fastapi/", "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 'fastapi' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
4db6664ce7072efc642bc206 | train | ux_analysis | huggingface | https://huggingface.co/datasets/abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | abanm/arjoonn-codechef-competitive-programming-ChatGPT4o | community | cpp | react | Perform a deep multi-layer analysis of react for a community using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "abanm/arjoonn-codechef-competitive-programming-ChatGPT4o", "source_url": "https://huggingface... | === 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 'abanm/arjoonn-codechef-competitive-programming-ChatGPT4o' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
1661dc4b8f3716f94eeeb872 | train | refactoring_architecture | huggingface | https://huggingface.co/datasets/Omar-keita/Machine-Learning-Socratic-Dataset | Omar-keita/Machine-Learning-Socratic-Dataset | portfolio | css | computer_vision | Refactor a css system related to computer_vision. Focus on refactoring architecture. | {"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... | === 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 | |
b8a2a4389d580ab7e4192c4f | train | repository_understanding | web_docs | https://docs.docker.com/ | Docker Documentation | dashboard | javascript | frontend | Perform a deep multi-layer analysis of frontend for a dashboard 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
f64f95fcd2df76d3d0e2dc7c | train | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | productivity | shell | sql | Perform a deep multi-layer analysis of sql for a productivity 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tech... | web-research-coding-5m-1.1.0 | |
00337e5897fafa4725685c7b | train | data_structure_design | github | https://github.com/Textualize/textual | Textualize/textual | finance | java | css | Design a data structure in java for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Textualize/textual", "source_url": "https://github.com/Textualize/textual", "source_type": "r... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
5ecfbf0ce2739f7521ab71c9 | train | developer_experience | stackexchange | https://stackoverflow.com/questions/54069253/the-usestate-set-method-is-not-reflecting-a-change-immediately | The useState set method is not reflecting a change immediately | finance | javascript | nlp | Perform a deep developer-experience analysis for a javascript project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The useState set method is not reflecting a change immediately", "source_url": "https://stack... | === 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 | |
e78a8630e5b1ac110001768d | train | technical_research | pypi | https://pypi.org/project/numpy/ | numpy | community | rust | database | Perform a technical research task about database, focused on implementation details. | {"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": "... | === SCOPE ===
Technical behavior of database.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- numpy (https://pypi.org/project/numpy/)
- Official documentatio... | web-research-coding-5m-1.1.0 | |
9977970da196b757daeae119 | train | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/Weyaxi/huggingface-spaces-codes | Weyaxi/huggingface-spaces-codes | search_interface | javascript | computer_vision | Perform a deep multi-layer analysis of computer_vision 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": "Weyaxi/huggingface-spaces-codes", "source_url": "https://huggingface.co/datasets/Weyaxi/huggi... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'Weyaxi/huggingface-spaces-codes' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
983e5f8fa8cbfadf01c96473 | train | developer_onboarding | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | marketplace | c | distributed_systems | Perform a deep developer-experience analysis for a c project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | === 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 | |
647110a46ed531eaa1ff5a93 | train | code_review | github | https://github.com/realworld-apps/realworld | realworld-apps/realworld | productivity | css | design_system | Perform a production code review of css code related to design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "realworld-apps/realworld", "source_url": "https://github.com/realworld-apps/realworld", "sour... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
ad6b9d8e676096aeba778098 | train | refactoring_testability | npm | https://www.npmjs.com/package/axios | axios | ecommerce | cpp | computer_vision | Refactor a cpp system related to computer_vision. Focus on refactoring testability. | {"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... | === 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 | |
d151841fdfc9aeb5a68645cc | train | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | dashboard | cpp | cloud | Summarize the current state of knowledge about cloud. | {"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... | === OVERVIEW ===
cloud in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Performance (https://dev... | web-research-coding-5m-1.1.0 | |
c7a1075c857cf8b90349ab8a | train | refactoring_observability | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | portfolio | sql | nodejs | Refactor a sql system related to nodejs. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 | |
4d2b00915bf710df2bdab2b9 | train | javascript_generation | codeberg | https://codeberg.org/eth0net/_cargo-index | eth0net/_cargo-index | portfolio | dart | microservices | 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": "eth0net/_cargo-index", "source_url": "https://codeberg.org/eth0net/_cargo-index", "source_typ... | 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 |
5e2dbc3aff76e595e38267b5 | train | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | social_app | php | kubernetes | Create a production coding task in php for kubernetes. | {"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", "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
34d4ff8f21d22328cefab8af | train | design_review | huggingface | https://huggingface.co/datasets/Human-Centric-Machine-Learning/tokenization-multiplicity-data | Human-Centric-Machine-Learning/tokenization-multiplicity-data | productivity | kotlin | security | Perform a professional design review of a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Human-Centric-Machine-Learning/tokenization-multiplicity-data", "source_url": "https://huggin... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
780ce2b86f1109c6d3d3477c | train | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | java | mongodb | Audit accessibility for a finance. | {"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": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
fc89783d5d99ce3386dc3c9e | train | multi_hop_research | gitlab | https://gitlab.com/snowball-dev-group/snowball-bot | snowball-dev-group/snowball-bot | documentation | shell | authorization | Perform multi-hop research about authorization: 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": "snowball-dev-group/snowball-bot", "source_url": "https://gitlab.com/snowball-dev-group/snowba... | === HOP 1 ===
Start at: snowball-dev-group/snowball-bot
https://gitlab.com/snowball-dev-group/snowball-bot
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 fai... | web-research-coding-5m-1.1.0 | |
1411d68ef121ffc4b57f39ea | train | refactoring_legacy_code | gitlab | https://gitlab.com/ase/ase | ase/ase | developer_tool | html | html | Refactor a html system related to html. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ase/ase", "source_url": "https://gitlab.com/ase/ase", "source_type": "repository", "topic": "... | === 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 | |
1160115d22c20a85c91eb893 | train | form_ui | web_docs | https://react.dev/ | React Documentation | admin_panel | go | authorization | Design an accessible form for authorization. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
543ee932a69b24cdb7322c08 | train | refactoring_legacy_code | pypi | https://pypi.org/project/rich/ | rich | education | shell | html | Refactor a shell system related to html. Focus on refactoring legacy code. | {"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": "ht... | === 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 | |
62ed71e189fbee2738ac5732 | train | design_system | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-6144 | AkshithAI/starcoderdata-javascript-ctx-6144 | finance | ruby | data_structures | Create a scalable design system for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-6144", "source_url": "https://huggingface.co/datasets/... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
806ede85678daa0e5864f6bc | train | landing_page | codeberg | https://codeberg.org/plaublin/100-exercises-to-learn-rust | plaublin/100-exercises-to-learn-rust | social_app | cpp | css | Design a landing page for a css product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "plaublin/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/plaublin/100-exerc... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
497418cf2603b1ed005fdc31 | train | developer_onboarding | gitlab | https://gitlab.com/postmill/Postmill | postmill/Postmill | social_app | python | rest_api | Perform a deep developer-experience analysis for a python project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "postmill/Postmill", "source_url": "https://gitlab.com/postmill/Postmill", "source_type": "rep... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d3682c512933c77b5e1cf37e | train | technical_research | github | https://github.com/eriklindernoren/ML-From-Scratch | eriklindernoren/ML-From-Scratch | education | sql | linux | Perform a technical research task about linux, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eriklindernoren/ML-From-Scratch", "source_url": "https://github.com/eriklindernoren/ML-From-S... | === SCOPE ===
Technical behavior of linux.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- eriklindernoren/ML-From-Scratch (https://github.com/eriklindernore... | web-research-coding-5m-1.1.0 | |
e83ddde657bf52d2c9645b19 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | landing_page | rust | python | Refactor a rust system related to python. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
3520ebdda09378a02f0a1e35 | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/448981/which-characters-are-valid-in-css-class-names-selectors | Which characters are valid in CSS class names/selectors? | analytics | sql | python | Perform a deep multi-layer analysis of python for a analytics 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": "Which characters are valid in CSS class names/selectors?", "source_url": "https://stackoverfl... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'Which characters are valid in CSS class names/selectors?' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
928a9f57b69d99fa0bafee8b | train | api_design | github | https://github.com/ChatGPTNextWeb/NextChat | ChatGPTNextWeb/NextChat | landing_page | ruby | database | Design a production API for a database application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ChatGPTNextWeb/NextChat", "source_url": "https://github.com/ChatGPTNextWeb/NextChat", "source... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
636025ed16e1423f614d9e6c | train | maintainability_analysis | npm | https://www.npmjs.com/package/zod | zod | admin_panel | java | nextjs | Perform a deep multi-layer analysis of nextjs for a admin_panel using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 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 'zod' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
a6407e77433d50c09a9b0dbb | train | algorithm_design | npm | https://www.npmjs.com/package/vite | vite | landing_page | javascript | rest_api | Design a javascript algorithm for a rest_api problem. | {"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":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
89268e450efcb687e45c21e5 | train | design_to_code | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | admin_panel | javascript | caching | Translate a admin_panel design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | 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 | |
6802c6063cd8c040ee2e304c | train | code_review | pypi | https://pypi.org/project/uvicorn/ | uvicorn | developer_tool | dart | web_accessibility | Perform a production code review of dart code related to web_accessibility. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
7d661e43a2cd7eddc0f8e757 | train | unit_testing | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | finance | kotlin | devops | Create a unit-testing strategy for kotlin code involving devops. | {"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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
8cb13c39ced85a02af1b4ff5 | train | design_to_code | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | dashboard | ruby | graphql | Translate a dashboard design into maintainable ruby code. | {"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... | 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 | |
28f259c702cf1cd164683fb3 | train | research_plan | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | analytics | css | docker | Build a structured research plan to deeply understand docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | === GOAL ===
Produce a reliable, current, and actionable understanding of docker.
=== 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 wit... | web-research-coding-5m-1.1.0 | |
ac5d3801a63884db2173fbfb | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | cpp | web_accessibility | Rewrite and improve a vague search query about web_accessibility 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === ORIGINAL (VAGUE) ===
how to do web_accessibility
=== REWRITTEN QUERIES ===
1. web_accessibility official documentation guide
2. web_accessibility production best practices 2025
3. web_accessibility common pitfalls and solutions
4. web_accessibility architecture patterns with examples
=== RATIONALE ===
Add intent ... | web-research-coding-5m-1.1.0 | |
e6f98d4db73ce6446ac3c46e | train | evidence_extraction | gitlab | https://gitlab.com/materials-modeling/icet | materials-modeling/icet | portfolio | shell | devops | Extract verifiable evidence about devops from the given source. | {"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... | === SOURCE ===
materials-modeling/icet
https://gitlab.com/materials-modeling/icet
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the ... | web-research-coding-5m-1.1.0 | |
6995c48ac1b5130dc24cbced | train | data_structure_design | github | https://github.com/puppeteer/puppeteer | puppeteer/puppeteer | admin_panel | sql | mongodb | Design a data structure in sql for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puppeteer/puppeteer", "source_url": "https://github.com/puppeteer/puppeteer", "source_type": ... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
d6dc2f0371ae455f75e4f994 | train | refactoring_performance | stackexchange | https://stackoverflow.com/questions/16056591/font-scaling-based-on-size-of-container | Font scaling based on size of container | productivity | php | web_accessibility | Refactor a php system related to web_accessibility. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Font scaling based on size of container", "source_url": "https://stackoverflow.com/questions/... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
6a487c998e6ee89acd5dbba0 | train | multi_layer_analysis | codeberg | https://codeberg.org/vvlad/_cargo-index | vvlad/_cargo-index | ecommerce | c | database | Perform a deep multi-layer analysis of database for a ecommerce 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": "vvlad/_cargo-index", "source_url": "https://codeberg.org/vvlad/_cargo-index", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'vvlad/_cargo-index' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
b41008a13469a33769ca46bf | train | responsive_design | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_computer_programming_code | BAAI/IndustryCorpus2_computer_programming_code | finance | kotlin | cloud | Create a responsive design strategy for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_computer_programming_code", "source_url": "https://huggingface.co/datase... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
dacd807ebf30b2e8e73c4c5a | train | refactoring_testability | gitlab | https://gitlab.com/pymarc/pymarc | pymarc/pymarc | ecommerce | javascript | software_architecture | Refactor a javascript system related to software_architecture. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pymarc/pymarc", "source_url": "https://gitlab.com/pymarc/pymarc", "source_type": "repository"... | === 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 | |
dd55974d27368722b93068c2 | train | component_design | gitlab | https://gitlab.com/dejawu/ectype | dejawu/ectype | search_interface | sql | postgresql | Design reusable UI components for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dejawu/ectype", "source_url": "https://gitlab.com/dejawu/ectype", "source_type": "repository"... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
4ca8e3f254cfdc5e9ea7dfa1 | train | design_consistency | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | ecommerce | kotlin | authentication | 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
56ca7d88ead981dec51cbc9f | train | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/4482686/check-synchronously-if-file-directory-exists-in-node-js | Check synchronously if file/directory exists in Node.js | landing_page | ruby | computer_vision | Refactor a ruby system related to computer_vision. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Check synchronously if file/directory exists in Node.js", "source_url": "https://stackoverflo... | === 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 | |
3fb7d4ceafd61c2f803b278f | train | developer_onboarding | web_docs | https://docs.djangoproject.com/ | Django Documentation | saas | swift | nlp | Perform a deep developer-experience analysis for a swift project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
91da5ee48529f3e90579b780 | train | ux_design | huggingface | https://huggingface.co/datasets/alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project | alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project | documentation | html | rest_api | Design the complete UX flow of a documentation for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "alphuuuu02/Machine-Learning-Credit-Card-Fraud-Detection-Project", "source_url": "https://hugg... | 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 | |
f5aa6b8648062f195dd2e579 | train | design_consistency | npm | https://www.npmjs.com/package/next | next | education | c | security | Audit design consistency across a education. | {"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":... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
3aea8d58b30d7968a4f43b7d | train | dx_analysis | pypi | https://pypi.org/project/typer/ | typer | search_interface | css | backend | Perform a deep developer-experience analysis for a css project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "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 | |
120f7644a4c90bb21bfa7567 | train | refactoring | github | https://github.com/nicolargo/glances | nicolargo/glances | admin_panel | php | design_system | Create a production coding task in php for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nicolargo/glances", "source_url": "https://github.com/nicolargo/glances", "source_type": "rep... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
8e2f84a4882faf728d7a4d60 | train | performance_fix | npm | https://www.npmjs.com/package/express | express | blog | dart | css | Create a web-performance optimization plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
3abd40d17ee324848d674c77 | train | accessibility_analysis | pypi | https://pypi.org/project/torch/ | torch | search_interface | javascript | debugging | Perform a deep multi-layer analysis of debugging 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": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
f5a4632c722dc12c5bca6e3b | train | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/2612802/how-do-i-clone-a-list-so-that-it-doesnt-change-unexpectedly-after-assignment | How do I clone a list so that it doesn't change unexpectedly after assignment? | documentation | rust | nodejs | Refactor a rust system related to nodejs. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I clone a list so that it doesn't change unexpectedly after assignment?", "source_... | === 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 | |
6545c32080a41bee0c6dc614 | train | design_accessibility | huggingface | https://huggingface.co/datasets/JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929 | search_interface | shell | html | Audit accessibility for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JasonYan777/PersonaSignal-LeakageCheck-Programming-Expertise-claude-sonnet-4-5-20250929", "so... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
8ffca4bc7dc9ef522d9629a4 | train | algorithm_design | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | blog | scala | security | Design a scala algorithm for a security problem. | {"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": "... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
a1f62122b6ccde48533fdb87 | train | code_explanation | pypi | https://pypi.org/project/gradio/ | gradio | developer_tool | go | docker | Explain a go implementation related to docker. | {"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":... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
3c0af1d3162e53bd537b06e4 | train | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | blog | shell | user_experience | Perform a deep multi-layer analysis of user_experience for a blog 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
918df9114a1e5f4f5fe0ed63 | train | local_development_experience | huggingface | https://huggingface.co/datasets/khushbu313/text_to_javascript | khushbu313/text_to_javascript | dashboard | php | database | Perform a deep developer-experience analysis for a php project involving database. | {"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... | === 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 | |
a1e08420fb33858bc6da5880 | train | source_selection | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | landing_page | swift | 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 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 | |
16719855d8906872ef189304 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks | whitecircle/swe-rebench-v2-clean-python-tasks | ecommerce | java | algorithms | Find and summarize the relevant documentation for algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "whitecircle/swe-rebench-v2-clean-python-tasks", "source_url": "https://huggingface.co/dataset... | === RELEVANT DOCS ===
- whitecircle/swe-rebench-v2-clean-python-tasks
https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each... | web-research-coding-5m-1.1.0 | |
52049bba53d5288db8aa8e13 | train | code_explanation | web_docs | https://docs.djangoproject.com/ | Django Documentation | saas | swift | frontend | Explain a swift implementation related to frontend. | {"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 inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
8959dd081e0e5a03d4b0e8a9 | train | documentation_lookup | web_docs | https://git-scm.com/doc | Git Documentation | finance | php | authorization | Find and summarize the relevant documentation for authorization. | {"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", ... | === RELEVANT DOCS ===
- Git Documentation
https://git-scm.com/doc
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
bab3717d01fbef4ca93883ae | train | ui_design | huggingface | https://huggingface.co/datasets/ellamind/gsm8k-platinum-multilingual | ellamind/gsm8k-platinum-multilingual | landing_page | javascript | backend | Design a production-quality UI for a landing_page focused on backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/gsm8k-platinum-multilingual", "source_url": "https://huggingface.co/datasets/ellamin... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
aa55f5c46bf80fed652cd761 | train | responsive_website | npm | https://www.npmjs.com/package/svelte | svelte | marketplace | scala | typescript | Design a complete responsive marketplace for typescript. | {"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... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 |
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