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32e6fc541ef654e6b8f95d13 | test | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | ruby | data_engineering | Create an accessibility remediation plan for a 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... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
50bb02671f1ffabdfa872239 | test | algorithm_design | stackexchange | https://stackoverflow.com/questions/8865458/how-do-i-vertically-center-text-with-css | How do I vertically center text with CSS? | landing_page | javascript | authentication | Design a javascript algorithm for a authentication problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I vertically center text with CSS?", "source_url": "https://stackoverflow.com/question... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
9bd0875e21f36138c3c9fc92 | test | dx_analysis | huggingface | https://huggingface.co/datasets/o0Biggz0o/documentation-images | o0Biggz0o/documentation-images | landing_page | typescript | database | Perform a deep developer-experience analysis for a typescript project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "o0Biggz0o/documentation-images", "source_url": "https://huggingface.co/datasets/o0Biggz0o/doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
3be08256596cdf28f3a8a031 | test | performance_fix | codeberg | https://codeberg.org/hugoalh/adler32-es | hugoalh/adler32-es | dashboard | kotlin | postgresql | Create a web-performance optimization plan for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hugoalh/adler32-es", "source_url": "https://codeberg.org/hugoalh/adler32-es", "source_type": ... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
2aeeeda3114cc4fc63f03178 | test | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | java | distributed_systems | Perform a deep developer-experience analysis for a java project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ef7ca99fc376e2f0a76b9050 | test | data_structure_design | huggingface | https://huggingface.co/datasets/microsoft/rStar-Coder | microsoft/rStar-Coder | admin_panel | ruby | backend | Design a data structure in ruby for backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "microsoft/rStar-Coder", "source_url": "https://huggingface.co/datasets/microsoft/rStar-Coder"... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
caf18d6d5b405462e6ac1fa2 | test | debugging_experience | gitlab | https://gitlab.com/pyspread/pyspread | pyspread/pyspread | social_app | c | deep_learning | Perform a deep developer-experience analysis for a c project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pyspread/pyspread", "source_url": "https://gitlab.com/pyspread/pyspread", "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... | web-research-coding-5m-1.1.0 | |
cef01ccee493ef6d184b5297 | test | security_review | github | https://github.com/vercel/hyper | vercel/hyper | finance | java | react | Perform a security review of a finance application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
7d08cb17afa62775dc65494d | test | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | go | mongodb | Perform a deep multi-layer analysis of mongodb for a documentation using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
f3a539c5bb117a5be769bbc5 | test | refactoring_security | codeberg | https://codeberg.org/khalid_salad/100-exercises-to-learn-rust | khalid_salad/100-exercises-to-learn-rust | admin_panel | python | backend | Refactor a python system related to backend. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "khalid_salad/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/khalid_salad/1... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
2a7c34acfb5bd8f4629829f9 | test | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | c | redis | Refactor a c system related to redis. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
5492acf23cbe60df94308b20 | test | design_accessibility | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | finance | go | user_experience | Audit accessibility for a finance. | {"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": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
9bf9888fd240f8be8a80d149 | test | ux_design | huggingface | https://huggingface.co/datasets/introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | landing_page | swift | python | Design the complete UX flow of a landing_page for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics", "source_url": "htt... | 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 | |
53681b33187888264f3474ac | test | refactoring | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | blog | sql | docker | Create a production coding task in sql for docker. | {"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-... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
1cbbeaf99cd82b6faf8976ee | test | search_query_rewrite | npm | https://www.npmjs.com/package/svelte | svelte | productivity | php | 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 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 | |
66103e86f1f5bc7ec949e621 | test | responsive_website | stackexchange | https://stackoverflow.com/questions/62096269/unknown-file-extension-ts-for-a-typescript-file | Unknown file extension ".ts" for a TypeScript file | community | css | design_system | Design a complete responsive community for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Unknown file extension ".ts" for a TypeScript file", "source_url": "https://stackov... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
6e8832ed88b00e38e49eff16 | test | design_tokens | npm | https://www.npmjs.com/package/jest | jest | dashboard | rust | nextjs | Create design tokens for a dashboard. | {"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":... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
558194f82e13310ade9a0945 | test | ui_design | gitlab | https://gitlab.com/azae/craft/movie-rental/movie-rental-typescript | azae/craft/movie-rental/movie-rental-typescript | portfolio | html | api_design | Design a production-quality UI for a portfolio focused on api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "azae/craft/movie-rental/movie-rental-typescript", "source_url": "https://gitlab.com/azae/craf... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
940b999e6d370b768ce209b3 | test | design_components | stackexchange | https://stackoverflow.com/questions/24718709/reactjs-does-render-get-called-any-time-setstate-is-called | ReactJS - Does render get called any time "setState" is called? | finance | java | fullstack | Create a component architecture for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ReactJS - Does render get called any time "setState" is called?", "source_url": "ht... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
42f4e34ba04a6d715d390926 | test | accessibility_analysis | npm | https://www.npmjs.com/package/playwright | playwright | education | ruby | microservices | Perform a deep multi-layer analysis of microservices for a education 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 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 'playwright' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
a0d3314342e0ad211d655bce | test | refactoring_security | stackexchange | https://stackoverflow.com/questions/195951/how-can-i-change-an-elements-class-with-javascript | How can I change an element's class with JavaScript? | search_interface | rust | redis | Refactor a rust system related to redis. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I change an element's class with JavaScript?", "source_url": "https://stackoverfl... | === 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 | |
a54a8cd736364bd78eff6bc6 | test | unit_testing | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | analytics | shell | python | Create a unit-testing strategy for shell code involving python. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
c8c17787f77086e70ba156c6 | test | code_review | npm | https://www.npmjs.com/package/vue | vue | saas | html | deep_learning | Perform a production code review of html code related to deep_learning. | {"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": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
8f85573a56d851f54a1b3e0d | test | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | cpp | cloud | Refactor a cpp system related to cloud. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
69cca7ebcf2feb6c9ca3956b | test | testing_experience | pypi | https://pypi.org/project/torch/ | torch | developer_tool | css | linux | Perform a deep developer-experience analysis for a css project involving linux. | {"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. 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 | |
4b7721641e98835c2cf1f6d1 | test | refactoring_scalability | npm | https://www.npmjs.com/package/playwright | playwright | portfolio | javascript | security | Refactor a javascript system related to security. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
ea6185401e90fc34825038ad | test | developer_experience | stackexchange | https://stackoverflow.com/questions/23569441/is-it-possible-to-apply-css-to-half-of-a-character | Is it possible to apply CSS to half of a character? | admin_panel | html | security | Perform a deep developer-experience analysis for a html project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is it possible to apply CSS to half of a character?", "source_url": "https://stackoverflow.co... | === 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 | |
d9e9467928e303981868fcf2 | test | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | java | data_engineering | Refactor a java system related to data_engineering. Focus on refactoring architecture. | {"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 ===
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 | |
51fb23b5b83b3c4192ca97be | test | refactoring_testability | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | developer_tool | javascript | database | Refactor a javascript system related to database. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/programming-solutions", "source_url": "https://huggingface.co/datasets/code-ra... | === 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 | |
981e5d04682fd102bebc4b4f | test | dashboard | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-project-page-videos | NTU-yiwen/code-world-model-project-page-videos | productivity | php | database | Design a production dashboard for database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NTU-yiwen/code-world-model-project-page-videos", "source_url": "https://huggingface.co/datase... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
c11947f15179fcfece253374 | test | evidence_extraction | web_docs | https://git-scm.com/doc | Git Documentation | marketplace | c | rest_api | Extract verifiable evidence about rest_api from the given source. | {"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", ... | === SOURCE ===
Git Documentation
https://git-scm.com/doc
=== 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 s... | web-research-coding-5m-1.1.0 | |
69a6ea3b4d5547303989e764 | test | risk_analysis | gitlab | https://gitlab.com/glitchtip/glitchtip-frontend | glitchtip/glitchtip-frontend | ecommerce | shell | security | Perform a deep multi-layer analysis of security for a ecommerce 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": "glitchtip/glitchtip-frontend", "source_url": "https://gitlab.com/glitchtip/glitchtip-frontend... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'glitchtip/glitchtip-frontend' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
403dff344ddf9aac997b7c83 | test | refactoring_performance | stackexchange | https://stackoverflow.com/questions/7244321/how-do-i-update-or-sync-a-forked-repository-on-github | How do I update or sync a forked repository on GitHub? | documentation | python | serverless | Refactor a python system related to serverless. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I update or sync a forked repository on GitHub?", "source_url": "https://stackoverflow... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
01453310d10aa3169012853f | test | data_structure_design | gitlab | https://gitlab.com/shyft-os/shyft | shyft-os/shyft | productivity | scala | react | Design a data structure in scala for react. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
b741fc58af4ed84d3a066aa7 | test | refactoring_observability | gitlab | https://gitlab.com/smolpxl/smolpxl | smolpxl/smolpxl | saas | java | ci_cd | Refactor a java system related to ci_cd. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smolpxl/smolpxl", "source_url": "https://gitlab.com/smolpxl/smolpxl", "source_type": "reposit... | === 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 | |
92ee34cb8eff1c6beb0b0b2c | test | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | sql | nextjs | Perform a deep multi-layer analysis of nextjs for a productivity 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
f4efb803b42f9f5c038fe683 | test | security_analysis | huggingface | https://huggingface.co/datasets/Tapos-Minmoy/python_programming_questions | Tapos-Minmoy/python_programming_questions | dashboard | c | caching | Perform a deep multi-layer analysis of caching 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": "Tapos-Minmoy/python_programming_questions", "source_url": "https://huggingface.co/datasets/Ta... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'Tapos-Minmoy/python_programming_questions' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
4ba0a1fcda83a9a10117bfe7 | test | react_generation | huggingface | https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5 | learning-machine-inc/mmlu-pro-cot-opus5 | dashboard | html | nodejs | Design React components for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/mmlu-pro-cot-opus5", "source_url": "https://huggingface.co/datasets/lear... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
ed75a1c4781bdae84f277214 | test | research_summary | stackexchange | https://stackoverflow.com/questions/1911015/how-do-i-debug-node-js-applications | How do I debug Node.js applications? | ecommerce | rust | machine_learning | Summarize the current state of knowledge about machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I debug Node.js applications?", "source_url": "https://stackoverflow.com/questions/191... | === OVERVIEW ===
machine_learning 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 ===
How do I debu... | web-research-coding-5m-1.1.0 | |
bb62fc9961a11864e32492ed | test | css_generation | npm | https://www.npmjs.com/package/express | express | portfolio | sql | serverless | Create responsive CSS for a portfolio. | {"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... | 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 |
c4134bded19f3db310244db9 | test | security_review | pypi | https://pypi.org/project/pandas/ | pandas | saas | typescript | user_experience | Perform a security review of a saas application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
b7a4ec63bb09ee9757632e41 | test | css_generation | stackexchange | https://stackoverflow.com/questions/3552461/how-do-i-format-a-date-in-javascript | How do I format a date in JavaScript? | ecommerce | cpp | devops | Create responsive CSS for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I format a date in JavaScript?", "source_url": "https://stackoverflow.com/questions/35... | 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 |
736df00dbcb05ad30bafe182 | test | search_intent_classification | huggingface | https://huggingface.co/datasets/rgismondi/code-fill-dataset | rgismondi/code-fill-dataset | finance | go | rest_api | Classify the search intent for a query about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rgismondi/code-fill-dataset", "source_url": "https://huggingface.co/datasets/rgismondi/code-f... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"rest_api vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
9dd130ee85b8abbb289d0653 | test | nextjs_generation | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | search_interface | python | data_engineering | Design a Next.js architecture for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "peryl/peryl", "source_url": "https://gitlab.com/peryl/peryl", "source_type": "repository", "t... | 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 |
70d75a3df08fe9fc863df057 | test | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | blog | css | software_architecture | Design the complete UX flow of a blog for software_architecture. | {"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... | 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 | |
92e9bd832bd1c1d64733ee65 | test | dx_analysis | npm | https://www.npmjs.com/package/rollup | rollup | developer_tool | scala | linux | Perform a deep developer-experience analysis for a scala project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 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 | |
859ef9043d7900073e1ae55f | test | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | community | css | documentation | Create a production coding task in css for documentation. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
15b4009609aa2a3c9f497861 | test | algorithm_design | stackexchange | https://stackoverflow.com/questions/28889826/how-to-set-focus-on-an-input-field-after-rendering | How to set focus on an input field after rendering? | documentation | kotlin | redis | Design a kotlin algorithm for a redis problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to set focus on an input field after rendering?", "source_url": "https://stackoverflow.co... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
0bffea107dc37620476e92a9 | test | security_analysis | github | https://github.com/justjavac/free-programming-books-zh_CN | justjavac/free-programming-books-zh_CN | education | java | machine_learning | Perform a deep multi-layer analysis of machine_learning for a education 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": "justjavac/free-programming-books-zh_CN", "source_url": "https://github.com/justjavac/free-pro... | === 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 'justjavac/free-programming-books-zh_CN' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
24fc10fb55ed3ba68f4e6a71 | test | dependency_impact_analysis | gitlab | https://gitlab.com/hsleisink/cauldron | hsleisink/cauldron | admin_panel | python | typescript | Perform a deep multi-layer analysis of typescript for a admin_panel 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": "hsleisink/cauldron", "source_url": "https://gitlab.com/hsleisink/cauldron", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'hsleisink/cauldron' as a source anchor and identify relevant APIs, dependencies, versions... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7f7c3015f110664d24cff795 | test | design_consistency | huggingface | https://huggingface.co/datasets/m-a-p/CodeFeedback-Filtered-Instruction | m-a-p/CodeFeedback-Filtered-Instruction | community | javascript | documentation | Audit design consistency across a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "m-a-p/CodeFeedback-Filtered-Instruction", "source_url": "https://huggingface.co/datasets/m-a-... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
6f43761a5e172d7458557995 | test | responsive_website | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-2048 | AkshithAI/starcoderdata-javascript-ctx-2048 | search_interface | python | mongodb | Design a complete responsive search_interface for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AkshithAI/starcoderdata-javascript-ctx-2048", "source_url": "https://huggingface.co/datasets/... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
4f7163f9c816f48f4cc51679 | test | multi_layer_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | finance | ruby | microservices | Perform a deep multi-layer analysis of microservices for a finance 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 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 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
a99c88a1082e7b3aa991aef9 | test | react_generation | gitlab | https://gitlab.com/woob/woob | woob/woob | analytics | php | devops | Design React components for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "woob/woob", "source_url": "https://gitlab.com/woob/woob", "source_type": "repository", "topic... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
07c2f466eb8fa9ab9f908999 | test | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | javascript | authentication | Refactor a javascript system related to authentication. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
f0b8799d0f9067ca3337ca83 | test | seo_fix | gitlab | https://gitlab.com/eternaltwin/eternaltwin | eternaltwin/eternaltwin | marketplace | kotlin | docker | Create an SEO improvement plan for a marketplace about docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eternaltwin/eternaltwin", "source_url": "https://gitlab.com/eternaltwin/eternaltwin", "source... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
27793952a445c0fa3bd70336 | test | form_ui | pypi | https://pypi.org/project/gradio/ | gradio | marketplace | java | 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": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
4dafdb8b9fb886fb0910dd65 | test | research_plan | stackexchange | https://stackoverflow.com/questions/101752/i-ran-into-a-merge-conflict-how-do-i-abort-the-merge | I ran into a merge conflict. How do I abort the merge? | community | cpp | 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": "I ran into a merge conflict. How do I abort the merge?", "source_url": "https://stackoverflow... | === 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 | |
4556e9558c9a16f29eed8188 | test | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | dart | serverless | Create semantic HTML for a education about serverless. | {"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 semantic landmarks, headings, accessible controls, meaningful labels, and correct document structure. | <!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport"
content="width=device-width, initial-scale=1">
<title>Accessible Application</title>
</head>
<body>
<main>
<h1>Application</h1>
</main>
</body>
</html> | web-research-coding-5m-1.1.0 |
85266478c6f989c8c7fb3534 | test | refactoring_api | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | java | testing | Refactor a java system related to testing. Focus on refactoring api. | {"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 ===
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 | |
8d05281596d1990a97544f84 | test | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | ecommerce | swift | documentation | Create a scalable design system for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
7713be8e61bd8d2b32221ff3 | test | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/open-r1/codeforces-cots | open-r1/codeforces-cots | education | swift | database | Perform a deep multi-layer analysis of database for a education using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/codeforces-cots", "source_url": "https://huggingface.co/datasets/open-r1/codeforces-c... | === 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 'open-r1/codeforces-cots' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
0d377051545c0a3841047b19 | test | security_review | gitlab | https://gitlab.com/catamphetamine/javascript-time-ago | catamphetamine/javascript-time-ago | education | python | design_system | 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": "catamphetamine/javascript-time-ago", "source_url": "https://gitlab.com/catamphetamine/javascr... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
03e4c755868344ecf1465c63 | test | maintainability_analysis | huggingface | https://huggingface.co/datasets/prsdm/Machine-Learning-QA-dataset | prsdm/Machine-Learning-QA-dataset | admin_panel | go | developer_experience | Perform a deep multi-layer analysis of developer_experience for a admin_panel using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prsdm/Machine-Learning-QA-dataset", "source_url": "https://huggingface.co/datasets/prsdm/Mach... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'prsdm/Machine-Learning-QA-dataset' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
def3226a986100928b0ef304 | test | deployment_experience | pypi | https://pypi.org/project/gradio/ | gradio | dashboard | dart | web_accessibility | Perform a deep developer-experience analysis for a dart project involving web_accessibility. | {"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":... | === 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 | |
f26676dedcf85ab2a6a8ab24 | test | security_analysis | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | portfolio | dart | nodejs | Perform a deep multi-layer analysis of nodejs for a portfolio 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": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'sqlalchemy' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
e7e2eea0b2ab1242bf4fe127 | test | api_design | huggingface | https://huggingface.co/datasets/nakroy/cifar100-python | nakroy/cifar100-python | productivity | swift | authentication | Design a production API for a authentication application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nakroy/cifar100-python", "source_url": "https://huggingface.co/datasets/nakroy/cifar100-pytho... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
8eb368ad2f1bafae0f638c15 | test | refactoring_modularization | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | marketplace | go | postgresql | Refactor a go system related to postgresql. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
4450c49c6e9872f813597618 | test | data_structure_design | stackexchange | https://stackoverflow.com/questions/5805059/how-do-i-make-a-placeholder-for-a-select-box | How do I make a placeholder for a 'select' box? | developer_tool | dart | authentication | Design a data structure in dart for authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a placeholder for a 'select' box?", "source_url": "https://stackoverflo... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
9eede21d6581563483f9de1a | test | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | scala | linux | Explain a scala implementation related to linux. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
f53b5bfd13c70871a1d6df1a | test | javascript_generation | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | blog | html | nextjs | Implement JavaScript interactions for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sdurobotics/ur_rtde", "source_url": "https://gitlab.com/sdurobotics/ur_rtde", "source_type": ... | 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 |
0bf16383018b83af8840ac1a | test | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | typescript | javascript | Perform a deep multi-layer analysis of javascript for a finance using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
b405a890e16c585536029d98 | test | debugging_experience | github | https://github.com/httpie/cli | httpie/cli | portfolio | sql | nodejs | Perform a deep developer-experience analysis for a sql project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpie/cli", "source_url": "https://github.com/httpie/cli", "source_type": "repository", "top... | === 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 | |
305a12b5e21e3594ce1653d3 | test | cli_experience | npm | https://www.npmjs.com/package/hono | hono | marketplace | css | design_system | Perform a deep developer-experience analysis for a css project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "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 | |
c7121f19db8a5f081300589b | test | react_generation | huggingface | https://huggingface.co/datasets/mxzoo/CFFI-javascript-obfuscated-codeonly | mxzoo/CFFI-javascript-obfuscated-codeonly | ecommerce | php | python | Design React components for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mxzoo/CFFI-javascript-obfuscated-codeonly", "source_url": "https://huggingface.co/datasets/mx... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
d0a504e02b4ea56331a0a1af | test | documentation_page | huggingface | https://huggingface.co/datasets/nvidia/Nemotron-SFT-Multilingual-v1 | nvidia/Nemotron-SFT-Multilingual-v1 | blog | html | web_accessibility | Design a developer documentation page for web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/Nemotron-SFT-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/N... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
eb7f89f16783b978ed20554d | test | technical_research | gitlab | https://gitlab.com/ClearURLs/ClearUrls | ClearURLs/ClearUrls | saas | go | 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": "ClearURLs/ClearUrls", "source_url": "https://gitlab.com/ClearURLs/ClearUrls", "source_type": ... | === 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 ===
- ClearURLs/ClearUrls (https://gitlab.com/ClearURLs/ClearUrls)
- Of... | web-research-coding-5m-1.1.0 | |
895b0aae0d82305ab4f7c3af | test | local_development_experience | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | landing_page | swift | authorization | Perform a deep developer-experience analysis for a swift project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy", "source_url": "https://codeberg.or... | === 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 | |
85918358874f6f7a06c2765a | test | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-models | Neura-parse/quantum-machine-learning-models | dashboard | kotlin | api_design | Refactor a kotlin system related to api_design. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-models", "source_url": "https://huggingface.co/datasets/... | === 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 | |
4d289f878e3fb7059b65bc4b | test | research_summary | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | blog | php | data_engineering | Summarize the current state of knowledge about data_engineering. | {"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... | === OVERVIEW ===
data_engineering 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 ===
Kubernetes Do... | web-research-coding-5m-1.1.0 | |
bd5edb522591a6522cea79c1 | test | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | javascript | user_experience | Summarize the current state of knowledge about user_experience. | {"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": "... | === OVERVIEW ===
user_experience 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 ===
Web APIs (http... | web-research-coding-5m-1.1.0 | |
d9d5f401d8d00ed9937eb640 | test | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | scala | mongodb | Perform a deep multi-layer analysis of mongodb for a blog using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
6ebff1cd79d1c1a349f72270 | test | api_design | pypi | https://pypi.org/project/pydantic/ | pydantic | landing_page | php | software_architecture | Design a production API for a software_architecture application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
b4eee5153d7c2126c6ed6c03 | test | responsive_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy | saas | c | backend | Create a responsive design strategy for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-Basics-and-Git-Lauren-Brophy", "source_url": "https://codeberg.or... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
35272b280d02a9b8053ec119 | test | tradeoff_analysis | npm | https://www.npmjs.com/package/vue | vue | community | dart | nlp | Perform a deep multi-layer analysis of nlp for a community 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 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 'vue' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical co... | web-research-coding-5m-1.1.0 | |
e74c29cadb1d04a0fb6dcb37 | test | javascript_generation | github | https://github.com/encode/django-rest-framework | encode/django-rest-framework | dashboard | rust | authorization | Implement JavaScript interactions for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "encode/django-rest-framework", "source_url": "https://github.com/encode/django-rest-framework... | 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 |
9d403c175a3ccaf541319939 | test | refactoring_maintainability | gitlab | https://gitlab.com/e-cons/esercizi-typescript | e-cons/esercizi-typescript | search_interface | css | mongodb | Refactor a css system related to mongodb. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "e-cons/esercizi-typescript", "source_url": "https://gitlab.com/e-cons/esercizi-typescript", "... | === 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 | |
50ba429f6633f6d150b93179 | test | evidence_extraction | huggingface | https://huggingface.co/datasets/optimum/documentation-images | optimum/documentation-images | search_interface | kotlin | authentication | Extract verifiable evidence about authentication from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "optimum/documentation-images", "source_url": "https://huggingface.co/datasets/optimum/documen... | === SOURCE ===
optimum/documentation-images
https://huggingface.co/datasets/optimum/documentation-images
=== 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 ... | web-research-coding-5m-1.1.0 | |
b78a1d0a26141edc46dec988 | test | responsive_website | npm | https://www.npmjs.com/package/fastify | fastify | dashboard | javascript | computer_vision | Design a complete responsive dashboard for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
e8115588513c0171d5cefaa0 | test | nextjs_generation | stackexchange | https://stackoverflow.com/questions/5480258/how-can-i-delete-a-remote-tag | How can I delete a remote tag? | analytics | dart | machine_learning | Design a Next.js architecture for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I delete a remote tag?", "source_url": "https://stackoverflow.com/questions/5480258/h... | 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 |
ac74b2c3e0ec5ecaee91641f | test | refactoring_testability | pypi | https://pypi.org/project/httpx/ | httpx | dashboard | dart | testing | Refactor a dart system related to testing. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 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 | |
2bf2489056494872cb905459 | test | search_query_rewrite | pypi | https://pypi.org/project/numpy/ | numpy | social_app | javascript | deep_learning | Rewrite and improve a vague search query about deep_learning 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": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === ORIGINAL (VAGUE) ===
how to do deep_learning
=== REWRITTEN QUERIES ===
1. deep_learning official documentation guide
2. deep_learning production best practices 2025
3. deep_learning common pitfalls and solutions
4. deep_learning architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement /... | web-research-coding-5m-1.1.0 | |
8ffb780685b56c27b75043f4 | test | fact_verification | codeberg | https://codeberg.org/UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy | UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy | marketplace | cpp | software_architecture | Verify a technical claim about software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy", "source_url": "https://codeberg.... | === CLAIM ===
A common claim about software_architecture.
=== 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 /... | web-research-coding-5m-1.1.0 | |
767b1bbff803c910ab19f894 | test | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/28975896/is-there-a-way-to-check-for-both-null-and-undefined | Is there a way to check for both `null` and `undefined`? | saas | swift | data_engineering | Refactor a swift system related to data_engineering. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Is there a way to check for both `null` and `undefined`?", "source_url": "https://stackoverfl... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
0a664714302cb6c7347f6362 | test | ux_design | gitlab | https://gitlab.com/lobaro/iot-dashboard | lobaro/iot-dashboard | blog | shell | caching | Design the complete UX flow of a blog for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lobaro/iot-dashboard", "source_url": "https://gitlab.com/lobaro/iot-dashboard", "source_type"... | 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 | |
526b428988600f01d49370f8 | test | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | css | deep_learning | Perform a deep developer-experience analysis for a css project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
36a630bb0775fbe1b4322bac | test | testing_experience | npm | https://www.npmjs.com/package/zod | zod | ecommerce | go | typescript | Perform a deep developer-experience analysis for a go project involving typescript. | {"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. 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 | |
d401949e765bdf15dd94fa93 | test | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | ecommerce | css | nextjs | Perform a deep multi-layer analysis of nextjs for a ecommerce 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
83823acb99a43b88dc15ec19 | test | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | documentation | kotlin | fullstack | Refactor a kotlin system related to fullstack. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
b209f1af5bb91f36e7b1b5b2 | test | repository_dependency_analysis | github | https://github.com/nicolargo/glances | nicolargo/glances | productivity | cpp | documentation | Perform a deep multi-layer analysis of documentation for a productivity 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": "nicolargo/glances", "source_url": "https://github.com/nicolargo/glances", "source_type": "rep... | === 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 'nicolargo/glances' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 |
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