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65797aa7df2878f5c057a283 | train | dashboard | gitlab | https://gitlab.com/gitlab-org/security-products/analyzers/fuzzers/jsfuzz | gitlab-org/security-products/analyzers/fuzzers/jsfuzz | social_app | ruby | rest_api | Design a production dashboard for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-org/security-products/analyzers/fuzzers/jsfuzz", "source_url": "https://gitlab.com/git... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
d4986784a2baf716dca8c785 | train | repository_dependency_analysis | stackexchange | https://stackoverflow.com/questions/6237295/how-can-i-update-node-js-and-npm-to-their-latest-versions | How can I update Node.js and npm to their latest versions? | social_app | html | kubernetes | Perform a deep multi-layer analysis of kubernetes for a social_app using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I update Node.js and npm to their latest versions?", "source_url": "https://stackover... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'How can I update Node.js and npm to their latest versions?' as a source anchor and identi... | web-research-coding-5m-1.1.0 | |
2fba958e0e820855362f2a4e | train | deployment_experience | stackexchange | https://stackoverflow.com/questions/424071/how-do-i-list-all-the-files-in-a-commit | How do I list all the files in a commit? | portfolio | c | microservices | Perform a deep developer-experience analysis for a c project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I list all the files in a commit?", "source_url": "https://stackoverflow.com/questions... | === 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 | |
7648427aca587b478e2459f4 | train | architecture_analysis | github | https://github.com/ruvnet/RuView | ruvnet/RuView | community | typescript | data_engineering | Perform a deep multi-layer analysis of data_engineering for a community 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": "ruvnet/RuView", "source_url": "https://github.com/ruvnet/RuView", "source_type": "repository"... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'ruvnet/RuView' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
261a29c0d57609623de144d7 | train | design_system | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | c | observability | Create a scalable design system for a blog. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
d3ffd10a05f075fc8df036b3 | train | search_query_rewrite | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | documentation | sql | rest_api | Rewrite and improve a vague search query about rest_api 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === ORIGINAL (VAGUE) ===
how to do rest_api
=== REWRITTEN QUERIES ===
1. rest_api official documentation guide
2. rest_api production best practices 2025
3. rest_api common pitfalls and solutions
4. rest_api architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
9625144029be47c452741e1c | train | ux_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | c | web_performance | Design the complete UX flow of a admin_panel for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | 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 | |
fc6c47f8cbfc79c5ffd7bdbb | train | api_developer_experience | huggingface | https://huggingface.co/datasets/Reset23/the-stack-v2-new-python | Reset23/the-stack-v2-new-python | productivity | kotlin | backend | Perform a deep developer-experience analysis for a kotlin project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Reset23/the-stack-v2-new-python", "source_url": "https://huggingface.co/datasets/Reset23/the-... | === 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 | |
cf47c591fd3dbaf6f6771096 | train | nextjs_generation | huggingface | https://huggingface.co/datasets/shwetha729/quantum-machine-learning | shwetha729/quantum-machine-learning | admin_panel | html | database | Design a Next.js architecture for a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shwetha729/quantum-machine-learning", "source_url": "https://huggingface.co/datasets/shwetha7... | 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 |
d4b62526c1a4720276705945 | train | integration_testing | gitlab | https://gitlab.com/rebornos-team/fenix/fenix-installer | rebornos-team/fenix/fenix-installer | admin_panel | python | javascript | Design integration tests for a python system involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rebornos-team/fenix/fenix-installer", "source_url": "https://gitlab.com/rebornos-team/fenix/f... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
dd75dad70f00d255fef16cdb | train | refactoring_readability | npm | https://www.npmjs.com/package/vite | vite | admin_panel | javascript | security | Refactor a javascript system related to security. Focus on refactoring readability. | {"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":... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
8615caa936a53755ee3f29cd | train | documentation_page | pypi | https://pypi.org/project/streamlit/ | streamlit | dashboard | shell | nodejs | Design a developer documentation page for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
636f8cea2c0e47b4e7ee6389 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | scala | graphql | Perform a deep multi-layer analysis of graphql for a education 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
198dac5ad30674d235c38b0e | train | html_generation | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-zsm-bitextmining | puttatidam/software-documentation-zsm-bitextmining | landing_page | kotlin | design_system | Create semantic HTML for a landing_page about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-zsm-bitextmining", "source_url": "https://huggingface.co/da... | 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 |
2f0b93fd16a48eb6b95f398f | train | refactoring_scalability | github | https://github.com/donnemartin/system-design-primer | donnemartin/system-design-primer | marketplace | scala | debugging | Refactor a scala system related to debugging. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "donnemartin/system-design-primer", "source_url": "https://github.com/donnemartin/system-desig... | === 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 | |
dba1030e8de9b42558af1fb2 | train | root_cause_analysis | npm | https://www.npmjs.com/package/playwright | playwright | search_interface | shell | observability | Perform a deep multi-layer analysis of observability for a search_interface 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'playwright' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
6c07608efaca3ff4fb7128bf | train | source_selection | stackexchange | https://stackoverflow.com/questions/2717480/css-selector-for-first-element-with-class | CSS selector for first element with class | admin_panel | rust | kubernetes | Select the most reliable sources to research kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS selector for first element with class", "source_url": "https://stackoverflow.com/question... | === 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 | |
eb503f414b22faaa37be0cb5 | train | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | dashboard | ruby | microservices | Perform a professional design review of a dashboard. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
000cada534988cdfb5ef68ed | train | root_cause_analysis | 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? | blog | rust | mongodb | Perform a deep multi-layer analysis of mongodb for a blog using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a placeholder for a 'select' box?", "source_url": "https://stackoverflo... | === 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 'How do I make a placeholder for a 'select' box?' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
28a8b2b25097c5e3f29cce3b | train | nextjs_generation | pypi | https://pypi.org/project/flask/ | flask | analytics | go | ci_cd | 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": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
3e6087b2cf217296cde4597c | train | repository_understanding | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | documentation | python | open_source | Perform a deep multi-layer analysis of open_source for a documentation 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": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Node.js Documentation' as a source anchor and identify relevant APIs, dependencies, ver... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
04fa4624cb09a917a5b5b345 | train | scalability_analysis | huggingface | https://huggingface.co/datasets/liuhangbiao/JavaScript-Code-Large | liuhangbiao/JavaScript-Code-Large | marketplace | dart | caching | Perform a deep multi-layer analysis of caching for a marketplace 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": "liuhangbiao/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/liuhangbia... | === 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 'liuhangbiao/JavaScript-Code-Large' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
c1f80d3d240570d52543693d | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | analytics | kotlin | typescript | Refactor a kotlin system related to typescript. 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 | |
95618148f69b2fd781ffb566 | train | root_cause_analysis | huggingface | https://huggingface.co/datasets/introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | dashboard | ruby | security | Perform a deep multi-layer analysis of security for a dashboard 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": "introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics", "source_url": "htt... | === 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 'introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics' as a source anchor ... | web-research-coding-5m-1.1.0 | |
c4c7cb74712216105fb68ed1 | train | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | ecommerce | php | api_design | Create design tokens for a ecommerce. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
8d963fed0bffc26b900c1bdd | train | design_tokens | npm | https://www.npmjs.com/package/three | three | analytics | cpp | javascript | Create design tokens for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
9cead328848bf4075f6e6aaa | train | build_experience | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-6144 | AkshithAI/starcoderdata-javascript-ctx-6144 | blog | sql | sql | Perform a deep developer-experience analysis for a sql project involving sql. | {"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/... | === 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 | |
8e174b48322c9b2e49f289c6 | train | maintainability_analysis | github | https://github.com/react/react | react/react | portfolio | dart | web_accessibility | Perform a deep multi-layer analysis of web_accessibility 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": "react/react", "source_url": "https://github.com/react/react", "source_type": "repository", "t... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'react/react' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
a798bfbfd438224131d82406 | train | evidence_chain_analysis | pypi | https://pypi.org/project/gradio/ | gradio | education | ruby | fullstack | Perform a deep multi-layer analysis of fullstack 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": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'gradio' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
db3f357e3367ac92b5d6970e | train | source_comparison | huggingface | https://huggingface.co/datasets/datablations/python-megatron | datablations/python-megatron | education | rust | machine_learning | Compare multiple sources about machine_learning and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "datablations/python-megatron", "source_url": "https://huggingface.co/datasets/datablations/py... | === SOURCES ===
- datablations/python-megatron (https://huggingface.co/datasets/datablations/python-megatron)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (versio... | web-research-coding-5m-1.1.0 | |
b5c6ed68ea2c1b362fa73cde | train | form_ui | web_docs | https://git-scm.com/doc | Git Documentation | finance | scala | microservices | Design an accessible form for microservices. | {"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 | |
0feef42693570069330a397a | train | design_components | codeberg | https://codeberg.org/cosmicbottle/100-Days-Of-Python-Stuff | cosmicbottle/100-Days-Of-Python-Stuff | search_interface | java | devops | Create a component architecture for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cosmicbottle/100-Days-Of-Python-Stuff", "source_url": "https://codeberg.org/cosmicbottle/100-... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
fa7550fba10c82f66b7e0bab | train | debugging | codeberg | https://codeberg.org/UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | UI-Programming-23-24/01-web-basics-and-git-Danny-Delaney | documentation | rust | security | Create a realistic rust debugging problem involving security. | {"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-Danny-Delaney", "source_url": "https://codeberg.or... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
5226b8d040afc5be88011be2 | train | source_comparison | npm | https://www.npmjs.com/package/webpack | webpack | dashboard | shell | html | Compare multiple sources about html and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === SOURCES ===
- webpack (https://www.npmjs.com/package/webpack)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
... | web-research-coding-5m-1.1.0 | |
64d90bccbda4b699a5d57e49 | train | refactoring_readability | npm | https://www.npmjs.com/package/react | react | dashboard | c | documentation | Refactor a c system related to documentation. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
97f24883653da025ac6835a8 | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | search_interface | rust | web_performance | Perform a deep multi-layer analysis of web_performance for a search_interface using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving web_performance. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_performance. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
f449c9962cc95b696a045a61 | train | refactoring_legacy_code | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | portfolio | typescript | user_experience | Refactor a typescript system related to user_experience. Focus on refactoring legacy code. | {"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... | === 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 | |
cfadab68b1549f1e33af76f8 | train | repository_architecture | huggingface | https://huggingface.co/datasets/RazinAleks/SO-Python_QA-Web_Development_class | RazinAleks/SO-Python_QA-Web_Development_class | search_interface | javascript | mongodb | Perform a deep multi-layer analysis of mongodb 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": "RazinAleks/SO-Python_QA-Web_Development_class", "source_url": "https://huggingface.co/dataset... | === 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 'RazinAleks/SO-Python_QA-Web_Development_class' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
6a8714da4f0671c8776078ef | train | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | html | backend | Audit design consistency across a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
b505892565946a2ab30bf673 | train | code_review | huggingface | https://huggingface.co/datasets/Vezora/Tested-22k-Python-Alpaca | Vezora/Tested-22k-Python-Alpaca | community | html | algorithms | Perform a production code review of html code related to algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-22k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Teste... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
28542ee8828d0f938c18c706 | train | research_plan | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | developer_tool | kotlin | devops | Build a structured research plan to deeply understand devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | === GOAL ===
Produce a reliable, current, and actionable understanding of devops.
=== 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 | |
9e574a24b5ae4773f1958dd4 | train | data_structure_design | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | community | sql | redis | Design a data structure in sql for redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
66dc66131dd6f7bf061adc69 | train | refactoring_security | huggingface | https://huggingface.co/datasets/styletts2-community/multilingual-pl-bert | styletts2-community/multilingual-pl-bert | developer_tool | kotlin | nextjs | Refactor a kotlin system related to nextjs. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "styletts2-community/multilingual-pl-bert", "source_url": "https://huggingface.co/datasets/sty... | === 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 | |
dd5a800bfbeb85ad33994adb | train | debugging | gitlab | https://gitlab.com/pixinsight/PJSR | pixinsight/PJSR | community | python | algorithms | Create a realistic python debugging problem involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pixinsight/PJSR", "source_url": "https://gitlab.com/pixinsight/PJSR", "source_type": "reposit... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d84a530c010a8812756a2dad | train | error_message_design | stackexchange | https://stackoverflow.com/questions/43220348/cant-bind-to-formcontrol-since-it-isnt-a-known-property-of-input-angular | Can't bind to 'formControl' since it isn't a known property of 'input' - Angular2 Material Autocomplete issue | ecommerce | cpp | html | Perform a deep developer-experience analysis for a cpp project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can't bind to 'formControl' since it isn't a known property of 'input'... | === 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 | |
c8a252764a416c3ba4bf10a1 | train | refactoring_api | gitlab | https://gitlab.com/frontierdevelopmentlab/disaster-prevention/cubesatfloods | frontierdevelopmentlab/disaster-prevention/cubesatfloods | documentation | dart | computer_vision | Refactor a dart system related to computer_vision. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "frontierdevelopmentlab/disaster-prevention/cubesatfloods", "source_url": "https://gitlab.com/... | === 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 | |
eec48cf307a335c4b7962021 | train | javascript_generation | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-6144 | AkshithAI/starcoderdata-javascript-ctx-6144 | blog | dart | css | 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": "AkshithAI/starcoderdata-javascript-ctx-6144", "source_url": "https://huggingface.co/datasets/... | 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 |
1b96e85c54941f840f6e8abb | train | search_query_rewrite | huggingface | https://huggingface.co/datasets/CM/codexglue_code2text_javascript | CM/codexglue_code2text_javascript | ecommerce | swift | mongodb | Rewrite and improve a vague search query about mongodb 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": "CM/codexglue_code2text_javascript", "source_url": "https://huggingface.co/datasets/CM/codexgl... | === ORIGINAL (VAGUE) ===
how to do mongodb
=== REWRITTEN QUERIES ===
1. mongodb official documentation guide
2. mongodb production best practices 2025
3. mongodb common pitfalls and solutions
4. mongodb architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version,... | web-research-coding-5m-1.1.0 | |
722659b0370472807f8115c2 | train | refactoring_security | huggingface | https://huggingface.co/datasets/ars-1/autotrain-data-javascript-traing-1 | ars-1/autotrain-data-javascript-traing-1 | developer_tool | dart | mongodb | Refactor a dart system related to mongodb. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ars-1/autotrain-data-javascript-traing-1", "source_url": "https://huggingface.co/datasets/ars... | === 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 | |
6f6b796f9436b74f277d7d67 | train | debugging | gitlab | https://gitlab.com/bvobart/python-ml-analysis | bvobart/python-ml-analysis | search_interface | swift | html | Create a realistic swift debugging problem involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bvobart/python-ml-analysis", "source_url": "https://gitlab.com/bvobart/python-ml-analysis", "... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
598e8e3b7523c1745f25b0f2 | train | ux_analysis | web_docs | https://go.dev/doc/ | Go Documentation | social_app | shell | rest_api | Perform a deep multi-layer analysis of rest_api for a social_app 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
694d70233ea750605d4a6b32 | train | multi_hop_research | huggingface | https://huggingface.co/datasets/rgismondi/code-fill-dataset | rgismondi/code-fill-dataset | productivity | typescript | web_performance | Perform multi-hop research about web_performance: 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": "rgismondi/code-fill-dataset", "source_url": "https://huggingface.co/datasets/rgismondi/code-f... | === HOP 1 ===
Start at: rgismondi/code-fill-dataset
https://huggingface.co/datasets/rgismondi/code-fill-dataset
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.
Extrac... | web-research-coding-5m-1.1.0 | |
66685ae59eb78b660defb7f8 | train | performance_analysis | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git | UI-Programming-23-24/01-Web-basics-and-git | blog | c | testing | Perform a deep multi-layer analysis of testing for a blog 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": "UI-Programming-23-24/01-Web-basics-and-git", "source_url": "https://codeberg.org/UI-Programmi... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'UI-Programming-23-24/01-Web-basics-and-git' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
0a665e1592900d5c8afc084e | train | repository_documentation | npm | https://www.npmjs.com/package/prettier | prettier | education | swift | postgresql | Perform a deep multi-layer analysis of postgresql 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
46d9ddda949cb11b4d90663d | train | documentation_experience | npm | https://www.npmjs.com/package/react | react | ecommerce | rust | nodejs | Perform a deep developer-experience analysis for a rust project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "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 | |
34e5c994b3d8ba58ae731fa7 | train | api_design | npm | https://www.npmjs.com/package/three | three | analytics | c | python | Design a production API for a python application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
51d54d3a2e83038e79d37717 | train | security_analysis | npm | https://www.npmjs.com/package/prettier | prettier | productivity | go | postgresql | Perform a deep multi-layer analysis of postgresql for a productivity 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": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'prettier' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
09407b52ad87b5ca3de29d99 | train | source_comparison | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-qrels | CoIR-Retrieval/CodeSearchNet-javascript-qrels | landing_page | javascript | javascript | Compare multiple sources about javascript and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-javascript-qrels", "source_url": "https://huggingface.co/dataset... | === SOURCES ===
- CoIR-Retrieval/CodeSearchNet-javascript-qrels (https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-qrels)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting cla... | web-research-coding-5m-1.1.0 | |
0d5c0fb09a72743c08318562 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/1026069/how-do-i-make-the-first-letter-of-a-string-uppercase-in-javascript | How do I make the first letter of a string uppercase in JavaScript? | search_interface | rust | typescript | Create a responsive design strategy for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make the first letter of a string uppercase in JavaScript?", "source_url": "https://... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
905fe9cb6a1019a501c1375b | train | web_search_query | gitlab | https://gitlab.com/frontierdevelopmentlab/disaster-prevention/cubesatfloods | frontierdevelopmentlab/disaster-prevention/cubesatfloods | portfolio | ruby | web_performance | Write an effective web search query to research the topic: web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "frontierdevelopmentlab/disaster-prevention/cubesatfloods", "source_url": "https://gitlab.com/... | === QUERY ===
web_performance best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- web_performance
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentat... | web-research-coding-5m-1.1.0 | |
9b18258137b9e92d2ad55777 | train | testing_experience | pypi | https://pypi.org/project/django/ | django | documentation | rust | computer_vision | Perform a deep developer-experience analysis for a rust project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c185441db4a83b9661511671 | train | refactoring_readability | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1 | nomic-ai/cornstack-javascript-v1 | marketplace | css | data_structures | Refactor a css system related to data_structures. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nomic-ai/cornstack-javascript-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/co... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
9b1f2b76dbdfab7f1fb62bfb | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | saas | javascript | nlp | Perform a deep multi-layer analysis of nlp for a saas using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
19ae12788d5ee3e8368767c8 | train | testing_experience | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | education | html | data_engineering | Perform a deep developer-experience analysis for a html project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | === 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 | |
e13fae53c31ecef32774bb16 | train | maintainability_analysis | npm | https://www.npmjs.com/package/react | react | developer_tool | go | postgresql | Perform a deep multi-layer analysis of postgresql for a developer_tool 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
6930c50c5ed18a7e7b14a1df | train | dependency_impact_analysis | codeberg | https://codeberg.org/iodomi/1ghzclock | iodomi/1ghzclock | education | html | nlp | Perform a deep multi-layer analysis of nlp for a education using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "iodomi/1ghzclock", "source_url": "https://codeberg.org/iodomi/1ghzclock", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving nlp. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nlp. Use 'iodomi/1ghzclock' as a source anchor and identify relevant APIs, dependencies, versions, standards, and... | web-research-coding-5m-1.1.0 | |
6d902e6f2db15dcb7fc5e292 | train | responsive_design | stackexchange | https://stackoverflow.com/questions/31079081/how-can-i-programmatically-navigate-using-react-router | How can I programmatically navigate using React Router? | finance | c | kubernetes | 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": "How can I programmatically navigate using React Router?", "source_url": "https://stackoverflo... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
ebd8ce20b8bd89c0507f340a | train | source_comparison | huggingface | https://huggingface.co/datasets/axay/javascript-dataset-sp | axay/javascript-dataset-sp | ecommerce | php | testing | Compare multiple sources about testing and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axay/javascript-dataset-sp", "source_url": "https://huggingface.co/datasets/axay/javascript-d... | === SOURCES ===
- axay/javascript-dataset-sp (https://huggingface.co/datasets/axay/javascript-dataset-sp)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version di... | web-research-coding-5m-1.1.0 | |
195a596a442b89045b177c60 | train | ux_analysis | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | analytics | scala | open_source | Perform a deep multi-layer analysis of open_source for a analytics using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'averoo/sc_JavaScript' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
881e2cb05af7857a768c035e | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | blog | python | user_experience | Perform a deep multi-layer analysis of user_experience for a blog 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": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3", "source_url": "https://huggingface.co/da... | === 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 'CohereLabs/wikipedia-2023-11-embed-multilingual-v3' as a source anchor and iden... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
24f148c5880c3ffb9733f16c | train | repository_documentation | huggingface | https://huggingface.co/datasets/prrao87/documentation-images | prrao87/documentation-images | developer_tool | sql | react | Perform a deep multi-layer analysis of react 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": "prrao87/documentation-images", "source_url": "https://huggingface.co/datasets/prrao87/documen... | === 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 'prrao87/documentation-images' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
5b942540c1cef541acac650a | train | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | finance | cpp | frontend | Design reusable UI components for a finance. | {"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... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
83338d42b852120a18b6d1c1 | train | system_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | saas | swift | css | Perform a deep multi-layer analysis of css for a saas 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": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
7173c6dcb8cb0cda25f29017 | train | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | ecommerce | shell | data_engineering | Refactor a shell system related to data_engineering. Focus on refactoring testability. | {"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 ===
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 | |
18093d51eaa852ef2e2c222f | train | deep_technical_analysis | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | saas | css | redis | Perform a deep multi-layer analysis of redis for a saas 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": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'FastAPI Documentation' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
ddfe68852af507f5899c4a80 | train | maintainability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | documentation | swift | kubernetes | Perform a deep multi-layer analysis of kubernetes for a documentation 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
87b16f0053996fcf45ac4a6b | train | design_consistency | codeberg | https://codeberg.org/khalid_salad/100-exercises-to-learn-rust | khalid_salad/100-exercises-to-learn-rust | blog | python | html | Audit design consistency across a blog. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
03acf40d742c5ae046d39eba | train | accessibility_analysis | 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? | ecommerce | css | typescript | Perform a deep multi-layer analysis of typescript 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": "I ran into a merge conflict. How do I abort the merge?", "source_url": "https://stackoverflow... | === 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 'I ran into a merge conflict. How do I abort the merge?' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
657b8d54af4bbb314e4455c2 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | html | debugging | Refactor a html system related to debugging. Focus on refactoring scalability. | {"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 ===
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 | |
32932114497d9de85202c788 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | education | scala | database | Perform a deep multi-layer analysis of database for a education 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": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | === 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 'huggingface-course/documentation-images' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
5135fed64d8dc520a7be2bde | train | design_components | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | marketplace | sql | security | Create a component architecture for a marketplace. | {"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"... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
2e971a06a4d61593ca22ef8d | train | ux_design | gitlab | https://gitlab.com/jakelazaroff/narrows | jakelazaroff/narrows | admin_panel | go | nextjs | Design the complete UX flow of a admin_panel for nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jakelazaroff/narrows", "source_url": "https://gitlab.com/jakelazaroff/narrows", "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 | |
80fccabbe959f4e0ec4e90bd | train | accessibility_fix | huggingface | https://huggingface.co/datasets/simmo/python-fim | simmo/python-fim | marketplace | sql | user_experience | Create an accessibility remediation plan for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "simmo/python-fim", "source_url": "https://huggingface.co/datasets/simmo/python-fim", "source_... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
c5ffba624d666aa81aa95696 | train | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | developer_tool | python | open_source | Create a unit-testing strategy for python code involving open_source. | {"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... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
0bc308002bc00f6a9caed75e | train | security_review | gitlab | https://gitlab.com/rmnvgr/metadata-cleaner | rmnvgr/metadata-cleaner | documentation | dart | javascript | Perform a security review of a documentation application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rmnvgr/metadata-cleaner", "source_url": "https://gitlab.com/rmnvgr/metadata-cleaner", "source... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
8ac1708f7071bcb616be91f5 | train | repository_comparison | gitlab | https://gitlab.com/bvobart/python-ml-analysis | bvobart/python-ml-analysis | analytics | shell | nodejs | Perform a deep multi-layer analysis of nodejs for a analytics using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bvobart/python-ml-analysis", "source_url": "https://gitlab.com/bvobart/python-ml-analysis", "... | === 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 'bvobart/python-ml-analysis' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
62fe38fb7802612f1a059abb | train | risk_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | saas | kotlin | nodejs | Perform a deep multi-layer analysis of nodejs for a saas 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": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
33a64c6a36890af8dff7150d | train | refactoring_security | pypi | https://pypi.org/project/fastapi/ | fastapi | finance | ruby | frontend | Refactor a ruby system related to frontend. Focus on refactoring security. | {"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... | === 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 | |
017a2c409acf5c562614f85d | train | refactoring_legacy_code | github | https://github.com/ionic-team/ionic-framework | ionic-team/ionic-framework | social_app | php | nextjs | Refactor a php system related to nextjs. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ionic-team/ionic-framework", "source_url": "https://github.com/ionic-team/ionic-framework", "... | === 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 | |
2a1ad47c4a0e070e2923dcf6 | train | fact_verification | npm | https://www.npmjs.com/package/three | three | marketplace | dart | linux | Verify a technical claim about linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | === CLAIM ===
A common claim about linux.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depende... | web-research-coding-5m-1.1.0 | |
cf3df7caf7a6d029e5ae0669 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/google/code_x_glue_ct_code_to_text | google/code_x_glue_ct_code_to_text | productivity | sql | python | Perform a deep developer-experience analysis for a sql project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "google/code_x_glue_ct_code_to_text", "source_url": "https://huggingface.co/datasets/google/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 | |
0a26eccbec6847ca89b8fb87 | train | component_design | stackexchange | https://stackoverflow.com/questions/5266152/how-to-exit-in-node-js | How to exit in Node.js | search_interface | css | web_accessibility | 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": "How to exit in Node.js", "source_url": "https://stackoverflow.com/questions/5266152/how-to-ex... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
43edef3eeea8871fa11d10c5 | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | cpp | react | Create a responsive design strategy for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
800570983775928e6c7eb66d | train | tradeoff_analysis | stackexchange | https://stackoverflow.com/questions/1085162/commit-only-part-of-a-files-changes-in-git | Commit only part of a file's changes in Git | documentation | scala | open_source | Perform a deep multi-layer analysis of open_source for a documentation 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": "Commit only part of a file's changes in Git", "source_url": "https://stackoverflow.com/qu... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'Commit only part of a file's changes in Git' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
990aebbaeded0fa7b31bb271 | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/Nan-Do/code-search-net-javascript | Nan-Do/code-search-net-javascript | marketplace | c | api_design | Improve visual hierarchy in a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/code-search-net-javascript", "source_url": "https://huggingface.co/datasets/Nan-Do/cod... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
59c1a4f483c62a061af0e34a | train | research_summary | huggingface | https://huggingface.co/datasets/codeparrot/apps | codeparrot/apps | blog | sql | graphql | Summarize the current state of knowledge about graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/apps", "source_url": "https://huggingface.co/datasets/codeparrot/apps", "source_ty... | === OVERVIEW ===
graphql 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 ===
codeparrot/apps (https... | web-research-coding-5m-1.1.0 | |
7f654cb3a27b819e0218b4e8 | train | responsive_website | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | dashboard | go | typescript | Design a complete responsive dashboard for typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/CodeAlpaca_20K", "source_url": "https://huggingface.co/datasets/HuggingFaceH4/C... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
4ae627ff458a74cd1485018b | train | design_review | huggingface | https://huggingface.co/datasets/o0Biggz0o/documentation-images | o0Biggz0o/documentation-images | community | java | computer_vision | Perform a professional design review of a community. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
d470fe6522b46af950a39a56 | train | testing_experience | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | productivity | rust | serverless | Perform a deep developer-experience analysis for a rust project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
77c6a9539808ac1430dc3c6a | train | tradeoff_analysis | npm | https://www.npmjs.com/package/fastify | fastify | developer_tool | sql | docker | Perform a deep multi-layer analysis of docker 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 |
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