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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
45449458cc3aa773cfc92087 | train | debugging | web_docs | https://docs.python.org/3/ | Python Documentation | productivity | typescript | ci_cd | Create a realistic typescript debugging problem involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
13da9873b02ec03a7181391d | train | react_generation | web_docs | https://docs.djangoproject.com/ | Django Documentation | social_app | sql | serverless | Design React components for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
e072f7f5a414401841468cf7 | train | documentation_experience | pypi | https://pypi.org/project/django/ | django | community | scala | linux | Perform a deep developer-experience analysis for a scala project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 | |
2ba7bb9df9e83bba3fc27733 | train | code_review | stackexchange | https://stackoverflow.com/questions/27991366/what-is-the-difference-between-state-and-props-in-react | What is the difference between state and props in React? | analytics | rust | kubernetes | Perform a production code review of rust code related to kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between state and props in React?", "source_url": "https://stackoverfl... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
77f28d57adc1369c12de70a6 | train | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | saas | java | serverless | Perform a deep multi-layer analysis of serverless for a saas using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
62e0e14581dd807144542834 | train | security_analysis | pypi | https://pypi.org/project/pytest/ | pytest | marketplace | kotlin | devops | Perform a deep multi-layer analysis of devops for a marketplace 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
341f74c9dc8b2fb5e717a854 | train | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | analytics | typescript | developer_experience | Perform a deep multi-layer analysis of developer_experience for a analytics using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'Performance' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
af7be77a9acce84cfb2a28b0 | train | build_experience | huggingface | https://huggingface.co/datasets/saxenaritvij/ritvij-saxena-iris-detection-python | saxenaritvij/ritvij-saxena-iris-detection-python | productivity | ruby | graphql | Perform a deep developer-experience analysis for a ruby project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "saxenaritvij/ritvij-saxena-iris-detection-python", "source_url": "https://huggingface.co/data... | === 1. 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 | |
69b6257c8a42bb6cd938782f | train | code_explanation | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | productivity | ruby | software_architecture | Explain a ruby implementation related to software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
fbf307bcf0313808f7d34b9e | train | refactoring | huggingface | https://huggingface.co/datasets/emgena/omnimcp_python_backend_architect_teaser | emgena/omnimcp_python_backend_architect_teaser | dashboard | javascript | mongodb | Create a production coding task in javascript for mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "emgena/omnimcp_python_backend_architect_teaser", "source_url": "https://huggingface.co/datase... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
41b316ca8d71d99a7c6e3e56 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/46155/how-can-i-validate-an-email-address-in-javascript | How can I validate an email address in JavaScript? | productivity | shell | devops | Create a web-performance optimization plan for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I validate an email address in JavaScript?", "source_url": "https://stackoverflow.com... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
be91ec062bad94fb9df100cc | train | upgrade_experience | huggingface | https://huggingface.co/datasets/SeaLLMs/TrueFalse-Statements-multilingual | SeaLLMs/TrueFalse-Statements-multilingual | saas | cpp | python | Perform a deep developer-experience analysis for a cpp project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SeaLLMs/TrueFalse-Statements-multilingual", "source_url": "https://huggingface.co/datasets/Se... | === 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 | |
2489e0b4ef1dd82415ed8cc0 | train | refactoring_security | npm | https://www.npmjs.com/package/zod | zod | admin_panel | kotlin | typescript | Refactor a kotlin system related to typescript. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 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 | |
4a6c4583fc9fa9e0a9999ec2 | train | evidence_chain_analysis | web_docs | https://docs.djangoproject.com/ | Django Documentation | community | html | postgresql | Perform a deep multi-layer analysis of postgresql for a community 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": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 'Django Documentation' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
925602c0512c611fc6e5292f | train | refactoring_observability | stackexchange | https://stackoverflow.com/questions/5654447/whats-the-difference-between-scss-and-sass | What's the difference between SCSS and Sass? | admin_panel | swift | machine_learning | Refactor a swift system related to machine_learning. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What's the difference between SCSS and Sass?", "source_url": "https://stackoverflow.com/q... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
0746aa4617da5bd14248c99f | train | architecture_analysis | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | documentation | php | data_structures | Perform a deep multi-layer analysis of data_structures for a documentation using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'argrento/100-exercises-to-learn-rust' as a source anchor and identify relevant ... | web-research-coding-5m-1.1.0 | |
112eb8fdd2363c943f9be675 | train | seo_fix | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | portfolio | java | debugging | Create an SEO improvement plan for a portfolio about debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
875a51db8ff242764577d1e0 | train | api_developer_experience | huggingface | https://huggingface.co/datasets/codeparrot/codeparrot-clean | codeparrot/codeparrot-clean | marketplace | java | backend | Perform a deep developer-experience analysis for a java project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeparrot/codeparrot-clean", "source_url": "https://huggingface.co/datasets/codeparrot/codep... | === 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 | |
1a2968088eba6572f4984c48 | train | accessibility_fix | codeberg | https://codeberg.org/zaccesss/.profile | zaccesss/.profile | landing_page | java | nextjs | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zaccesss/.profile", "source_url": "https://codeberg.org/zaccesss/.profile", "source_type": "r... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
11432e2515d77447a2a32ac7 | train | security_analysis | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2021-JavaScript | ccoenen/Advent-of-Code-2021-JavaScript | saas | css | javascript | Perform a deep multi-layer analysis of javascript 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": "ccoenen/Advent-of-Code-2021-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'ccoenen/Advent-of-Code-2021-JavaScript' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
885414c1b6868a3838ecd1de | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/OLMo-Coding/starcoder-python-instruct | OLMo-Coding/starcoder-python-instruct | landing_page | dart | documentation | Refactor a dart system related to documentation. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "OLMo-Coding/starcoder-python-instruct", "source_url": "https://huggingface.co/datasets/OLMo-C... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
cf3895450bd3677b9f2898c5 | train | component_design | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | saas | rust | fullstack | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
5aeb1606897f26fcc2a003e6 | train | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | developer_tool | shell | fullstack | Refactor a shell system related to fullstack. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 | |
c90410536fe9b54b908fba5d | train | repository_architecture | github | https://github.com/appwrite/appwrite | appwrite/appwrite | documentation | scala | api_design | Perform a deep multi-layer analysis of api_design 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": "appwrite/appwrite", "source_url": "https://github.com/appwrite/appwrite", "source_type": "rep... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'appwrite/appwrite' as a source anchor and identify relevant APIs, dependencies, versions,... | web-research-coding-5m-1.1.0 | |
e1ea13d720d4472c17e842e3 | train | code_review | pypi | https://pypi.org/project/flask/ | flask | documentation | javascript | ci_cd | Perform a production code review of javascript code related to ci_cd. | {"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": "... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
ea00a91790e2c875d254fb56 | train | unit_testing | stackexchange | https://stackoverflow.com/questions/53975717/pytorch-connection-between-loss-backward-and-optimizer-step | pytorch - connection between loss.backward() and optimizer.step() | admin_panel | swift | authentication | Create a unit-testing strategy for swift code involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytorch - connection between loss.backward() and optimizer.step()", "source_url": "https://st... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
352cc10153b2bc783ec8676b | train | search_query_rewrite | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | javascript | fullstack | Rewrite and improve a vague search query about fullstack 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === ORIGINAL (VAGUE) ===
how to do fullstack
=== REWRITTEN QUERIES ===
1. fullstack official documentation guide
2. fullstack production best practices 2025
3. fullstack common pitfalls and solutions
4. fullstack architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity... | web-research-coding-5m-1.1.0 | |
acf3211000d2c982b5d7a511 | train | algorithm_design | pypi | https://pypi.org/project/pandas/ | pandas | documentation | go | microservices | Design a go algorithm for a microservices problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
2e0681a2b0a74a1b5be72ba9 | train | html_generation | huggingface | https://huggingface.co/datasets/nakroy/cifar100-python | nakroy/cifar100-python | finance | sql | rest_api | Create semantic HTML for a finance about rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nakroy/cifar100-python", "source_url": "https://huggingface.co/datasets/nakroy/cifar100-pytho... | 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 |
e22861516d91696182033d67 | train | dx_analysis | pypi | https://pypi.org/project/torch/ | torch | productivity | go | fullstack | Perform a deep developer-experience analysis for a go project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b3d7d90f2a8099b64d1384fd | train | refactoring_api | gitlab | https://gitlab.com/MrTREX/lineage2ts | MrTREX/lineage2ts | portfolio | scala | javascript | Refactor a scala system related to javascript. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "MrTREX/lineage2ts", "source_url": "https://gitlab.com/MrTREX/lineage2ts", "source_type": "rep... | === 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 | |
1f4d5dec35983ad49a9d8bbc | train | refactoring | pypi | https://pypi.org/project/django/ | django | marketplace | scala | computer_vision | Create a production coding task in scala for 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":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
02eed84a2668531a4d0e5054 | train | documentation_experience | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-theory | Neura-parse/quantum-machine-learning-theory | developer_tool | cpp | security | Perform a deep developer-experience analysis for a cpp project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-theory", "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 | |
e399a1869891193e4dd05304 | train | refactoring_maintainability | codeberg | https://codeberg.org/colgrave34/30-Days-Of-JavaScript | colgrave34/30-Days-Of-JavaScript | analytics | c | graphql | Refactor a c system related to graphql. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "colgrave34/30-Days-Of-JavaScript", "source_url": "https://codeberg.org/colgrave34/30-Days-Of-... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
1921b3237a0c76602419021f | train | api_design | huggingface | https://huggingface.co/datasets/ShawRickZia/machine-learning-forecasting-data | ShawRickZia/machine-learning-forecasting-data | blog | html | serverless | Design a production API for a serverless application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ShawRickZia/machine-learning-forecasting-data", "source_url": "https://huggingface.co/dataset... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
011d86d6681cc01118e1896a | train | responsive_website | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | java | postgresql | Design a complete responsive saas for postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
36d3d76fa15d73372efb9563 | train | search_intent_classification | huggingface | https://huggingface.co/datasets/iamtarun/python_code_instructions_18k_alpaca | iamtarun/python_code_instructions_18k_alpaca | productivity | go | computer_vision | Classify the search intent for a query about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "iamtarun/python_code_instructions_18k_alpaca", "source_url": "https://huggingface.co/datasets... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"computer_vision vs alternatives"
=== CLASSIFICATION ===
Comparative / informat... | web-research-coding-5m-1.1.0 | |
4010bf342cbd796769f2ca25 | train | refactoring_security | stackexchange | https://stackoverflow.com/questions/22876978/loop-inside-react-jsx | Loop inside React JSX | blog | html | react | Refactor a html system related to react. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Loop inside React JSX", "source_url": "https://stackoverflow.com/questions/22876978/loop-insi... | === 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 | |
df14763cacdb38db1fcdbd14 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | scala | web_performance | Create an SEO improvement plan for a social_app about 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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
3f991c15ae0eaac266e3be9e | train | information_architecture | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | community | html | fullstack | Design the information architecture for fullstack. | {"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": "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
2bdef217f0e9b90133169802 | train | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | documentation | scala | testing | Build a structured research plan to deeply understand testing. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of testing.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wi... | web-research-coding-5m-1.1.0 | |
78a8df8188626277d0a7c676 | train | research_plan | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | developer_tool | scala | nlp | Build a structured research plan to deeply understand nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | === GOAL ===
Produce a reliable, current, and actionable understanding of nlp.
=== 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 with c... | web-research-coding-5m-1.1.0 | |
9213a7ef7cbaa22dbfd2625b | train | risk_analysis | huggingface | https://huggingface.co/datasets/tomaarsen/nanobeir-multilingual | tomaarsen/nanobeir-multilingual | productivity | html | computer_vision | Perform a deep multi-layer analysis of computer_vision for a productivity 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": "tomaarsen/nanobeir-multilingual", "source_url": "https://huggingface.co/datasets/tomaarsen/na... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'tomaarsen/nanobeir-multilingual' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
883c3f4d4145642d4df1902d | train | repository_issue_reasoning | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | css | javascript | Perform a deep multi-layer analysis of javascript for a finance 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
8733cf24726b621a52eb8a79 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/AkshithAI/starcoderdata-javascript-ctx-6144 | AkshithAI/starcoderdata-javascript-ctx-6144 | marketplace | cpp | serverless | Perform a deep developer-experience analysis for a cpp project involving serverless. | {"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 | |
c08e38f02571e0a947934533 | train | upgrade_experience | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | developer_tool | javascript | devops | Perform a deep developer-experience analysis for a javascript project involving devops. | {"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. 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 | |
d8d3695bf46befbb23b1f090 | train | documentation_lookup | codeberg | https://codeberg.org/nathawat/_cargo-index | nathawat/_cargo-index | portfolio | shell | computer_vision | Find and summarize the relevant documentation for computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nathawat/_cargo-index", "source_url": "https://codeberg.org/nathawat/_cargo-index", "source_t... | === RELEVANT DOCS ===
- nathawat/_cargo-index
https://codeberg.org/nathawat/_cargo-index
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where ... | web-research-coding-5m-1.1.0 | |
cb47d8c4b41ed59f2d583ce5 | train | refactoring_legacy_code | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | analytics | c | distributed_systems | Refactor a c system related to distributed_systems. Focus on refactoring legacy code. | {"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... | === 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 | |
c84db448faf77442c79f91c4 | train | html_generation | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-dev | joey234/mmlu-machine_learning-dev | developer_tool | javascript | serverless | Create semantic HTML for a developer_tool about serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-dev", "source_url": "https://huggingface.co/datasets/joey234/mm... | 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 |
2ae682318444cd97e44a6eec | train | html_generation | npm | https://www.npmjs.com/package/vitest | vitest | admin_panel | swift | html | Create semantic HTML for a admin_panel about html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | 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 |
b526b73a9ed5db15a312e4ab | train | responsive_design | stackexchange | https://stackoverflow.com/questions/2939914/how-do-i-vertically-align-text-in-a-div | How do I vertically align text in a div? | developer_tool | html | kubernetes | Create a responsive design strategy for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I vertically align text in a div?", "source_url": "https://stackoverflow.com/questions... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
0f5027f6398dfaebdb7c7bd5 | train | debugging_experience | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | ecommerce | scala | css | Perform a deep developer-experience analysis for a scala project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sdurobotics/ur_rtde", "source_url": "https://gitlab.com/sdurobotics/ur_rtde", "source_type": ... | === 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 | |
2a180520e12ae81fa0caeec2 | train | dx_analysis | npm | https://www.npmjs.com/package/webpack | webpack | finance | css | sql | Perform a deep developer-experience analysis for a css project involving sql. | {"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... | === 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 | |
4b66d0bb6928b91fa5835b91 | train | performance_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | analytics | javascript | html | Perform a deep multi-layer analysis of html for a analytics 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving html. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around html. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
4d06b3df17d25d92f9c8fe75 | train | performance_fix | huggingface | https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1 | nickrosh/Evol-Instruct-Code-80k-v1 | analytics | javascript | mongodb | Create a web-performance optimization plan for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nickrosh/Evol-Instruct-Code-80k-v1", "source_url": "https://huggingface.co/datasets/nickrosh/... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
7323f1dc5412e28c841bfcf3 | train | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | marketplace | c | authentication | 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0548af7ec1303c5ec630bfea | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/950087/how-do-i-include-a-javascript-file-in-another-javascript-file | How do I include a JavaScript file in another JavaScript file? | blog | go | 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": "How do I include a JavaScript file in another JavaScript file?", "source_url": "https://stack... | 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 |
2c300cce9d5263b0332f5184 | train | system_analysis | huggingface | https://huggingface.co/datasets/SciCode/SciCode-Programming-Problems | SciCode/SciCode-Programming-Problems | analytics | shell | ci_cd | Perform a deep multi-layer analysis of ci_cd 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": "SciCode/SciCode-Programming-Problems", "source_url": "https://huggingface.co/datasets/SciCode... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'SciCode/SciCode-Programming-Problems' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
9bebd507dc723dc97d56f7e3 | train | developer_onboarding | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | blog | java | fullstack | Perform a deep developer-experience analysis for a java project involving fullstack. | {"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. 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 | |
ceea50576f69aff09efd7424 | train | design_consistency | pypi | https://pypi.org/project/requests/ | requests | finance | css | docker | Audit design consistency across a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
8559d657e87f995d05600674 | train | css_generation | huggingface | https://huggingface.co/datasets/whitecircle/swe-rebench-v2-clean-python-tasks | whitecircle/swe-rebench-v2-clean-python-tasks | landing_page | c | authentication | Create responsive CSS for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "whitecircle/swe-rebench-v2-clean-python-tasks", "source_url": "https://huggingface.co/dataset... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
f15c4cc91a0b0f93de59b624 | train | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | html | testing | Perform a deep developer-experience analysis for a html project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. 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 | |
0c599661638030db91232674 | train | developer_onboarding | gitlab | https://gitlab.com/mlreef/mlreef | mlreef/mlreef | productivity | swift | developer_experience | Perform a deep developer-experience analysis for a swift project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mlreef/mlreef", "source_url": "https://gitlab.com/mlreef/mlreef", "source_type": "repository"... | === 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 | |
71b40d8964a193eb0aed95f5 | train | responsive_design | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | UI-Programming-23-24/01-Web-basics-and-git-Micheal-Dermody | analytics | javascript | documentation | Create a responsive design strategy for a analytics. | {"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-Micheal-Dermody", "source_url": "https://codeberg.... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
a457c9f72a6be1be5f37771a | train | maintainability_analysis | codeberg | https://codeberg.org/VE3VVS/_cargo-index | VE3VVS/_cargo-index | developer_tool | rust | user_experience | Perform a deep multi-layer analysis of user_experience for a developer_tool 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": "VE3VVS/_cargo-index", "source_url": "https://codeberg.org/VE3VVS/_cargo-index", "source_type"... | === 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 'VE3VVS/_cargo-index' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
d212e32a7aa53224ae4c9c99 | train | risk_analysis | huggingface | https://huggingface.co/datasets/hchautran/javascript-small | hchautran/javascript-small | admin_panel | shell | data_structures | Perform a deep multi-layer analysis of data_structures for a admin_panel 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": "hchautran/javascript-small", "source_url": "https://huggingface.co/datasets/hchautran/javascr... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'hchautran/javascript-small' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
911d74dd6354e87c70323f04 | train | source_comparison | gitlab | https://gitlab.com/fdroid/fdroid-website | fdroid/fdroid-website | marketplace | scala | microservices | Compare multiple sources about microservices 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": "fdroid/fdroid-website", "source_url": "https://gitlab.com/fdroid/fdroid-website", "source_typ... | === SOURCES ===
- fdroid/fdroid-website (https://gitlab.com/fdroid/fdroid-website)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment,... | web-research-coding-5m-1.1.0 | |
40df223c1a7a5bea75a084ef | train | fact_verification | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | portfolio | ruby | frontend | Verify a technical claim about frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C-Plus-Plus", "source_url": "https://github.com/TheAlgorithms/C-Plus-Plus", "so... | === CLAIM ===
A common claim about frontend.
=== 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-depe... | web-research-coding-5m-1.1.0 | |
a631142526130bd7ec7fa95c | train | design_review | pypi | https://pypi.org/project/pytest/ | pytest | social_app | scala | user_experience | Perform a professional design review of a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
89143ea57769c1bf160846ad | train | code_review | codeberg | https://codeberg.org/nilikk/-webshop.com | nilikk/-webshop.com | productivity | c | redis | Perform a production code review of c code related to redis. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nilikk/-webshop.com", "source_url": "https://codeberg.org/nilikk/-webshop.com", "source_type"... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
07f79a8d40cd977738534997 | train | source_comparison | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | search_interface | go | nlp | Compare multiple sources about nlp 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": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | === SOURCES ===
- Ebazhanov/linkedin-skill-assessments-quizzes (https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their l... | web-research-coding-5m-1.1.0 | |
8aa3572da4e17416980c57ac | train | integration_testing | huggingface | https://huggingface.co/datasets/code-philia/mtpnet_image_models | code-philia/mtpnet_image_models | finance | shell | devops | Design integration tests for a shell system involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-philia/mtpnet_image_models", "source_url": "https://huggingface.co/datasets/code-philia/... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
f79d7f1f44e3ba53819060cc | train | html_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | html | api_design | Create semantic HTML for a admin_panel about api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | 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 |
80cd16ca3aa5d7529a52b958 | train | documentation_experience | github | https://github.com/twbs/bootstrap | twbs/bootstrap | ecommerce | css | debugging | Perform a deep developer-experience analysis for a css project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "twbs/bootstrap", "source_url": "https://github.com/twbs/bootstrap", "source_type": "repositor... | === 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 | |
f4c6e88e92c973e4db98ba35 | train | cli_experience | huggingface | https://huggingface.co/datasets/Nan-Do/instructional_code-search-net-python | Nan-Do/instructional_code-search-net-python | social_app | kotlin | python | Perform a deep developer-experience analysis for a kotlin project involving python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nan-Do/instructional_code-search-net-python", "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 | |
c60dc575a1f866326481d502 | train | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | documentation | scala | open_source | Extract verifiable evidence about open_source from the given source. | {"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... | === SOURCE ===
Fetch API
https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is th... | web-research-coding-5m-1.1.0 | |
74cdc41654ecaa9f0708a86d | train | upgrade_experience | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | ecommerce | c | linux | Perform a deep developer-experience analysis for a c project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/CodeAlpaca_20K", "source_url": "https://huggingface.co/datasets/HuggingFaceH4/C... | === 1. 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 | |
893dfb8f00bf89b5c476c2e0 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/1394797/move-existing-uncommitted-work-to-a-new-branch-in-git | Move existing, uncommitted work to a new branch in Git | dashboard | rust | javascript | Perform a deep multi-layer analysis of javascript for a dashboard 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": "Move existing, uncommitted work to a new branch in Git", "source_url": "https://stackoverflow... | === 1. PROBLEM ===
Define the exact problem involving javascript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around javascript. Use 'Move existing, uncommitted work to a new branch in Git' as a source anchor and identify r... | web-research-coding-5m-1.1.0 | |
7d4e13baeb2ac731e5e033f2 | train | performance_analysis | huggingface | https://huggingface.co/datasets/jtatman/python-code-dataset-500k | jtatman/python-code-dataset-500k | social_app | scala | microservices | Perform a deep multi-layer analysis of microservices for a social_app 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": "jtatman/python-code-dataset-500k", "source_url": "https://huggingface.co/datasets/jtatman/pyt... | === 1. PROBLEM ===
Define the exact problem involving microservices. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around microservices. Use 'jtatman/python-code-dataset-500k' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
3518a4ef8c273b3d738a7b8c | train | refactoring_maintainability | huggingface | https://huggingface.co/datasets/mayankchugh-learning/machine-failure-logs | mayankchugh-learning/machine-failure-logs | dashboard | dart | linux | Refactor a dart system related to linux. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mayankchugh-learning/machine-failure-logs", "source_url": "https://huggingface.co/datasets/ma... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
049d95dab14419431c7b0254 | train | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | javascript | linux | Perform a deep multi-layer analysis of linux for a education using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
d9a568a4b61a38373baefba6 | train | html_generation | npm | https://www.npmjs.com/package/jest | jest | blog | dart | nlp | Create semantic HTML for a blog about nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | 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 |
7b5afe65e2db142213fc6f28 | train | typescript_generation | stackexchange | https://stackoverflow.com/questions/6158933/how-is-an-http-post-request-made-in-node-js | How is an HTTP POST request made in node.js? | documentation | shell | frontend | Implement TypeScript logic for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How is an HTTP POST request made in node.js?", "source_url": "https://stackoverflow.com/quest... | Use explicit types, interfaces, safe narrowing, validation, and maintainable modules. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
e5088d798c119f0a529c1ed3 | train | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | php | authorization | Perform a deep developer-experience analysis for a php project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. 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 | |
52a42843e7172ae8d992906e | train | landing_page | web_docs | https://doc.rust-lang.org/ | Rust Documentation | landing_page | kotlin | nlp | Design a landing page for a nlp product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
e596c20a1e6447ea113b42a7 | train | refactoring_readability | npm | https://www.npmjs.com/package/zod | zod | developer_tool | c | data_engineering | Refactor a c system related to data_engineering. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 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 | |
fd381b4533108079b33e8367 | train | refactoring_maintainability | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | finance | kotlin | observability | Refactor a kotlin system related to observability. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
ca12fb0b063e49c709a0ea88 | train | css_generation | npm | https://www.npmjs.com/package/rollup | rollup | developer_tool | python | computer_vision | Create responsive CSS for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
068050a9c8a113521b19b6ac | train | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | c | observability | Perform a deep multi-layer analysis of observability for a portfolio using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 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 'Fetch API' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
1e4ad3db562cc27f7eb90140 | train | cli_experience | huggingface | https://huggingface.co/datasets/Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | Romoamigo/SWE-Bench-MultilingualC_CPPFiletered | social_app | go | authorization | Perform a deep developer-experience analysis for a go project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Romoamigo/SWE-Bench-MultilingualC_CPPFiletered", "source_url": "https://huggingface.co/datase... | === 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 | |
cf5ddeaefcd85f02b6f9cf25 | train | repository_dependency_analysis | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2 | search_interface | typescript | testing | Perform a deep multi-layer analysis of testing for a search_interface 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": "Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2", "source_url": "https://huggingfa... | === 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 'Shuu12121/javascript-treesitter-dedupe-filtered-datasetsV2' as a source anchor and identify rel... | web-research-coding-5m-1.1.0 | |
b3289c64b2c9daa6285ac513 | train | repository_issue_reasoning | stackexchange | https://stackoverflow.com/questions/16670931/hide-scroll-bar-but-while-still-being-able-to-scroll | Hide scroll bar, but while still being able to scroll | dashboard | php | docker | Perform a deep multi-layer analysis of docker for a dashboard using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Hide scroll bar, but while still being able to scroll", "source_url": "https://stackoverflow.... | === 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 'Hide scroll bar, but while still being able to scroll' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
0f6a6edc4873c079a7e002fd | train | documentation_lookup | huggingface | https://huggingface.co/datasets/ellamind/arc-multilingual | ellamind/arc-multilingual | dashboard | css | fullstack | Find and summarize the relevant documentation for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/arc-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/arc-multi... | === RELEVANT DOCS ===
- ellamind/arc-multilingual
https://huggingface.co/datasets/ellamind/arc-multilingual
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exac... | web-research-coding-5m-1.1.0 | |
559504cf700e1d0694d4856f | train | research_summary | gitlab | https://gitlab.com/soapbox-pub/nostrify | soapbox-pub/nostrify | portfolio | shell | kubernetes | Summarize the current state of knowledge about kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "soapbox-pub/nostrify", "source_url": "https://gitlab.com/soapbox-pub/nostrify", "source_type"... | === OVERVIEW ===
kubernetes 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 ===
soapbox-pub/nostrif... | web-research-coding-5m-1.1.0 | |
a7dd0059d7128026875cd8c6 | train | integration_testing | huggingface | https://huggingface.co/datasets/open-r1/verifiable-coding-problems-python | open-r1/verifiable-coding-problems-python | documentation | dart | security | Design integration tests for a dart system involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/verifiable-coding-problems-python", "source_url": "https://huggingface.co/datasets/op... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
7a88432fde28218fc341149c | train | technical_research | codeberg | https://codeberg.org/Renerte/_cargo-index | Renerte/_cargo-index | blog | go | data_engineering | Perform a technical research task about data_engineering, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Renerte/_cargo-index", "source_url": "https://codeberg.org/Renerte/_cargo-index", "source_typ... | === SCOPE ===
Technical behavior of data_engineering.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Renerte/_cargo-index (https://codeberg.org/Renerte/_car... | web-research-coding-5m-1.1.0 | |
f5ec14e670ec6f549a46636c | train | performance_fix | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | developer_tool | shell | microservices | Create a web-performance optimization plan for a developer_tool. | {"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-Jake-Fitzgerald", "source_url": "https://codeberg.... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
09ab257343f87a13753d0f8d | train | repository_understanding | web_docs | https://docs.docker.com/ | Docker Documentation | analytics | scala | fullstack | Perform a deep multi-layer analysis of fullstack 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": "Docker Documentation", "source_url": "https://docs.docker.com/", "source_type": "documentatio... | === 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 'Docker Documentation' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
caf95c6ce9055ea811cca1d4 | train | refactoring_architecture | pypi | https://pypi.org/project/streamlit/ | streamlit | search_interface | go | typescript | Refactor a go 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": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 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 | |
a426a8cc70dbd6280fe90deb | train | build_experience | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | search_interface | ruby | css | Perform a deep developer-experience analysis for a ruby project involving css. | {"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. 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 |
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