id large_stringlengths 24 24 | split large_stringclasses 1
value | task large_stringclasses 98
values | source_type large_stringclasses 9
values | source_url large_stringlengths 18 137 | source_name large_stringlengths 3 165 | website_type large_stringclasses 17
values | language large_stringclasses 18
values | topic large_stringclasses 50
values | instruction large_stringlengths 31 262 | context large_stringlengths 364 653 | response large_stringlengths 85 2.58k | code large_stringclasses 7
values | generator_version large_stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
86ad483a073f2158aa06b8df | train | design_accessibility | pypi | https://pypi.org/project/django/ | django | social_app | scala | software_architecture | Audit accessibility for a social_app. | {"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":... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a0461976e4590444409f0465 | train | refactoring_scalability | huggingface | https://huggingface.co/datasets/WillHeld/paloma_programming_languages | WillHeld/paloma_programming_languages | landing_page | python | machine_learning | Refactor a python system related to machine_learning. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "WillHeld/paloma_programming_languages", "source_url": "https://huggingface.co/datasets/WillHe... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
791c49fc2dd8f76058b610fc | train | design_to_code | github | https://github.com/h5bp/html5-boilerplate | h5bp/html5-boilerplate | portfolio | javascript | open_source | Translate a portfolio design into maintainable javascript code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h5bp/html5-boilerplate", "source_url": "https://github.com/h5bp/html5-boilerplate", "source_t... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
5894c469a15f77862d0dae8b | train | design_components | web_docs | https://docs.python.org/3/ | Python Documentation | saas | php | open_source | Create a component architecture for a saas. | {"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... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
fe127e41765350e982063afa | train | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | social_app | javascript | graphql | Design an accessible form for graphql. | {"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", "... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
10de2617d423ea95dd45a175 | train | design_components | huggingface | https://huggingface.co/datasets/trl-lib/documentation-images | trl-lib/documentation-images | portfolio | java | design_system | Create a component architecture for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trl-lib/documentation-images", "source_url": "https://huggingface.co/datasets/trl-lib/documen... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
896bfe5521e853729e1a2b88 | train | dx_analysis | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | marketplace | 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": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | === 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 | |
15d83f947a2debc273a4fe11 | train | security_review | pypi | https://pypi.org/project/flask/ | flask | search_interface | python | developer_experience | Perform a security review of a search_interface application. | {"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 authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
404af83af14b01996b815731 | train | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | ruby | computer_vision | Perform a deep developer-experience analysis for a ruby project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
4e1f971c3bb6271acd95802f | train | information_architecture | stackexchange | https://stackoverflow.com/questions/4181861/message-src-refspec-master-does-not-match-any-when-pushing-commits-in-git | Message 'src refspec master does not match any' when pushing commits in Git | social_app | php | deep_learning | Design the information architecture for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Message 'src refspec master does not match any' when pushing commits in Git", "source... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
aae787c8a27616f11bcd3b0a | train | research_plan | npm | https://www.npmjs.com/package/express | express | community | dart | observability | Build a structured research plan to deeply understand observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === GOAL ===
Produce a reliable, current, and actionable understanding of observability.
=== 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 findi... | web-research-coding-5m-1.1.0 | |
9f43e7b2100ee17870fa9cbb | train | multi_hop_research | stackexchange | https://stackoverflow.com/questions/423379/how-can-i-use-a-global-variable-in-a-function | How can I use a global variable in a function? | landing_page | go | documentation | Perform multi-hop research about documentation: 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": "How can I use a global variable in a function?", "source_url": "https://stackoverflow.com/que... | === HOP 1 ===
Start at: How can I use a global variable in a function?
https://stackoverflow.com/questions/423379/how-can-i-use-a-global-variable-in-a-function
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check com... | web-research-coding-5m-1.1.0 | |
1b4ce751a56200259d92df89 | train | javascript_generation | stackexchange | https://stackoverflow.com/questions/2717480/css-selector-for-first-element-with-class | CSS selector for first element with class | ecommerce | shell | kubernetes | Implement JavaScript interactions for a ecommerce. | {"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... | 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 |
7716f2d0218535b3f9c5d46a | train | developer_experience | codeberg | https://codeberg.org/m5blum/acweb | m5blum/acweb | education | css | web_accessibility | Perform a deep developer-experience analysis for a css project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "m5blum/acweb", "source_url": "https://codeberg.org/m5blum/acweb", "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 | |
099f6b4c1db996b9d620f154 | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/18111657/how-to-get-names-of-enum-entries | How to get names of enum entries? | productivity | shell | html | Perform a deep multi-layer analysis of html for a productivity using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to get names of enum entries?", "source_url": "https://stackoverflow.com/questions/181116... | === 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 'How to get names of enum entries?' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
ccc1150d4c393e996ae6f344 | train | repository_architecture | stackexchange | https://stackoverflow.com/questions/679915/how-do-i-test-for-an-empty-javascript-object | How do I test for an empty JavaScript object? | finance | swift | microservices | Perform a deep multi-layer analysis of microservices for a finance 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": "How do I test for an empty JavaScript object?", "source_url": "https://stackoverflow.com/ques... | === 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 'How do I test for an empty JavaScript object?' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
15ac97c037fb9a26fdfb0593 | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | documentation | c | data_structures | Perform a deep multi-layer analysis of data_structures for a documentation 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
13edb343795d5a8aa3b1bb15 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | education | c | authentication | Perform a deep multi-layer analysis of authentication for a education 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
84e25baae8b6558aaf970e9d | train | api_design | github | https://github.com/react/react | react/react | ecommerce | javascript | javascript | Design a production API for a javascript application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
9ea1e53c7529210cc4f73b10 | train | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/57237352/what-does-unsqueeze-do-in-pytorch | What does "unsqueeze" do in Pytorch? | finance | sql | redis | Perform a deep multi-layer analysis of redis for a finance 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": "What does "unsqueeze" do in Pytorch?", "source_url": "https://stackoverflow.com/que... | === 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 'What does "unsqueeze" do in Pytorch?' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
fa5c6b54daee1d1939d5031e | train | design_tokens | stackexchange | https://stackoverflow.com/questions/426258/setting-checked-for-a-checkbox-with-jquery | Setting "checked" for a checkbox with jQuery | ecommerce | kotlin | data_engineering | 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": "Setting "checked" for a checkbox with jQuery", "source_url": "https://stackoverflow... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
1a0be3d17f224a0c46eb464e | train | typescript_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | cpp | linux | Implement TypeScript logic for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Use 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 |
a29502a232de2d6703f3ebb6 | train | source_selection | stackexchange | https://stackoverflow.com/questions/332289/how-do-i-change-the-size-of-figures-drawn-with-matplotlib | How do I change the size of figures drawn with Matplotlib? | admin_panel | dart | web_performance | Select the most reliable sources to research web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I change the size of figures drawn with Matplotlib?", "source_url": "https://stackover... | === 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 | |
40430451204c38f4cc5ea5b7 | train | javascript_generation | huggingface | https://huggingface.co/datasets/codekingpro/portable-devtools | codekingpro/portable-devtools | productivity | swift | html | Implement JavaScript interactions for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codekingpro/portable-devtools", "source_url": "https://huggingface.co/datasets/codekingpro/po... | 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 |
3006d7e212c0f552801bbe0c | train | research_plan | stackexchange | https://stackoverflow.com/questions/951021/what-is-the-javascript-version-of-sleep | What is the JavaScript version of sleep()? | marketplace | java | sql | Build a structured research plan to deeply understand sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the JavaScript version of sleep()?", "source_url": "https://stackoverflow.com/questio... | === GOAL ===
Produce a reliable, current, and actionable understanding of sql.
=== 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 | |
cc12a2785cb9c00a77f6dc13 | train | integration_testing | stackexchange | https://stackoverflow.com/questions/448271/what-is-init-py-for | What is __init__.py for? | blog | javascript | cloud | Design integration tests for a javascript system involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is __init__.py for?", "source_url": "https://stackoverflow.com/questions/448271/what-is-... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
2540c9ce377b9c14d0cccf90 | train | architecture_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | scala | observability | Perform a deep multi-layer analysis of observability for a finance 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 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 'JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
5dea728da380b1bbc3d8b959 | train | risk_analysis | pypi | https://pypi.org/project/transformers/ | transformers | social_app | kotlin | nextjs | Perform a deep multi-layer analysis of nextjs for a social_app 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": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving nextjs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nextjs. Use 'transformers' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
b66c077e1dfe160d27289a47 | train | landing_page | web_docs | https://docs.python.org/3/ | Python Documentation | admin_panel | shell | algorithms | Design a landing page for a algorithms product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
6a46494e9e71557e5606a6b6 | train | documentation_page | gitlab | https://gitlab.com/scripta/escriptorium | scripta/escriptorium | marketplace | swift | backend | Design a developer documentation page for backend. | {"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"... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
7dcd1fe808fe8bb71333b1b3 | train | react_generation | npm | https://www.npmjs.com/package/vue | vue | ecommerce | rust | css | Design React components for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
211aff20168c902989c8a339 | train | search_intent_classification | npm | https://www.npmjs.com/package/jest | jest | search_interface | swift | database | Classify the search intent for a query about database. | {"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":... | === 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 ===
"database vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
aa3c9e9215703f71524da7f5 | train | architecture_analysis | pypi | https://pypi.org/project/rich/ | rich | social_app | html | devops | Perform a deep multi-layer analysis of devops 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": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "de... | === 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 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
ffac0e5fd06ba3e3070125c3 | train | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | typescript | graphql | Refactor a typescript system related to graphql. Focus on refactoring architecture. | {"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": "... | === 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 | |
4240ddeb1a7e71f8932fc748 | train | landing_page | huggingface | https://huggingface.co/datasets/CohenQu/the-stack-v2-dedup-Python_10k | CohenQu/the-stack-v2-dedup-Python_10k | admin_panel | cpp | debugging | Design a landing page for a debugging product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohenQu/the-stack-v2-dedup-Python_10k", "source_url": "https://huggingface.co/datasets/CohenQ... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
2c37a1525c025882213d01e9 | train | css_generation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | blog | ruby | distributed_systems | Create responsive CSS for a blog. | {"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... | 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 |
6c16e7f5403f13b80e19a992 | train | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | landing_page | html | frontend | Perform a deep developer-experience analysis for a html project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e8e5bd4ac76de79a287115fe | train | information_architecture | huggingface | https://huggingface.co/datasets/open-r1/codeforces | open-r1/codeforces | community | shell | graphql | Design the information architecture for graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "open-r1/codeforces", "source_url": "https://huggingface.co/datasets/open-r1/codeforces", "sou... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
9fbc5e6c38d498bdee3cd57b | train | tradeoff_analysis | huggingface | https://huggingface.co/datasets/model-metadata/custom_code_py_files | model-metadata/custom_code_py_files | search_interface | dart | cloud | Perform a deep multi-layer analysis of cloud for a search_interface 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": "model-metadata/custom_code_py_files", "source_url": "https://huggingface.co/datasets/model-me... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'model-metadata/custom_code_py_files' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
758cafcabc8555d003f06ad7 | train | refactoring_api | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | landing_page | shell | ci_cd | Refactor a shell system related to ci_cd. Focus on refactoring api. | {"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... | === 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 | |
ce1d190770f3828bdfcd110b | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | saas | cpp | backend | Create a responsive design strategy for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
d798a848c7e11cca90032df7 | train | research_summary | github | https://github.com/qeeqbox/social-analyzer | qeeqbox/social-analyzer | portfolio | ruby | security | Summarize the current state of knowledge about security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "qeeqbox/social-analyzer", "source_url": "https://github.com/qeeqbox/social-analyzer", "source... | === OVERVIEW ===
security 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 ===
qeeqbox/social-analyz... | web-research-coding-5m-1.1.0 | |
d0c70a2b0897f8880ddae317 | train | search_query_rewrite | github | https://github.com/nicolargo/glances | nicolargo/glances | finance | php | database | Rewrite and improve a vague search query about database 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": "nicolargo/glances", "source_url": "https://github.com/nicolargo/glances", "source_type": "rep... | === ORIGINAL (VAGUE) ===
how to do database
=== REWRITTEN QUERIES ===
1. database official documentation guide
2. database production best practices 2025
3. database common pitfalls and solutions
4. database architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
1aea598437f7556b5cad2995 | train | refactoring_scalability | gitlab | https://gitlab.com/sdurobotics/ur_rtde | sdurobotics/ur_rtde | education | php | documentation | Refactor a php system related to documentation. Focus on refactoring scalability. | {"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": ... | === 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 | |
f5f02298758a12cde098edc1 | train | repository_dependency_analysis | gitlab | https://gitlab.com/papalingua/papalingua-app | papalingua/papalingua-app | documentation | cpp | api_design | Perform a deep multi-layer analysis of api_design for a documentation using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "papalingua/papalingua-app", "source_url": "https://gitlab.com/papalingua/papalingua-app", "so... | === 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 'papalingua/papalingua-app' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
3cb79fc64125db71edc9ace9 | train | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | c | algorithms | Explain a c implementation related to algorithms. | {"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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
af34699fd0daaae8c1d0922c | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/nomic-ai/cornstack-javascript-v1 | nomic-ai/cornstack-javascript-v1 | marketplace | ruby | nodejs | Perform a deep multi-layer analysis of nodejs for a marketplace 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": "nomic-ai/cornstack-javascript-v1", "source_url": "https://huggingface.co/datasets/nomic-ai/co... | === 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 'nomic-ai/cornstack-javascript-v1' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
b8937a8a505e66a2c8158542 | train | debugging_experience | github | https://github.com/zulip/zulip | zulip/zulip | search_interface | html | javascript | Perform a deep developer-experience analysis for a html project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "zulip/zulip", "source_url": "https://github.com/zulip/zulip", "source_type": "repository", "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 | |
5c39facb91bdf7dbef1a0495 | train | dashboard | stackexchange | https://stackoverflow.com/questions/37427508/react-changing-an-uncontrolled-input | React - changing an uncontrolled input | analytics | c | serverless | Design a production dashboard for serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React - changing an uncontrolled input", "source_url": "https://stackoverflow.com/questions/3... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a9882f255b9a45d52fbf9be9 | train | ui_design | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010 | h4iku/coconut_javascript2010 | portfolio | dart | web_accessibility | Design a production-quality UI for a portfolio focused on web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010", "source_url": "https://huggingface.co/datasets/h4iku/coconut_j... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
70fe6f43479097205b876199 | train | debugging_experience | pypi | https://pypi.org/project/uvicorn/ | uvicorn | saas | css | authentication | Perform a deep developer-experience analysis for a css project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 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 | |
abe548834fc840675a6dc5f5 | train | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | analytics | 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": "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 | |
763c3f9732878477e6fb9811 | train | dependency_management_experience | stackexchange | https://stackoverflow.com/questions/6996603/how-can-i-delete-a-file-or-folder-in-python | How can I delete a file or folder in Python? | search_interface | python | testing | Perform a deep developer-experience analysis for a python project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I delete a file or folder in Python?", "source_url": "https://stackoverflow.com/quest... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f7bbf1ec05e890c0bd43926e | train | design_components | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | finance | java | css | Create a component architecture for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
fb5d88707335bae4035c3c7b | train | refactoring_scalability | github | https://github.com/django/django | django/django | community | go | user_experience | Refactor a go system related to user_experience. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django/django", "source_url": "https://github.com/django/django", "source_type": "repository"... | === 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 | |
16ae4fad08774b31c048a28c | train | refactoring_security | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | landing_page | swift | distributed_systems | Refactor a swift system related to distributed_systems. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
1f20cc2f801dbea8cb9b4f7d | train | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | productivity | javascript | react | Create a responsive design strategy for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
e02212f285f35a3fb4035357 | train | accessibility_fix | codeberg | https://codeberg.org/shewolf/_cargo-index | shewolf/_cargo-index | community | rust | javascript | Create an accessibility remediation plan for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shewolf/_cargo-index", "source_url": "https://codeberg.org/shewolf/_cargo-index", "source_typ... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
d1d9bd36212b434e01cccfcb | train | design_components | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | search_interface | javascript | 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": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
d608f39a11fe7a3a89a1fad9 | train | research_summary | web_docs | https://docs.docker.com/ | Docker Documentation | social_app | typescript | devops | Summarize the current state of knowledge about devops. | {"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... | === OVERVIEW ===
devops 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 ===
Docker Documentation (h... | web-research-coding-5m-1.1.0 | |
133d301b00e94bfe3921f55c | train | accessibility_fix | huggingface | https://huggingface.co/datasets/Programming-Language/codeagent-python | Programming-Language/codeagent-python | landing_page | javascript | authorization | 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": "Programming-Language/codeagent-python", "source_url": "https://huggingface.co/datasets/Progra... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0b6959f7ab88053199475b57 | train | testing_experience | huggingface | https://huggingface.co/datasets/AffineFoundation/rl-python | AffineFoundation/rl-python | education | javascript | graphql | Perform a deep developer-experience analysis for a javascript project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AffineFoundation/rl-python", "source_url": "https://huggingface.co/datasets/AffineFoundation/... | === 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 | |
dab6a3b476622a8b8775b223 | train | api_developer_experience | gitlab | https://gitlab.com/foundry-projects/foundry-pc/foundry-pc-types | foundry-projects/foundry-pc/foundry-pc-types | productivity | ruby | sql | Perform a deep developer-experience analysis for a ruby project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "foundry-projects/foundry-pc/foundry-pc-types", "source_url": "https://gitlab.com/foundry-proj... | === 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 | |
f0e26813ab30a3de91a4f309 | train | technical_research | gitlab | https://gitlab.com/gitlab-com/www-gitlab-com | gitlab-com/www-gitlab-com | analytics | rust | testing | Perform a technical research task about testing, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/www-gitlab-com", "source_url": "https://gitlab.com/gitlab-com/www-gitlab-com", "so... | === SCOPE ===
Technical behavior of testing.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- gitlab-com/www-gitlab-com (https://gitlab.com/gitlab-com/www-git... | web-research-coding-5m-1.1.0 | |
631dc319e26522f6956dd41a | train | security_review | github | https://github.com/vuejs/core | vuejs/core | portfolio | shell | frontend | Perform a security review of a portfolio application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vuejs/core", "source_url": "https://github.com/vuejs/core", "source_type": "repository", "top... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
29ba200fb1dc874f9c7f80cb | train | html_generation | huggingface | https://huggingface.co/datasets/suriyagunasekar/stackoverflow-python-with-meta-data | suriyagunasekar/stackoverflow-python-with-meta-data | documentation | html | postgresql | Create semantic HTML for a documentation about postgresql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "suriyagunasekar/stackoverflow-python-with-meta-data", "source_url": "https://huggingface.co/d... | 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 |
eeb8176dd87de36fd92ed5f2 | train | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | landing_page | swift | caching | Design a swift algorithm for a caching problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
8389becb1791bd9baecb4f96 | train | ux_design | npm | https://www.npmjs.com/package/eslint | eslint | developer_tool | rust | machine_learning | Design the complete UX flow of a developer_tool for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | 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 | |
2ba55eb03478390a367358de | train | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | sql | web_performance | Perform a deep multi-layer analysis of web_performance for a finance 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
4582628541a0d3a325ffd128 | train | refactoring_scalability | github | https://github.com/react/create-react-app | react/create-react-app | landing_page | typescript | react | Refactor a typescript system related to react. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react/create-react-app", "source_url": "https://github.com/react/create-react-app", "source_t... | === 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 | |
d8051cf527bceb2bc48f7d27 | train | dependency_impact_analysis | huggingface | https://huggingface.co/datasets/nvidia/OCR-Synthetic-Multilingual-v1 | nvidia/OCR-Synthetic-Multilingual-v1 | search_interface | html | security | Perform a deep multi-layer analysis of security for a search_interface 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": "nvidia/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/... | === 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 'nvidia/OCR-Synthetic-Multilingual-v1' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
832fa05890d8802f1ae5c915 | train | design_review | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | marketplace | javascript | react | Perform a professional design review of a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
983f8ce54fd601afac20ddf0 | train | typescript_generation | huggingface | https://huggingface.co/datasets/livecodebench/code_generation_lite | livecodebench/code_generation_lite | productivity | html | html | Implement TypeScript logic for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "livecodebench/code_generation_lite", "source_url": "https://huggingface.co/datasets/livecodeb... | 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 |
d47445a61dec0f1d0d178757 | train | technical_research | web_docs | https://react.dev/ | React Documentation | portfolio | ruby | security | Perform a technical research task about security, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === SCOPE ===
Technical behavior of security.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- React Documentation (https://react.dev/)
- Official documentati... | web-research-coding-5m-1.1.0 | |
bb41a678dd8d9d8e0c3eb351 | train | refactoring_dependency | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | search_interface | css | ci_cd | Refactor a css system related to ci_cd. Focus on refactoring dependency. | {"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 ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
6bedb3b08643e842e98b471e | train | research_plan | stackexchange | https://stackoverflow.com/questions/171251/how-can-i-merge-properties-of-two-javascript-objects | How can I merge properties of two JavaScript objects? | portfolio | go | serverless | Build a structured research plan to deeply understand serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I merge properties of two JavaScript objects?", "source_url": "https://stackoverflow.... | === GOAL ===
Produce a reliable, current, and actionable understanding of serverless.
=== 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... | web-research-coding-5m-1.1.0 | |
6fe3b684e93ba73893eb916f | train | code_explanation | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | social_app | rust | computer_vision | Explain a rust implementation related to computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
e754d5aa909d11fb7bdd54ad | train | ui_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | developer_tool | go | cloud | Design a production-quality UI for a developer_tool focused on cloud. | {"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 layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
a4fdf3143013704021b74b9b | train | refactoring_legacy_code | github | https://github.com/vercel/hyper | vercel/hyper | community | php | react | Refactor a php system related to react. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/hyper", "source_url": "https://github.com/vercel/hyper", "source_type": "repository", ... | === 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 | |
91cfebb57fe4dca351951f47 | train | refactoring_scalability | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | admin_panel | typescript | caching | Refactor a typescript system related to caching. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nayuki/QR-Code-generator", "source_url": "https://gitlab.com/Nayuki/QR-Code-generator", "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 | |
6f2638b920e014100621d775 | train | design_components | web_docs | https://go.dev/doc/ | Go Documentation | marketplace | html | nlp | 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
337adb9173f657eb0faffab0 | train | system_analysis | gitlab | https://gitlab.com/a_akgun/gitlab-rapid-machine-learning-prototypes | a_akgun/gitlab-rapid-machine-learning-prototypes | landing_page | java | authentication | Perform a deep multi-layer analysis of authentication for a landing_page using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "a_akgun/gitlab-rapid-machine-learning-prototypes", "source_url": "https://gitlab.com/a_akgun/... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'a_akgun/gitlab-rapid-machine-learning-prototypes' as a source anchor and identify... | web-research-coding-5m-1.1.0 | |
76213c841593dac6b0af2eec | train | search_intent_classification | stackexchange | https://stackoverflow.com/questions/1911109/how-do-i-clone-a-specific-git-branch | How do I clone a specific Git branch? | blog | go | deep_learning | Classify the search intent for a query about deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I clone a specific Git branch?", "source_url": "https://stackoverflow.com/questions/19... | === 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 ===
"deep_learning vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 | |
f8e17d95ba67d142c0a109cc | train | interaction_design | github | https://github.com/PostHog/posthog | PostHog/posthog | dashboard | css | serverless | Design interaction states for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostHog/posthog", "source_url": "https://github.com/PostHog/posthog", "source_type": "reposit... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
d1b7636132a7dfba0205583b | train | documentation_page | web_docs | https://go.dev/doc/ | Go Documentation | documentation | typescript | mongodb | Design a developer documentation page for mongodb. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
97fa96f3e8f7ba3ce47d44ed | train | refactoring_security | pypi | https://pypi.org/project/transformers/ | transformers | analytics | go | data_engineering | Refactor a go system related to data_engineering. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 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 | |
36efc573576ed1af939e7828 | train | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | dashboard | c | data_engineering | Perform a deep multi-layer analysis of data_engineering for a dashboard using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
f5c78f8ab48b4694f7748b35 | train | documentation_lookup | huggingface | https://huggingface.co/datasets/bgudmestad/Nushell_documentation | bgudmestad/Nushell_documentation | analytics | c | frontend | Find and summarize the relevant documentation for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bgudmestad/Nushell_documentation", "source_url": "https://huggingface.co/datasets/bgudmestad/... | === RELEVANT DOCS ===
- bgudmestad/Nushell_documentation
https://huggingface.co/datasets/bgudmestad/Nushell_documentation
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences ... | web-research-coding-5m-1.1.0 | |
52d42965fe276e8c18c568bf | train | design_components | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | saas | javascript | machine_learning | Create a component architecture for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
7488c27d2912ba38e16c1134 | train | testing_experience | codeberg | https://codeberg.org/nadevko/.profile | nadevko/.profile | documentation | html | documentation | Perform a deep developer-experience analysis for a html project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nadevko/.profile", "source_url": "https://codeberg.org/nadevko/.profile", "source_type": "rep... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
a4a5577e1b12a152e0010d76 | train | refactoring_security | huggingface | https://huggingface.co/datasets/LocalResearchGroup/split-avelina-python-edu | LocalResearchGroup/split-avelina-python-edu | marketplace | shell | debugging | Refactor a shell system related to debugging. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LocalResearchGroup/split-avelina-python-edu", "source_url": "https://huggingface.co/datasets/... | === 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 | |
44f3978abe3fad44449d4026 | train | security_review | web_docs | https://doc.rust-lang.org/ | Rust Documentation | community | css | design_system | Perform a security review of a community application. | {"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... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
91314d9794837f4712517da4 | train | evidence_extraction | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | finance | dart | database | Extract verifiable evidence about database from the given source. | {"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... | === SOURCE ===
huggingface-course/documentation-images
https://huggingface.co/datasets/huggingface-course/documentation-images
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- ... | web-research-coding-5m-1.1.0 | |
c3dac05832cffb1e08bba618 | train | security_analysis | gitlab | https://gitlab.com/vincenttunru/feed-me-up-scotty | vincenttunru/feed-me-up-scotty | blog | typescript | open_source | Perform a deep multi-layer analysis of open_source for a blog 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": "vincenttunru/feed-me-up-scotty", "source_url": "https://gitlab.com/vincenttunru/feed-me-up-sc... | === 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 'vincenttunru/feed-me-up-scotty' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
ed33513cc2d58769cdb57e45 | train | security_analysis | npm | https://www.npmjs.com/package/next | next | analytics | scala | ci_cd | Perform a deep multi-layer analysis of ci_cd 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 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 'next' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
e397ed6e1b5cc2d4fe773cb6 | train | react_generation | github | https://github.com/pallets/flask | pallets/flask | saas | rust | database | Design React components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pallets/flask", "source_url": "https://github.com/pallets/flask", "source_type": "repository"... | 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 |
a4938c240022b42750fc6b7f | train | interaction_design | pypi | https://pypi.org/project/flask/ | flask | search_interface | rust | serverless | Design interaction states for a search_interface. | {"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 default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
06366b1e3846f578d7d39ac8 | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | ecommerce | swift | algorithms | Perform a deep multi-layer analysis of algorithms for a ecommerce 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": "codeShare/text-to-image-prompts", "source_url": "https://huggingface.co/datasets/codeShare/te... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'codeShare/text-to-image-prompts' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
1d37de8bed9683ec5f7c594d | train | scalability_analysis | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | community | rust | mongodb | Perform a deep multi-layer analysis of mongodb for a community 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": "bysismo/Turkish-Python-instruction", "source_url": "https://huggingface.co/datasets/bysismo/T... | === 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 'bysismo/Turkish-Python-instruction' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
78dbb6f1dc2b1ea7a5cd2bd5 | train | research_plan | npm | https://www.npmjs.com/package/prettier | prettier | social_app | python | user_experience | Build a structured research plan to deeply understand user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === GOAL ===
Produce a reliable, current, and actionable understanding of user_experience.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write fin... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.