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ce82335995f8494c65f2e3c6 | train | architecture_analysis | huggingface | https://huggingface.co/datasets/tokyotech-llm/swallow-code-v2 | tokyotech-llm/swallow-code-v2 | dashboard | swift | typescript | Perform a deep multi-layer analysis of typescript for a dashboard 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": "tokyotech-llm/swallow-code-v2", "source_url": "https://huggingface.co/datasets/tokyotech-llm/... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'tokyotech-llm/swallow-code-v2' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
31d29410c7abdf9158311ee6 | train | performance_analysis | web_docs | https://git-scm.com/doc | Git Documentation | productivity | javascript | cloud | Perform a deep multi-layer analysis of cloud for a productivity 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
8e6b0431a7199a9d36e801dd | train | system_analysis | npm | https://www.npmjs.com/package/playwright | playwright | admin_panel | c | algorithms | Perform a deep multi-layer analysis of algorithms for a admin_panel 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": "playwright", "source_url": "https://www.npmjs.com/package/playwright", "source_type": "packag... | === 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 'playwright' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
6e4c2bcf27ae7999c78f8de3 | train | refactoring | gitlab | https://gitlab.com/lobaro/iot-dashboard | lobaro/iot-dashboard | search_interface | css | react | Create a production coding task in css for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lobaro/iot-dashboard", "source_url": "https://gitlab.com/lobaro/iot-dashboard", "source_type"... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b4cb10c294d5270889a57308 | train | typescript_generation | codeberg | https://codeberg.org/13thab/2 | 13thab/2 | landing_page | html | python | Implement TypeScript logic for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "13thab/2", "source_url": "https://codeberg.org/13thab/2", "source_type": "repository", "topic... | 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 |
adf1453ca64041ca016f41d9 | train | developer_experience | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | community | html | security | Perform a deep developer-experience analysis for a html project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | === 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 | |
79d3cfc1350d41791305d961 | train | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | social_app | dart | microservices | Create an SEO improvement plan for a social_app about microservices. | {"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 | |
ec86923ad76ffbee3a9f3f5c | train | security_analysis | huggingface | https://huggingface.co/datasets/jeffmeloy/python_documentation_code | jeffmeloy/python_documentation_code | social_app | java | design_system | Perform a deep multi-layer analysis of design_system for a social_app 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": "jeffmeloy/python_documentation_code", "source_url": "https://huggingface.co/datasets/jeffmelo... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'jeffmeloy/python_documentation_code' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
fbcdc451c7bf63cf2df0db4c | train | security_review | npm | https://www.npmjs.com/package/vue | vue | developer_tool | dart | web_accessibility | Perform a security review of a developer_tool application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
63bdaa26e85fefe614a92035 | train | design_review | stackexchange | https://stackoverflow.com/questions/2353818/how-do-i-get-started-with-node-js | How do I get started with Node.js | admin_panel | javascript | security | Perform a professional design review of a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get started with Node.js", "source_url": "https://stackoverflow.com/questions/235381... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
0449fe77ecbfc7ca0ee01f75 | train | research_summary | gitlab | https://gitlab.com/woob/woob | woob/woob | portfolio | dart | nlp | Summarize the current state of knowledge about nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "woob/woob", "source_url": "https://gitlab.com/woob/woob", "source_type": "repository", "topic... | === OVERVIEW ===
nlp 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 ===
woob/woob (https://gitlab.... | web-research-coding-5m-1.1.0 | |
8a5c655cbe73a1bbcea87437 | train | design_consistency | stackexchange | https://stackoverflow.com/questions/4089430/how-to-determine-the-url-that-a-local-git-repository-was-originally-cloned-from | How to determine the URL that a local Git repository was originally cloned from | developer_tool | kotlin | nextjs | Audit design consistency across a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to determine the URL that a local Git repository was originally cloned from", "source_url... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
fff6600a728610a3dc7b4b95 | train | system_analysis | huggingface | https://huggingface.co/datasets/verify-ppt/marin-starcoderdata_javascript | verify-ppt/marin-starcoderdata_javascript | community | python | react | Perform a deep multi-layer analysis of react for a community using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "verify-ppt/marin-starcoderdata_javascript", "source_url": "https://huggingface.co/datasets/ve... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'verify-ppt/marin-starcoderdata_javascript' as a source anchor and identify relevant APIs, dependenc... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f00c2f0396be255279838cdd | train | research_plan | gitlab | https://gitlab.com/nfriend/ts-key-enum | nfriend/ts-key-enum | search_interface | swift | fullstack | Build a structured research plan to deeply understand fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nfriend/ts-key-enum", "source_url": "https://gitlab.com/nfriend/ts-key-enum", "source_type": ... | === GOAL ===
Produce a reliable, current, and actionable understanding of fullstack.
=== 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 | |
e56abb3e0123336e39651d94 | train | evidence_extraction | pypi | https://pypi.org/project/pytest/ | pytest | productivity | php | web_accessibility | Extract verifiable evidence about web_accessibility from the given source. | {"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":... | === SOURCE ===
pytest
https://pypi.org/project/pytest/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment sta... | web-research-coding-5m-1.1.0 | |
94c5adefcd3528ead8d7f0d6 | train | refactoring_readability | stackexchange | https://stackoverflow.com/questions/29689966/how-to-define-type-for-a-function-callback-as-any-function-type-not-universal | How to define type for a function callback (as any function type, not universal any) used in a method parameter | admin_panel | swift | web_performance | Refactor a swift system related to web_performance. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to define type for a function callback (as any function type, not universal any) used in ... | === 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 | |
6c700d5efcecd203a4e75e96 | train | design_accessibility | huggingface | https://huggingface.co/datasets/Mutonix/Vript_Multilingual | Mutonix/Vript_Multilingual | community | scala | nlp | Audit accessibility for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mutonix/Vript_Multilingual", "source_url": "https://huggingface.co/datasets/Mutonix/Vript_Mul... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
b248c41605ff4abb8c40ce50 | train | design_review | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | finance | rust | docker | Perform a professional design review of a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3", "source_url": "https://huggingface.co/da... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
3b47897981c8d87cda816f72 | train | cli_experience | huggingface | https://huggingface.co/datasets/RGES-PIT/MachineLearning | RGES-PIT/MachineLearning | admin_panel | swift | data_engineering | Perform a deep developer-experience analysis for a swift project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RGES-PIT/MachineLearning", "source_url": "https://huggingface.co/datasets/RGES-PIT/MachineLea... | === 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 | |
69e5d7ed272db940920cea7a | train | api_design | codeberg | https://codeberg.org/fhupp/_cargo-index | fhupp/_cargo-index | productivity | ruby | developer_experience | Design a production API for a developer_experience application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fhupp/_cargo-index", "source_url": "https://codeberg.org/fhupp/_cargo-index", "source_type": ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
c7254ff532e4dce7975d4e26 | train | performance_fix | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | education | dart | react | Create a web-performance optimization plan for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
b06b29f5c596d795ba4081a1 | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/gretelai/synthetic_pii_finance_multilingual | gretelai/synthetic_pii_finance_multilingual | productivity | java | docker | Perform a deep multi-layer analysis of docker for a productivity 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": "gretelai/synthetic_pii_finance_multilingual", "source_url": "https://huggingface.co/datasets/... | === 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 'gretelai/synthetic_pii_finance_multilingual' as a source anchor and identify relevant APIs, depen... | web-research-coding-5m-1.1.0 | |
3fb0e19f15d943cd5a26bc01 | train | interaction_design | npm | https://www.npmjs.com/package/three | three | education | ruby | observability | Design interaction states for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "three", "source_url": "https://www.npmjs.com/package/three", "source_type": "package", "topic... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
c1c775489fa135cbcdf7a30c | train | design_system | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | portfolio | rust | design_system | Create a scalable design system for a portfolio. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
59ed0de0bc53c1b7c04c7728 | train | refactoring | huggingface | https://huggingface.co/datasets/codefuse-ai/CodeExercise-Python-27k | codefuse-ai/CodeExercise-Python-27k | analytics | ruby | ci_cd | Create a production coding task in ruby for ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codefuse-ai/CodeExercise-Python-27k", "source_url": "https://huggingface.co/datasets/codefuse... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
d448bdf2cdeee46acffadfe3 | train | evidence_chain_analysis | npm | https://www.npmjs.com/package/eslint | eslint | marketplace | javascript | python | Perform a deep multi-layer analysis of python for a marketplace 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": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
01a66474fd1d1cc205faf958 | train | developer_onboarding | 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 | finance | ruby | linux | Perform a deep developer-experience analysis for a ruby project involving linux. | {"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... | === 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 | |
445e2f6c4a42a12b5513265d | train | design_system | pypi | https://pypi.org/project/torch/ | torch | developer_tool | c | software_architecture | Create a scalable design system for a developer_tool. | {"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": "... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
40134aa5ea4a32b5f7460dd0 | train | react_generation | npm | https://www.npmjs.com/package/axios | axios | landing_page | cpp | web_performance | Design React components for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | 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 |
e6d26edca7fee7c853d908b4 | train | refactoring | huggingface | https://huggingface.co/datasets/codefuse-ai/CodeExercise-Python-27k | codefuse-ai/CodeExercise-Python-27k | community | ruby | api_design | Create a production coding task in ruby for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codefuse-ai/CodeExercise-Python-27k", "source_url": "https://huggingface.co/datasets/codefuse... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
e9d4c7a05e7781ea162ee009 | train | javascript_generation | pypi | https://pypi.org/project/flask/ | flask | search_interface | cpp | backend | Implement JavaScript interactions 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": "... | 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 |
b6307b5f92e99a4f0fe89499 | train | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | blog | swift | testing | Perform a deep developer-experience analysis for a swift project involving testing. | {"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 | |
b21202793f14d353bfab5795 | train | multi_layer_analysis | web_docs | https://go.dev/doc/ | Go Documentation | ecommerce | dart | authentication | Perform a deep multi-layer analysis of authentication for a ecommerce 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": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
3706bfb973e2921ff0656b0b | train | refactoring_api | stackexchange | https://stackoverflow.com/questions/12710905/how-do-i-dynamically-assign-properties-to-an-object-in-typescript | How do I dynamically assign properties to an object in TypeScript? | social_app | cpp | developer_experience | Refactor a cpp system related to developer_experience. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I dynamically assign properties to an object in TypeScript?", "source_url": "https://s... | === 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 | |
36dfd2d5539fcb576ff24ebc | train | refactoring_modularization | huggingface | https://huggingface.co/datasets/CoderOfCode/ship-tracking-data | CoderOfCode/ship-tracking-data | dashboard | swift | cloud | Refactor a swift system related to cloud. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoderOfCode/ship-tracking-data", "source_url": "https://huggingface.co/datasets/CoderOfCode/s... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
9f654b5188563d8f1f85785c | train | dx_analysis | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | finance | javascript | data_structures | Perform a deep developer-experience analysis for a javascript project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | === 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 | |
9954c68078842b393ad2d27b | train | visual_hierarchy | huggingface | https://huggingface.co/datasets/bysismo/Turkish-Python-instruction | bysismo/Turkish-Python-instruction | portfolio | python | machine_learning | Improve visual hierarchy in a portfolio. | {"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... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d04b4240a2f3add05414bb50 | train | visual_hierarchy | gitlab | https://gitlab.com/pavanello-research-group/qmlearn | pavanello-research-group/qmlearn | social_app | sql | developer_experience | Improve visual hierarchy in a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pavanello-research-group/qmlearn", "source_url": "https://gitlab.com/pavanello-research-group... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
bbfe69284147c2850aa19b8a | train | refactoring | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | saas | php | data_structures | Create a production coding task in php for data_structures. | {"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... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
cde927e0bf2e9d8668aa3c46 | train | developer_onboarding | stackexchange | https://stackoverflow.com/questions/12710905/how-do-i-dynamically-assign-properties-to-an-object-in-typescript | How do I dynamically assign properties to an object in TypeScript? | search_interface | python | microservices | Perform a deep developer-experience analysis for a python project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I dynamically assign properties to an object in TypeScript?", "source_url": "https://s... | === 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 |
bf7e9579ca51d6be261cf930 | train | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | scala | web_performance | Perform a deep developer-experience analysis for a scala project involving web_performance. | {"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. 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 | |
decdbc7f02042c900fcb28df | train | refactoring_testability | gitlab | https://gitlab.com/gitterHQ/webapp | gitterHQ/webapp | portfolio | ruby | web_accessibility | Refactor a ruby system related to web_accessibility. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitterHQ/webapp", "source_url": "https://gitlab.com/gitterHQ/webapp", "source_type": "reposit... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
3dbee52fea4d51c15971d299 | train | refactoring_observability | huggingface | https://huggingface.co/datasets/libalpm64/mojo-programming | libalpm64/mojo-programming | education | c | caching | Refactor a c system related to caching. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "libalpm64/mojo-programming", "source_url": "https://huggingface.co/datasets/libalpm64/mojo-pr... | === 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 | |
e2015f74c34530c47e47b8dd | train | accessibility_fix | gitlab | https://gitlab.com/to-be-continuous/python | to-be-continuous/python | blog | dart | serverless | Create an accessibility remediation plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "to-be-continuous/python", "source_url": "https://gitlab.com/to-be-continuous/python", "source... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
a4d40cc3e5d0fcabf336774d | train | design_review | web_docs | https://go.dev/doc/ | Go Documentation | education | javascript | nextjs | Perform a professional design review of a education. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
8818d05739f7c13c612b8b4d | train | api_developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | marketplace | dart | api_design | Perform a deep developer-experience analysis for a dart project involving api_design. | {"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 | |
953b5aefb1e4c4386a92d762 | train | repository_documentation | github | https://github.com/Textualize/textual | Textualize/textual | productivity | dart | deep_learning | Perform a deep multi-layer analysis of deep_learning for a productivity 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": "Textualize/textual", "source_url": "https://github.com/Textualize/textual", "source_type": "r... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'Textualize/textual' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
849cdacdb09726ceaef04846 | train | refactoring_testability | huggingface | https://huggingface.co/datasets/AffineFoundation/rl-python | AffineFoundation/rl-python | ecommerce | html | computer_vision | Refactor a html system related to computer_vision. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AffineFoundation/rl-python", "source_url": "https://huggingface.co/datasets/AffineFoundation/... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
2d654d2abeaa72dd06ae6112 | train | multi_hop_research | pypi | https://pypi.org/project/streamlit/ | streamlit | ecommerce | ruby | graphql | Perform multi-hop research about graphql: 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": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === HOP 1 ===
Start at: streamlit
https://pypi.org/project/streamlit/
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNT... | web-research-coding-5m-1.1.0 | |
21edbf1f00c8b51426b2df11 | train | refactoring | pypi | https://pypi.org/project/pytest/ | pytest | social_app | rust | caching | Create a production coding task in rust for caching. | {"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":... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
b4a19df5c72aeb2e7db21d14 | train | accessibility_analysis | github | https://github.com/storybookjs/storybook | storybookjs/storybook | marketplace | rust | docker | Perform a deep multi-layer analysis of docker for a marketplace 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": "storybookjs/storybook", "source_url": "https://github.com/storybookjs/storybook", "source_typ... | === 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 'storybookjs/storybook' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
666f6e40b5c8b6856b4d18ed | train | seo_fix | npm | https://www.npmjs.com/package/hono | hono | blog | go | observability | Create an SEO improvement plan for a blog about observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
d10017407c5c6f39ff7cd3bd | train | algorithm_design | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | blog | 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": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
5f15e7cf3b917f3eab846f73 | train | web_search_query | github | https://github.com/scikit-learn/scikit-learn | scikit-learn/scikit-learn | analytics | javascript | api_design | Write an effective web search query to research the topic: api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn/scikit-learn", "source_url": "https://github.com/scikit-learn/scikit-learn", "so... | === QUERY ===
api_design best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- api_design
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
bbbd214835fdcf6bffd5a8e2 | train | integration_testing | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | analytics | ruby | algorithms | Design integration tests for a ruby system involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
67ed6526702d8c9218c55e0f | train | ux_design | web_docs | https://docs.docker.com/ | Docker Documentation | marketplace | kotlin | linux | Design the complete UX flow of a marketplace for linux. | {"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... | 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 | |
89b8e51e958588602aa0beb1 | train | dependency_management_experience | huggingface | https://huggingface.co/datasets/codefuse-ai/CodeExercise-Python-27k | codefuse-ai/CodeExercise-Python-27k | admin_panel | ruby | distributed_systems | Perform a deep developer-experience analysis for a ruby project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codefuse-ai/CodeExercise-Python-27k", "source_url": "https://huggingface.co/datasets/codefuse... | === 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 | |
d5f663e5c1484a60ad8d4e93 | train | performance_analysis | gitlab | https://gitlab.com/pymarc/pymarc | pymarc/pymarc | saas | go | documentation | Perform a deep multi-layer analysis of documentation for a saas using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pymarc/pymarc", "source_url": "https://gitlab.com/pymarc/pymarc", "source_type": "repository"... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'pymarc/pymarc' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
32684be7818bb42c5feb3a26 | train | build_experience | codeberg | https://codeberg.org/Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | marketplace | rust | data_engineering | Perform a deep developer-experience analysis for a rust project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604", "source_url": "https://codeberg.org/A... | === 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 | |
d68fc54a0f9d9671e7d776c6 | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | kotlin | kubernetes | Find and summarize the relevant documentation for kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === RELEVANT DOCS ===
- Accessibility
https://developer.mozilla.org/en-US/docs/Web/Accessibility
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signature... | web-research-coding-5m-1.1.0 | |
63cac614abde40ae8d560a9d | train | design_tokens | pypi | https://pypi.org/project/httpx/ | httpx | analytics | html | cloud | Create design tokens for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
639cf4e5b4dbed1f8d383095 | train | refactoring_dependency | npm | https://www.npmjs.com/package/prettier | prettier | analytics | kotlin | developer_experience | Refactor a kotlin system related to developer_experience. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
4aed912e96adfcac9935e78b | train | data_structure_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | rust | linux | Design a data structure in rust for linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
8c39ff8c907285f9216fa0f5 | train | security_review | codeberg | https://codeberg.org/13thab/2 | 13thab/2 | productivity | dart | observability | Perform a security review of a productivity application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "13thab/2", "source_url": "https://codeberg.org/13thab/2", "source_type": "repository", "topic... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
18455690eee9ea31efe70ea5 | train | landing_page | huggingface | https://huggingface.co/datasets/malaysia-ai/Multilingual-TTS | malaysia-ai/Multilingual-TTS | finance | scala | api_design | Design a landing page for a api_design product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "malaysia-ai/Multilingual-TTS", "source_url": "https://huggingface.co/datasets/malaysia-ai/Mul... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
7957aeb2f45c8d15ee82397c | train | code_review | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_code_conversations | dougiefresh/systems_programming_code_conversations | ecommerce | html | debugging | Perform a production code review of html code related to debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_code_conversations", "source_url": "https://huggingface.co/da... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
ca38e2d24e6f9bbf8d9f3243 | train | performance_fix | stackexchange | https://stackoverflow.com/questions/14638990/are-strongly-typed-functions-as-parameters-possible-in-typescript | Are strongly-typed functions as parameters possible in TypeScript? | saas | scala | html | Create a web-performance optimization plan for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Are strongly-typed functions as parameters possible in TypeScript?", "source_url": "https://s... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
0ecfed2d8145ad281f31b4ad | train | error_message_design | huggingface | https://huggingface.co/datasets/PatrickHaller/the-stack-python-1M | PatrickHaller/the-stack-python-1M | ecommerce | css | computer_vision | Perform a deep developer-experience analysis for a css project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PatrickHaller/the-stack-python-1M", "source_url": "https://huggingface.co/datasets/PatrickHal... | === 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 | |
2cbf4fdc0647f75c478d59a3 | train | refactoring_security | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | dashboard | sql | database | Refactor a sql system related to database. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | === 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 | |
cdf9c9acb6ecbc6d9872616a | train | repository_documentation | huggingface | https://huggingface.co/datasets/Vikhrmodels/programming_books_eng | Vikhrmodels/programming_books_eng | admin_panel | java | serverless | Perform a deep multi-layer analysis of serverless for a admin_panel using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vikhrmodels/programming_books_eng", "source_url": "https://huggingface.co/datasets/Vikhrmodel... | === 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 'Vikhrmodels/programming_books_eng' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
c7919350de58bb346a493e74 | train | refactoring_performance | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | documentation | scala | microservices | Refactor a scala system related to microservices. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
466dbbce2fe2836bd9dcc42f | train | refactoring_api | npm | https://www.npmjs.com/package/react | react | landing_page | sql | ci_cd | Refactor a sql 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": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 | |
0de5d3b08290a5d61db6b2b0 | train | information_architecture | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | productivity | c | rest_api | Design the information architecture for rest_api. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
ef9d636a6cc0db379218c7cc | train | accessibility_analysis | huggingface | https://huggingface.co/datasets/mondk/documentation-images | mondk/documentation-images | saas | shell | machine_learning | Perform a deep multi-layer analysis of machine_learning for a saas 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": "mondk/documentation-images", "source_url": "https://huggingface.co/datasets/mondk/documentati... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'mondk/documentation-images' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
9fe927672de18c94a4235b2e | train | information_architecture | huggingface | https://huggingface.co/datasets/Ujjwal-Tyagi/JavaScript-Code-Large | Ujjwal-Tyagi/JavaScript-Code-Large | finance | python | python | Design the information architecture for python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ujjwal-Tyagi/JavaScript-Code-Large", "source_url": "https://huggingface.co/datasets/Ujjwal-Ty... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
004ecf889156b7e5b72bbcb3 | train | upgrade_experience | codeberg | https://codeberg.org/DarthCloud/100-exercises-to-learn-rust | DarthCloud/100-exercises-to-learn-rust | education | kotlin | authentication | Perform a deep developer-experience analysis for a kotlin project involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DarthCloud/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/DarthCloud/100-e... | === 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 | |
fef6fa6e3b58e0399cdd08ae | train | testing_experience | codeberg | https://codeberg.org/Azorimor/_cargo-index | Azorimor/_cargo-index | dashboard | typescript | api_design | Perform a deep developer-experience analysis for a typescript project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Azorimor/_cargo-index", "source_url": "https://codeberg.org/Azorimor/_cargo-index", "source_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 | |
7a1e13eb3db0f8948e9130b0 | train | data_structure_design | web_docs | https://doc.rust-lang.org/ | Rust Documentation | documentation | ruby | nlp | Design a data structure in ruby for nlp. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
a55a5a487dd60ce00c8002bc | train | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/415511/how-do-i-get-the-current-time-in-python | How do I get the current time in Python? | community | scala | computer_vision | Refactor a scala system related to computer_vision. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get the current time in Python?", "source_url": "https://stackoverflow.com/questions... | === 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 | |
98573e9191a335d9dd4de0cf | train | dashboard | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | python | api_design | Design a production dashboard for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
ff9b2da6dc28da985dfa2250 | train | repository_architecture | huggingface | https://huggingface.co/datasets/LocalResearchGroup/split-avelina-python-edu | LocalResearchGroup/split-avelina-python-edu | landing_page | css | caching | Perform a deep multi-layer analysis of caching for a landing_page 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": "LocalResearchGroup/split-avelina-python-edu", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving caching. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around caching. Use 'LocalResearchGroup/split-avelina-python-edu' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
1df69d8651e4920fbc2db308 | train | refactoring_readability | gitlab | https://gitlab.com/nucleoid/nucleoid | nucleoid/nucleoid | dashboard | kotlin | security | Refactor a kotlin system related to security. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nucleoid/nucleoid", "source_url": "https://gitlab.com/nucleoid/nucleoid", "source_type": "rep... | === 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 | |
e7ddf1d891c7ade1f55165ad | train | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | php | data_structures | Refactor a php system related to data_structures. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
215d1dc47ceaef3590fcf31b | train | research_plan | stackexchange | https://stackoverflow.com/questions/3552461/how-do-i-format-a-date-in-javascript | How do I format a date in JavaScript? | admin_panel | 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 do I format a date in JavaScript?", "source_url": "https://stackoverflow.com/questions/35... | === 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 | |
01d2c5f1f4f914e8875cd389 | train | dashboard | huggingface | https://huggingface.co/datasets/HaomingSong/lerobot-documentation-images | HaomingSong/lerobot-documentation-images | finance | python | devops | Design a production dashboard for devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HaomingSong/lerobot-documentation-images", "source_url": "https://huggingface.co/datasets/Hao... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c9ee7ae133407c974ae0a19a | train | architecture_analysis | stackexchange | https://stackoverflow.com/questions/90178/make-a-div-fill-the-height-of-the-remaining-screen-space | Make a div fill the height of the remaining screen space | blog | css | css | Perform a deep multi-layer analysis of css for a blog 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": "Make a div fill the height of the remaining screen space", "source_url": "https://stackoverfl... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'Make a div fill the height of the remaining screen space' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
09ba2d9eeca96ed0f3e08d8d | train | landing_page | huggingface | https://huggingface.co/datasets/mayankchugh-learning/machine-failure-logs | mayankchugh-learning/machine-failure-logs | dashboard | css | security | Design a landing page for a security product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mayankchugh-learning/machine-failure-logs", "source_url": "https://huggingface.co/datasets/ma... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
c78aa7f21b8ee7d98785c2c7 | train | design_accessibility | npm | https://www.npmjs.com/package/hono | hono | landing_page | ruby | caching | Audit accessibility for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hono", "source_url": "https://www.npmjs.com/package/hono", "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 | |
213e2120834ce3010952852a | train | integration_testing | github | https://github.com/ArchiveBox/ArchiveBox | ArchiveBox/ArchiveBox | landing_page | scala | design_system | Design integration tests for a scala system involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ArchiveBox/ArchiveBox", "source_url": "https://github.com/ArchiveBox/ArchiveBox", "source_typ... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
b70c8d28e8e99f6fc8414a59 | train | repository_documentation | pypi | https://pypi.org/project/rich/ | rich | saas | html | devops | Perform a deep multi-layer analysis of devops for a saas 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 | |
66e927fd530ff9d05042d0e9 | train | react_generation | npm | https://www.npmjs.com/package/zod | zod | admin_panel | css | redis | Design React components for a admin_panel. | {"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": "... | 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 |
458d9b6f3d6354446e2ae355 | train | interaction_design | npm | https://www.npmjs.com/package/eslint | eslint | community | kotlin | testing | Design interaction states for a community. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
e729e53c52fcce23f15e1e4e | train | cli_experience | gitlab | https://gitlab.com/CLIUtils/modern-cmake | CLIUtils/modern-cmake | blog | html | design_system | Perform a deep developer-experience analysis for a html project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CLIUtils/modern-cmake", "source_url": "https://gitlab.com/CLIUtils/modern-cmake", "source_typ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
18768198afbb28cf1d80e224 | train | research_plan | gitlab | https://gitlab.com/seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate | education | html | graphql | Build a structured research plan to deeply understand graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "seanwasere/Seans-TypeScript-NodeJS-CRUD-REST-API-Boilerplate", "source_url": "https://gitlab.... | === GOAL ===
Produce a reliable, current, and actionable understanding of graphql.
=== 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 | |
097a7b81cfcd0d74e7fde40e | train | seo_fix | stackexchange | https://stackoverflow.com/questions/2353818/how-do-i-get-started-with-node-js | How do I get started with Node.js | community | python | devops | Create an SEO improvement plan for a community about devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I get started with Node.js", "source_url": "https://stackoverflow.com/questions/235381... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
aa46f7631aa74dcff43baa4c | train | architecture_analysis | npm | https://www.npmjs.com/package/react | react | education | java | cloud | Perform a deep multi-layer analysis of cloud for a education using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === 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 'react' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
9ca13c87bec212d457af5968 | train | research_plan | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | marketplace | java | authentication | Build a structured research plan to deeply understand authentication. | {"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... | === GOAL ===
Produce a reliable, current, and actionable understanding of authentication.
=== 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 find... | web-research-coding-5m-1.1.0 | |
ff6b85576c114a75e4b83b0f | train | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual | search_interface | sql | observability | Perform a deep multi-layer analysis of observability for a search_interface 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": "bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual", "source_url": "https://hugging... | === 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 'bofenghuang/stt-pseudo-labeled-whisper-large-v3-multilingual' as a source anchor an... | web-research-coding-5m-1.1.0 | |
70d395ff82222dfd937047fa | train | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | finance | java | mongodb | Find and summarize the relevant documentation for mongodb. | {"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",... | === RELEVANT DOCS ===
- DOM
https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatu... | web-research-coding-5m-1.1.0 | |
22cfcd2d407bb9995d0d741a | train | error_message_design | pypi | https://pypi.org/project/torch/ | torch | community | javascript | user_experience | Perform a deep developer-experience analysis for a javascript project involving user_experience. | {"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 |
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