id large_stringlengths 24 24 | split large_stringclasses 1
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6c9723f8fd41ec89b3afd284 | test | accessibility_fix | npm | https://www.npmjs.com/package/axios | axios | blog | python | database | 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": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
1ee8af54019c8bcd63aad975 | test | performance_analysis | pypi | https://pypi.org/project/typer/ | typer | analytics | css | mongodb | Perform a deep multi-layer analysis of mongodb for a analytics 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": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === 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 'typer' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
d678e7d760fdffa86787b57a | test | architecture_analysis | stackexchange | https://stackoverflow.com/questions/36901/what-does-double-star-asterisk-and-star-asterisk-do-for-parameters | What does ** (double star/asterisk) and * (star/asterisk) do for parameters? | finance | python | data_structures | Perform a deep multi-layer analysis of data_structures for a finance 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": "What does ** (double star/asterisk) and * (star/asterisk) do for parameters?", "source_url": ... | === 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 'What does ** (double star/asterisk) and * (star/asterisk) do for parameters?' a... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
872ea6f9d54b2dbe6beff08e | test | documentation_experience | npm | https://www.npmjs.com/package/express | express | landing_page | ruby | debugging | Perform a deep developer-experience analysis for a ruby project involving debugging. | {"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... | === 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 | |
0b47a829200a8b3fbc7efb45 | test | refactoring_observability | stackexchange | https://stackoverflow.com/questions/16151018/how-to-fix-npm-throwing-error-without-sudo | How to fix npm throwing error without sudo | analytics | scala | web_accessibility | Refactor a scala system related to web_accessibility. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to fix npm throwing error without sudo", "source_url": "https://stackoverflow.com/questio... | === 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 | |
54797c8a93b9ff74fc3ba0cf | test | refactoring_security | pypi | https://pypi.org/project/pandas/ | pandas | admin_panel | kotlin | cloud | Refactor a kotlin system related to cloud. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 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 | |
7994e5969464de923ac49d83 | test | javascript_generation | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh-extended | shangshang/programming-interview-zh-extended | finance | typescript | computer_vision | Implement JavaScript interactions for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shangshang/programming-interview-zh-extended", "source_url": "https://huggingface.co/datasets... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
68376f4375f60d827d149eef | test | algorithm_design | gitlab | https://gitlab.com/govbr-ds/bibliotecas/javascript/govbr-ds-core | govbr-ds/bibliotecas/javascript/govbr-ds-core | saas | html | sql | Design a html algorithm for a sql problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "govbr-ds/bibliotecas/javascript/govbr-ds-core", "source_url": "https://gitlab.com/govbr-ds/bi... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
eb8d6f9a831346593101a831 | test | root_cause_analysis | codeberg | https://codeberg.org/fionaredmond/01-Web-basics-and-git-FionaRedmond | fionaredmond/01-Web-basics-and-git-FionaRedmond | blog | sql | frontend | Perform a deep multi-layer analysis of frontend for a blog 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": "fionaredmond/01-Web-basics-and-git-FionaRedmond", "source_url": "https://codeberg.org/fionare... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'fionaredmond/01-Web-basics-and-git-FionaRedmond' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
92cf1fea78d2e71d4c034cbe | test | cli_experience | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-neg-answer | joey234/mmlu-machine_learning-neg-answer | productivity | c | serverless | Perform a deep developer-experience analysis for a c project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-neg-answer", "source_url": "https://huggingface.co/datasets/joe... | === 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 | |
71b651432e43305bfd5c1472 | test | build_experience | gitlab | https://gitlab.com/mailman/postorius | mailman/postorius | developer_tool | sql | design_system | Perform a deep developer-experience analysis for a sql project involving design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mailman/postorius", "source_url": "https://gitlab.com/mailman/postorius", "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 | |
ceaf87baa28bb7098bd6a74f | test | security_analysis | huggingface | https://huggingface.co/datasets/hxyscott/mathematical_programming_dataset | hxyscott/mathematical_programming_dataset | productivity | kotlin | software_architecture | Perform a deep multi-layer analysis of software_architecture for a productivity 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": "hxyscott/mathematical_programming_dataset", "source_url": "https://huggingface.co/datasets/hx... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'hxyscott/mathematical_programming_dataset' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
c83a1b621aa4e629776827c1 | test | developer_experience | stackexchange | https://stackoverflow.com/questions/43237124/what-is-the-role-of-flatten-in-keras | What is the role of "Flatten" in Keras? | dashboard | cpp | data_engineering | Perform a deep developer-experience analysis for a cpp project involving data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the role of "Flatten" in Keras?", "source_url": "https://stackoverflow.com/... | === 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 | |
068bc44ebb67eecd49b8c60f | test | tradeoff_analysis | npm | https://www.npmjs.com/package/eslint | eslint | social_app | php | nextjs | Perform a deep multi-layer analysis of nextjs for a social_app using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eslint", "source_url": "https://www.npmjs.com/package/eslint", "source_type": "package", "top... | === 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 'eslint' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
e133aa87b221840dfd5a5451 | test | risk_analysis | pypi | https://pypi.org/project/pandas/ | pandas | ecommerce | css | developer_experience | Perform a deep multi-layer analysis of developer_experience for a ecommerce using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'pandas' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
2e0f726e0e137b1d3de512b2 | test | design_system | huggingface | https://huggingface.co/datasets/Vezora/Tested-143k-Python-Alpaca | Vezora/Tested-143k-Python-Alpaca | social_app | dart | redis | Create a scalable design system for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vezora/Tested-143k-Python-Alpaca", "source_url": "https://huggingface.co/datasets/Vezora/Test... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
df71e3c5d54c7b51c3c78f83 | test | upgrade_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | css | html | Perform a deep developer-experience analysis for a css project involving html. | {"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 | |
35dae82548f35ad45add7dfa | test | refactoring_testability | pypi | https://pypi.org/project/uvicorn/ | uvicorn | finance | rust | data_engineering | Refactor a rust system related to data_engineering. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
a4c6fc435d8e0918475be37c | test | accessibility_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | analytics | javascript | docker | Perform a deep multi-layer analysis of docker for a analytics using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
3f859111e1f1b3a0b4a458c8 | test | deployment_experience | github | https://github.com/fastapi/full-stack-fastapi-template | fastapi/full-stack-fastapi-template | documentation | css | nlp | Perform a deep developer-experience analysis for a css project involving nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi/full-stack-fastapi-template", "source_url": "https://github.com/fastapi/full-stack-fa... | === 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 | |
f94a74929dbc551a22c1ed06 | test | design_to_code | npm | https://www.npmjs.com/package/jest | jest | ecommerce | dart | kubernetes | Translate a ecommerce design into maintainable dart code. | {"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":... | 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 | |
44bbeda503c406b280c593f8 | test | typescript_generation | npm | https://www.npmjs.com/package/hono | hono | community | kotlin | python | Implement TypeScript logic for a community. | {"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":... | 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 |
b5fd451d2bdcd1441a9eaaf3 | test | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | productivity | go | software_architecture | Refactor a go system related to software_architecture. Focus on refactoring maintainability. | {"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 ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
00b574f3f11f869878329a32 | test | evidence_extraction | huggingface | https://huggingface.co/datasets/Chunte/documentation-images | Chunte/documentation-images | documentation | css | nodejs | Extract verifiable evidence about nodejs from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Chunte/documentation-images", "source_url": "https://huggingface.co/datasets/Chunte/documenta... | === SOURCE ===
Chunte/documentation-images
https://huggingface.co/datasets/Chunte/documentation-images
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific an... | web-research-coding-5m-1.1.0 | |
24cb659c03fe925ac49e33ec | test | deployment_experience | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | portfolio | typescript | deep_learning | Perform a deep developer-experience analysis for a typescript project involving deep_learning. | {"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... | === 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 | |
23242c8ac8e8c05904489c48 | test | debugging_experience | github | https://github.com/expo/expo | expo/expo | developer_tool | kotlin | mongodb | Perform a deep developer-experience analysis for a kotlin project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "expo/expo", "source_url": "https://github.com/expo/expo", "source_type": "repository", "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 | |
b1b21b361bc5d722e2225e49 | test | fact_verification | web_docs | https://docs.python.org/3/ | Python Documentation | developer_tool | css | devops | Verify a technical claim about devops. | {"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... | === CLAIM ===
A common claim about devops.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depend... | web-research-coding-5m-1.1.0 | |
03c46d54987b1ff3f5b24c99 | test | risk_analysis | stackexchange | https://stackoverflow.com/questions/34521797/how-to-add-multiple-classes-to-a-reactjs-component | How to add multiple classes to a ReactJS Component? | saas | php | testing | Perform a deep multi-layer analysis of testing for a saas using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to add multiple classes to a ReactJS Component?", "source_url": "https://stackoverflow.co... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'How to add multiple classes to a ReactJS Component?' as a source anchor and identify relevant A... | web-research-coding-5m-1.1.0 | |
760d7361e343bb150947c423 | test | seo_fix | huggingface | https://huggingface.co/datasets/smohammadi/the-stack-v2-python-shuffle | smohammadi/the-stack-v2-python-shuffle | dashboard | typescript | python | Create an SEO improvement plan for a dashboard about python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smohammadi/the-stack-v2-python-shuffle", "source_url": "https://huggingface.co/datasets/smoha... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
4b1e057f3a9c2c420c468d47 | test | dx_analysis | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000 | TaskPuppyAI/lunamax-multitask-programming-1000 | admin_panel | kotlin | devops | Perform a deep developer-experience analysis for a kotlin project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-1000", "source_url": "https://huggingface.co/datase... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
30fb34d469a396420abf6855 | test | build_experience | huggingface | https://huggingface.co/datasets/Nishant2414/OCR-Synthetic-Multilingual-v1 | Nishant2414/OCR-Synthetic-Multilingual-v1 | landing_page | java | mongodb | Perform a deep developer-experience analysis for a java project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Nishant2414/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Ni... | === 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 | |
36a1697975b14cf1cfb57131 | test | architecture_analysis | stackexchange | https://stackoverflow.com/questions/14810506/map-function-for-objects-instead-of-arrays | 'map' function for objects (instead of arrays) | dashboard | dart | web_performance | Perform a deep multi-layer analysis of web_performance for a dashboard 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": "'map' function for objects (instead of arrays)", "source_url": "https://stackoverflow... | === 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 ''map' function for objects (instead of arrays)' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
c6ce678dd9f9c939aaecd199 | test | multi_layer_analysis | gitlab | https://gitlab.com/eidheim/Simple-WebSocket-Server | eidheim/Simple-WebSocket-Server | finance | css | linux | Perform a deep multi-layer analysis of linux for a finance using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-WebSocket-Server", "source_url": "https://gitlab.com/eidheim/Simple-WebSocket-... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'eidheim/Simple-WebSocket-Server' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 | |
58d2c6015fdb54fd391b11fa | test | search_query_rewrite | codeberg | https://codeberg.org/itworksmoothly8375/5000vanilaJavaScript | itworksmoothly8375/5000vanilaJavaScript | analytics | sql | rest_api | Rewrite and improve a vague search query about rest_api into a precise, high-signal query. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "itworksmoothly8375/5000vanilaJavaScript", "source_url": "https://codeberg.org/itworksmoothly8... | === ORIGINAL (VAGUE) ===
how to do rest_api
=== REWRITTEN QUERIES ===
1. rest_api official documentation guide
2. rest_api production best practices 2025
3. rest_api common pitfalls and solutions
4. rest_api architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (ver... | web-research-coding-5m-1.1.0 | |
e9b6d55003b828cb723340d1 | test | refactoring_observability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | saas | php | software_architecture | Refactor a php system related to software_architecture. Focus on refactoring observability. | {"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 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 | |
293fca4403e8239d39892d15 | test | refactoring | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | java | web_accessibility | Create a production coding task in java for web_accessibility. | {"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", "... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
d0f872153261a572af35ccf9 | test | refactoring_security | gitlab | https://gitlab.com/fmd-foss/fmd-android | fmd-foss/fmd-android | documentation | ruby | react | Refactor a ruby system related to react. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fmd-foss/fmd-android", "source_url": "https://gitlab.com/fmd-foss/fmd-android", "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 | |
1331274193c378f859114147 | test | refactoring_maintainability | codeberg | https://codeberg.org/Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | Alex-Bowes/01_Web_basics_and_git_Alex_Bowes.C00287604 | landing_page | sql | frontend | Refactor a sql system related to frontend. Focus on refactoring maintainability. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve cohesion, reduce coupling, isolate volatile behavior, and remove duplication.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.... | web-research-coding-5m-1.1.0 | |
439c74a13afbae51efd7977b | test | research_summary | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | dashboard | cpp | kubernetes | Summarize the current state of knowledge about kubernetes. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === OVERVIEW ===
kubernetes in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
Fetch API (https://... | web-research-coding-5m-1.1.0 | |
875961680416543930084ffa | test | developer_experience | huggingface | https://huggingface.co/datasets/tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset | productivity | go | api_design | Perform a deep developer-experience analysis for a go project involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tingtang2/the_stack_v2_python_repos_pretraining_dataset_imported_context-dataset", "source_ur... | === 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 | |
82e687b349d2966cd38e866b | test | security_review | stackexchange | https://stackoverflow.com/questions/15890958/how-to-install-a-previous-exact-version-of-a-npm-package | How to install a previous exact version of a NPM package? | landing_page | shell | user_experience | Perform a security review of a landing_page application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to install a previous exact version of a NPM package?", "source_url": "https://stackoverf... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
70f0413b085ef2e6ef79c042 | test | form_ui | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | education | css | kubernetes | Design an accessible form for kubernetes. | {"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 labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
91c41e9124c2283cd8c9026e | test | refactoring_observability | stackexchange | https://stackoverflow.com/questions/52704/how-do-i-discard-unstaged-changes-in-git | How do I discard unstaged changes in Git? | search_interface | go | nlp | Refactor a go system related to nlp. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I discard unstaged changes in Git?", "source_url": "https://stackoverflow.com/question... | === 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 | |
34a5d34362cbb55c5f6fea25 | test | refactoring_security | stackexchange | https://stackoverflow.com/questions/806000/how-do-i-reduce-the-opacity-of-an-elements-background-using-css | How do I reduce the opacity of an element's background using CSS? | analytics | swift | web_accessibility | Refactor a swift system related to web_accessibility. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I reduce the opacity of an element's background using CSS?", "source_url": "https:... | === 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 | |
0149af4e0ca73dc520af9ccd | test | dependency_management_experience | huggingface | https://huggingface.co/datasets/ASSERT-KTH/latent-programming-horizons-trajs | ASSERT-KTH/latent-programming-horizons-trajs | ecommerce | 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": "ASSERT-KTH/latent-programming-horizons-trajs", "source_url": "https://huggingface.co/datasets... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
cf6e03cc0ee15c9528ad204b | test | documentation_lookup | pypi | https://pypi.org/project/flask/ | flask | marketplace | sql | machine_learning | Find and summarize the relevant documentation for machine_learning. | {"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": "... | === RELEVANT DOCS ===
- flask
https://pypi.org/project/flask/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
6fb21fed87d6639eb4b18889 | test | risk_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | blog | scala | html | Perform a deep multi-layer analysis of html for a blog using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 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 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical ... | web-research-coding-5m-1.1.0 | |
921d782d52da6cff41cf48ac | test | design_consistency | stackexchange | https://stackoverflow.com/questions/30081275/why-is-1000000000000000-in-range1000000000000001-so-fast-in-python-3 | Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3? | admin_panel | ruby | computer_vision | Audit design consistency across a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why is "1000000000000000 in range(1000000000000001)" so fast in Python 3?", "source... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
8f0ba974f47d87d44007d7ee | test | deployment_experience | stackexchange | https://stackoverflow.com/questions/5062614/how-to-decide-when-to-use-node-js | How to decide when to use Node.js? | ecommerce | c | mongodb | Perform a deep developer-experience analysis for a c project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to decide when to use Node.js?", "source_url": "https://stackoverflow.com/questions/50626... | === 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 | |
2c7277cbf612ecfde0d88cd9 | test | seo_fix | pypi | https://pypi.org/project/rich/ | rich | social_app | ruby | debugging | Create an SEO improvement plan for a social_app about debugging. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
2202e42d8b43966163bd9b6e | test | error_message_design | gitlab | https://gitlab.com/Nayuki/QR-Code-generator | Nayuki/QR-Code-generator | ecommerce | shell | postgresql | Perform a deep developer-experience analysis for a shell project involving postgresql. | {"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... | === 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 | |
6582dcf88947f7af87cbbc5e | test | deployment_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | social_app | rust | computer_vision | Perform a deep developer-experience analysis for a rust project involving computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "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 | |
48f29c3dd70f5c148804b2cf | test | multi_layer_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | portfolio | go | kubernetes | Perform a deep multi-layer analysis of kubernetes for a portfolio 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": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
a382e7631054aacb5f019a1e | test | refactoring_api | huggingface | https://huggingface.co/datasets/ShawRickZia/machine-learning-forecasting-data | ShawRickZia/machine-learning-forecasting-data | analytics | sql | react | Refactor a sql system related to react. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ShawRickZia/machine-learning-forecasting-data", "source_url": "https://huggingface.co/dataset... | === 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 | |
859c99e3669b89c0a842b405 | test | visual_hierarchy | huggingface | https://huggingface.co/datasets/prsdm/Machine-Learning-QA-dataset | prsdm/Machine-Learning-QA-dataset | education | html | typescript | Improve visual hierarchy in a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prsdm/Machine-Learning-QA-dataset", "source_url": "https://huggingface.co/datasets/prsdm/Mach... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
af41c1911ed83fd964f89404 | test | refactoring_testability | gitlab | https://gitlab.com/juliensimon/awsmlmap | juliensimon/awsmlmap | education | cpp | distributed_systems | Refactor a cpp system related to distributed_systems. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "juliensimon/awsmlmap", "source_url": "https://gitlab.com/juliensimon/awsmlmap", "source_type"... | === 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 | |
1352ee4d6e66f7ddb674a4aa | test | design_components | npm | https://www.npmjs.com/package/vitest | vitest | finance | rust | kubernetes | 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": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
000a83e7cf65b372544e6e91 | test | security_analysis | huggingface | https://huggingface.co/datasets/orgcatorg/multilingual | orgcatorg/multilingual | saas | shell | docker | Perform a deep multi-layer analysis of docker 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": "orgcatorg/multilingual", "source_url": "https://huggingface.co/datasets/orgcatorg/multilingua... | === 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 'orgcatorg/multilingual' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
42231e4ac1f9a003ba304c99 | test | dependency_management_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | community | swift | typescript | Perform a deep developer-experience analysis for a swift project involving typescript. | {"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. 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 | |
cd2ed1d52ed11d3bf617b1d1 | test | documentation_experience | stackexchange | https://stackoverflow.com/questions/5189560/how-do-i-squash-my-last-n-commits-together | How do I squash my last N commits together? | search_interface | scala | graphql | Perform a deep developer-experience analysis for a scala project involving graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I squash my last N commits together?", "source_url": "https://stackoverflow.com/questi... | === 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 | |
314c566df4f7c397819ef904 | test | tradeoff_analysis | web_docs | https://go.dev/doc/ | Go Documentation | documentation | python | mongodb | Perform a deep multi-layer analysis of mongodb for a documentation using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === 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 'Go Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standa... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
002253347c370a1d556bd802 | test | refactoring_observability | github | https://github.com/gradio-app/gradio | gradio-app/gradio | dashboard | javascript | rest_api | Refactor a javascript system related to rest_api. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio-app/gradio", "source_url": "https://github.com/gradio-app/gradio", "source_type": "rep... | === 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 | |
6978f95959ac8a800023fb22 | test | ui_design | npm | https://www.npmjs.com/package/prettier | prettier | dashboard | scala | web_accessibility | Design a production-quality UI for a dashboard focused on web_accessibility. | {"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", ... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
06428aad824663153f104ca0 | test | responsive_website | stackexchange | https://stackoverflow.com/questions/9834689/how-can-i-see-the-differences-between-two-branches | How can I see the differences between two branches? | community | swift | web_performance | Design a complete responsive community for web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I see the differences between two branches?", "source_url": "https://stackoverflow.co... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
09adf20ec81635ee87fd70c1 | test | ux_analysis | stackexchange | https://stackoverflow.com/questions/1895476/how-do-i-style-a-select-dropdown-with-only-css | How do I style a <select> dropdown with only CSS? | community | css | typescript | Perform a deep multi-layer analysis of typescript for a community 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": "How do I style a <select> dropdown with only CSS?", "source_url": "https://stackoverflo... | === 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 'How do I style a <select> dropdown with only CSS?' as a source anchor and identify ... | web-research-coding-5m-1.1.0 | |
b48ad1d5bae7dd8ab70df063 | test | algorithm_design | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | admin_panel | dart | authorization | Design a dart algorithm for a authorization problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
363f31218c27561b029dc5cc | test | component_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | go | distributed_systems | Design reusable UI components for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
6063fc2946e0d2c41ba08741 | test | landing_page | gitlab | https://gitlab.com/panoramax/clients/web-viewer | panoramax/clients/web-viewer | saas | python | react | Design a landing page for a react product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "panoramax/clients/web-viewer", "source_url": "https://gitlab.com/panoramax/clients/web-viewer... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
68046cdee4b160ab11546e00 | test | testing_experience | stackexchange | https://stackoverflow.com/questions/42081257/why-binary-crossentropy-and-categorical-crossentropy-give-different-performances | Why binary_crossentropy and categorical_crossentropy give different performances for the same problem? | saas | dart | nextjs | Perform a deep developer-experience analysis for a dart project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Why binary_crossentropy and categorical_crossentropy give different performances for the same... | === 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 | |
a90f0b051f47172de688febd | test | source_selection | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | blog | rust | ci_cd | Select the most reliable sources to research ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === SOURCE 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 | |
478be4da74a5ae2c8a3cb8fb | test | unit_testing | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus | productivity | go | caching | Create a unit-testing strategy for go code involving caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-queries-corpus", "source_url": "https://huggingfa... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
b7c1a14f82371bafc90b5ebe | test | refactoring_readability | huggingface | https://huggingface.co/datasets/simmo/python-fim | simmo/python-fim | productivity | python | observability | Refactor a python system related to observability. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "simmo/python-fim", "source_url": "https://huggingface.co/datasets/simmo/python-fim", "source_... | === 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
d1ff0e0aa96a7b9e8fa3e08b | test | css_generation | github | https://github.com/trekhleb/homemade-machine-learning | trekhleb/homemade-machine-learning | education | javascript | design_system | Create responsive CSS for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "trekhleb/homemade-machine-learning", "source_url": "https://github.com/trekhleb/homemade-mach... | 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 |
a5f25c1a1ede240cd62175ff | test | ui_design | github | https://github.com/vercel/next.js | vercel/next.js | analytics | python | css | Design a production-quality UI for a analytics focused on css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vercel/next.js", "source_url": "https://github.com/vercel/next.js", "source_type": "repositor... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
01863fcba316a6733a7bd11e | test | product_analysis | npm | https://www.npmjs.com/package/zod | zod | ecommerce | python | sql | Perform a deep multi-layer analysis of sql for a ecommerce 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": "zod", "source_url": "https://www.npmjs.com/package/zod", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'zod' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical co... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
af98e0adca05b8f5c9e460e2 | test | api_design | npm | https://www.npmjs.com/package/playwright | playwright | community | javascript | fullstack | Design a production API for a fullstack application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
ce556877d395fa3534c4c256 | test | cli_experience | huggingface | https://huggingface.co/datasets/GudduButt/schemaforge-ai-and-machine-learning-10 | GudduButt/schemaforge-ai-and-machine-learning-10 | social_app | php | machine_learning | Perform a deep developer-experience analysis for a php project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "GudduButt/schemaforge-ai-and-machine-learning-10", "source_url": "https://huggingface.co/data... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
dd789cbc80af97a146b35e99 | test | documentation_lookup | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | social_app | python | observability | Find and summarize the relevant documentation for observability. | {"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", ... | === RELEVANT DOCS ===
- sqlalchemy
https://pypi.org/project/sqlalchemy/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b97ff864833ec1c7e0d3b1fa | test | evidence_chain_analysis | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | productivity | cpp | caching | Perform a deep multi-layer analysis of caching for a productivity using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 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 'sqlalchemy' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
a7e54ad6a1f855ee89401b90 | test | dashboard | huggingface | https://huggingface.co/datasets/HaomingSong/lerobot-documentation-images | HaomingSong/lerobot-documentation-images | dashboard | php | authorization | Design a production dashboard for authorization. | {"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. | web-research-coding-5m-1.1.0 | |
77d4f923e69eb1eeaf4e9253 | test | research_plan | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | ecommerce | python | css | Build a structured research plan to deeply understand css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === GOAL ===
Produce a reliable, current, and actionable understanding of css.
=== 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... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
c7ea2d62de6628c5e661e83b | test | search_intent_classification | npm | https://www.npmjs.com/package/three | three | community | java | nlp | Classify the search intent for a query about nlp. | {"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... | === 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 ===
"nlp vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
=== ... | web-research-coding-5m-1.1.0 | |
d67ceeaeb22b75396a4ec3c0 | test | component_design | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | productivity | dart | distributed_systems | Design reusable UI components for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
5ad3144184f378498c5f6f26 | test | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | ecommerce | scala | computer_vision | Perform a deep developer-experience analysis for a scala project involving computer_vision. | {"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. 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 | |
b01ddcb8a5e56acce1f14273 | test | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | community | kotlin | devops | Perform a professional design review of a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
4952b81ddf168478284bcad9 | test | repository_architecture | stackexchange | https://stackoverflow.com/questions/6470428/how-can-i-catch-multiple-exceptions-in-one-line-in-the-except-block | How can I catch multiple exceptions in one line? (in the "except" block) | blog | scala | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a blog using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I catch multiple exceptions in one line? (in the "except" block)", "source_... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'How can I catch multiple exceptions in one line? (in the "except"... | web-research-coding-5m-1.1.0 | |
174ef1893d35599b39d8142c | test | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | kotlin | user_experience | Explain a kotlin implementation related to user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
d6f5dfdb33e5e109d86b4fa2 | test | responsive_design | stackexchange | https://stackoverflow.com/questions/14425568/interface-type-check-with-typescript | Interface type check with Typescript | analytics | python | css | Create a responsive design strategy for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Interface type check with Typescript", "source_url": "https://stackoverflow.com/questions/144... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
045c7b9c9e11d7af83ba1e02 | test | information_architecture | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-segment-annotations | Machine-Learning-Oncology/orena-segment-annotations | portfolio | rust | frontend | Design the information architecture for frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-segment-annotations", "source_url": "https://huggingface.co/d... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
a16f4112d67d36ec59f055e9 | test | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/4810841/pretty-print-json-using-javascript | pretty-print JSON using JavaScript | community | kotlin | open_source | Perform a deep multi-layer analysis of open_source for a community 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": "pretty-print JSON using JavaScript", "source_url": "https://stackoverflow.com/questions/48108... | === 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 'pretty-print JSON using JavaScript' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
c2d9183f458d1f80423a8628 | test | html_generation | stackexchange | https://stackoverflow.com/questions/1143796/remove-a-file-from-a-git-repository-without-deleting-it-from-the-local-filesyste | Remove a file from a Git repository without deleting it from the local filesystem | blog | css | microservices | Create semantic HTML for a blog about microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Remove a file from a Git repository without deleting it from the local filesystem", "source_u... | 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 |
af53888666dd00f5aad79fb2 | test | debugging_experience | github | https://github.com/jhao104/proxy_pool | jhao104/proxy_pool | social_app | scala | database | Perform a deep developer-experience analysis for a scala project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jhao104/proxy_pool", "source_url": "https://github.com/jhao104/proxy_pool", "source_type": "r... | === 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 | |
b62dc228096c01b549760e38 | test | cli_experience | npm | https://www.npmjs.com/package/jest | jest | marketplace | ruby | devops | Perform a deep developer-experience analysis for a ruby project involving devops. | {"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":... | === 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 | |
fb35716e25cba516b8d1d43b | test | documentation_experience | npm | https://www.npmjs.com/package/webpack | webpack | productivity | css | open_source | Perform a deep developer-experience analysis for a css project involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
b678c0ff1f3a259b87217f28 | test | algorithm_design | web_docs | https://docs.docker.com/ | Docker Documentation | education | sql | authorization | Design a sql algorithm for a authorization problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
740b26c6525dcf807a2793b2 | test | repository_understanding | codeberg | https://codeberg.org/DarthCloud/100-exercises-to-learn-rust | DarthCloud/100-exercises-to-learn-rust | social_app | go | microservices | Perform a deep multi-layer analysis of microservices for a social_app 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": "DarthCloud/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/DarthCloud/100-e... | === 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 'DarthCloud/100-exercises-to-learn-rust' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
064788a45a4256437ed8bd4c | test | refactoring_api | stackexchange | https://stackoverflow.com/questions/136097/what-is-the-difference-between-staticmethod-and-classmethod-in-python | What is the difference between @staticmethod and @classmethod in Python? | dashboard | java | backend | Refactor a java system related to backend. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between @staticmethod and @classmethod in Python?", "source_url": "htt... | === 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 | |
16f11178f6fc3201df0e7e97 | test | dashboard | web_docs | https://react.dev/ | React Documentation | blog | html | react | Design a production dashboard for react. | {"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... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
511a2a49b271a98689dbf46f | test | debugging | huggingface | https://huggingface.co/datasets/cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751 | productivity | c | api_design | Create a realistic c debugging problem involving api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "cuonguyenphu/Titanic-Machine-Learning-from-Disaster-0.77751", "source_url": "https://huggingf... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
d92360c20d339ea8bd07109e | test | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | saas | java | data_structures | Perform a deep multi-layer analysis of data_structures for a saas using java. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 'Performance' as a source anchor and identify relevant APIs, dependencies, versi... | web-research-coding-5m-1.1.0 |
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