id large_stringlengths 24 24 | split large_stringclasses 1
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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0a9838876724ddf1a9ea2d43 | test | javascript_generation | web_docs | https://react.dev/ | React Documentation | documentation | javascript | graphql | Implement JavaScript interactions for a documentation. | {"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... | 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 |
0352a5c5fcf8a80436381110 | test | code_review | stackexchange | https://stackoverflow.com/questions/1394797/move-existing-uncommitted-work-to-a-new-branch-in-git | Move existing, uncommitted work to a new branch in Git | social_app | ruby | html | Perform a production code review of ruby code related to html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Move existing, uncommitted work to a new branch in Git", "source_url": "https://stackoverflow... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
e4f9e4e5062b48319bd9e795 | test | refactoring_dependency | stackexchange | https://stackoverflow.com/questions/31284169/parse-error-adjacent-jsx-elements-must-be-wrapped-in-an-enclosing-tag | Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag | blog | cpp | graphql | Refactor a cpp system related to graphql. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Parse Error: Adjacent JSX elements must be wrapped in an enclosing tag", "source_url": "https... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
4f641b1ee0b8cede405ae9e7 | test | web_search_query | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | developer_tool | ruby | frontend | Write an effective web search query to research the topic: frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === QUERY ===
frontend best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- frontend
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-main... | web-research-coding-5m-1.1.0 | |
09f27bb4be75b7bafb319436 | test | design_accessibility | gitlab | https://gitlab.com/unimatrix/larod | unimatrix/larod | portfolio | typescript | api_design | Audit accessibility for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "unimatrix/larod", "source_url": "https://gitlab.com/unimatrix/larod", "source_type": "reposit... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
8a926d627bd15b7c35d093b3 | test | documentation_page | huggingface | https://huggingface.co/datasets/hchautran/javascript-medium | hchautran/javascript-medium | landing_page | typescript | css | Design a developer documentation page for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hchautran/javascript-medium", "source_url": "https://huggingface.co/datasets/hchautran/javasc... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
ce3fa3c240bfe8a3e12ac045 | test | fact_verification | npm | https://www.npmjs.com/package/typescript | typescript | developer_tool | java | design_system | Verify a technical claim about design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === CLAIM ===
A common claim about design_system.
=== 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... | web-research-coding-5m-1.1.0 | |
75ad54dd2abdbe2028e0900c | test | algorithm_design | npm | https://www.npmjs.com/package/vitest | vitest | community | cpp | algorithms | Design a cpp algorithm for a algorithms problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
93ad52d211a3279c0f82a7e7 | test | refactoring | npm | https://www.npmjs.com/package/rollup | rollup | finance | sql | nodejs | Create a production coding task in sql for nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
89fbc2f23d146f9379e1740a | test | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | admin_panel | sql | data_structures | Perform a deep developer-experience analysis for a sql project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. 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 | |
d95af5fce7b9e0c497c843df | test | research_plan | npm | https://www.npmjs.com/package/jest | jest | ecommerce | html | nlp | Build a structured research plan to deeply understand nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === GOAL ===
Produce a reliable, current, and actionable understanding of nlp.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings with c... | web-research-coding-5m-1.1.0 | |
5665d96f83b32641041dbe1c | test | cli_experience | stackexchange | https://stackoverflow.com/questions/53688899/what-is-the-type-of-the-children-prop | What is the type of the 'children' prop? | education | rust | nodejs | Perform a deep developer-experience analysis for a rust project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the type of the 'children' prop?", "source_url": "https://stackoverflow.com/q... | === 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 | |
f422c0dc264b58a5f71d9072 | test | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/306252/how-to-align-checkboxes-and-their-labels-consistently-cross-browsers | How to align checkboxes and their labels consistently cross-browsers | community | scala | documentation | Refactor a scala system related to documentation. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to align checkboxes and their labels consistently cross-browsers", "source_url": "https:/... | === 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 | |
8eef6014785579e3a303b859 | test | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | analytics | go | api_design | Perform a deep multi-layer analysis of api_design for a analytics 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving api_design. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around api_design. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
48ad7ed7ff454bc56ce6e3df | test | testing_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | typescript | caching | Perform a deep developer-experience analysis for a typescript project involving caching. | {"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. 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 | |
e62a64cfe90dae769be20450 | test | visual_hierarchy | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | javascript | developer_experience | Improve visual hierarchy in a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tailwindcss", "source_url": "https://www.npmjs.com/package/tailwindcss", "source_type": "pack... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
a78701ceb6ed9f7bb0be7d9a | test | design_tokens | github | https://github.com/TheAlgorithms/C-Plus-Plus | TheAlgorithms/C-Plus-Plus | dashboard | sql | testing | Create design tokens for a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheAlgorithms/C-Plus-Plus", "source_url": "https://github.com/TheAlgorithms/C-Plus-Plus", "so... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
c32d9a576f39e0458886f911 | test | research_summary | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | admin_panel | html | web_accessibility | Summarize the current state of knowledge about web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Ebazhanov/linkedin-skill-assessments-quizzes", "source_url": "https://github.com/Ebazhanov/li... | === OVERVIEW ===
web_accessibility 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 ===
Ebazhanov/li... | web-research-coding-5m-1.1.0 | |
0b7398065ecb06dee683649d | test | documentation_page | huggingface | https://huggingface.co/datasets/smohammadi/the-stack-v2-python-shuffle | smohammadi/the-stack-v2-python-shuffle | documentation | css | devops | Design a developer documentation page for devops. | {"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... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
e22817504df514d2f5c7f552 | test | design_system | github | https://github.com/langchain-ai/langchain | langchain-ai/langchain | education | php | python | Create a scalable design system for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "langchain-ai/langchain", "source_url": "https://github.com/langchain-ai/langchain", "source_t... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
410f5fab5dba25fbc4eefdd7 | test | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | portfolio | html | authorization | Refactor a html system related to authorization. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
c2d25e693279a465018e3c53 | test | maintainability_analysis | pypi | https://pypi.org/project/transformers/ | transformers | search_interface | javascript | deep_learning | Perform a deep multi-layer analysis of deep_learning for a search_interface using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "transformers", "source_url": "https://pypi.org/project/transformers/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving deep_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around deep_learning. Use 'transformers' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
a5413e84b4104655aa44652e | test | debugging | pypi | https://pypi.org/project/typer/ | typer | blog | dart | software_architecture | Create a realistic dart debugging problem involving software_architecture. | {"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": "... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
26e8b5b65105f4b2b2dc3f3d | test | dependency_management_experience | github | https://github.com/bytedance/deer-flow | bytedance/deer-flow | finance | javascript | nodejs | Perform a deep developer-experience analysis for a javascript project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bytedance/deer-flow", "source_url": "https://github.com/bytedance/deer-flow", "source_type": ... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
1929387dc44f2468655adcdc | test | accessibility_fix | pypi | https://pypi.org/project/pytest/ | pytest | ecommerce | shell | frontend | Create an accessibility remediation plan for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
0746297bdacb08108d43d03a | test | debugging | web_docs | https://git-scm.com/doc | Git Documentation | portfolio | go | database | Create a realistic go debugging problem involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
677fb2dd78014a2b9423f81b | test | product_analysis | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-compilation-and-programming | Neura-parse/quantum-compilation-and-programming | productivity | shell | design_system | Perform a deep multi-layer analysis of design_system for a productivity using shell. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-compilation-and-programming", "source_url": "https://huggingface.co/datas... | === 1. PROBLEM ===
Define the exact problem involving design_system. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around design_system. Use 'Neura-parse/quantum-compilation-and-programming' as a source anchor and identify re... | web-research-coding-5m-1.1.0 | |
555f3e74da6a1384cb2e1941 | test | refactoring_testability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | finance | dart | authentication | Refactor a dart system related to authentication. Focus on refactoring testability. | {"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 ===
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 | |
c61ed8cf044bda819c524e36 | test | documentation_page | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_and_administration | dougiefresh/systems_programming_and_administration | documentation | html | cloud | Design a developer documentation page for cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_and_administration", "source_url": "https://huggingface.co/da... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
e9a4fce3fc9feab6204701ea | test | typescript_generation | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | analytics | php | design_system | Implement TypeScript logic for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | 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 |
2ea68a94ac0f1ea153a2bea0 | test | refactoring_testability | gitlab | https://gitlab.com/TheOneWithTheBraid/xournalpp_mobile | TheOneWithTheBraid/xournalpp_mobile | ecommerce | c | ci_cd | Refactor a c system related to ci_cd. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TheOneWithTheBraid/xournalpp_mobile", "source_url": "https://gitlab.com/TheOneWithTheBraid/xo... | === 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 | |
dd664916a84a7d49d0260634 | test | testing_experience | npm | https://www.npmjs.com/package/three | three | blog | cpp | microservices | Perform a deep developer-experience analysis for a cpp project involving microservices. | {"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... | === 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 | |
9578c70a1ab49298d4f280f6 | test | repository_documentation | huggingface | https://huggingface.co/datasets/AlienKevin/SWE-bench_Multilingual | AlienKevin/SWE-bench_Multilingual | dashboard | swift | serverless | Perform a deep multi-layer analysis of serverless for a dashboard using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AlienKevin/SWE-bench_Multilingual", "source_url": "https://huggingface.co/datasets/AlienKevin... | === 1. PROBLEM ===
Define the exact problem involving serverless. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around serverless. Use 'AlienKevin/SWE-bench_Multilingual' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
7ba92e5515a558ceb492c6ac | test | design_system | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_VD_javascript | Mo7art/Stack2Graph_VD_javascript | landing_page | go | debugging | Create a scalable design system for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_VD_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
00e0fb0e80bc4d873e9c626d | test | code_explanation | github | https://github.com/parcel-bundler/parcel | parcel-bundler/parcel | marketplace | kotlin | backend | Explain a kotlin implementation related to backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "parcel-bundler/parcel", "source_url": "https://github.com/parcel-bundler/parcel", "source_typ... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
98cbe457e7924b2522cabb5b | test | upgrade_experience | pypi | https://pypi.org/project/flask/ | flask | admin_panel | swift | serverless | Perform a deep developer-experience analysis for a swift project involving serverless. | {"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": "... | === 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 | |
fa76ddcd84d94a9d3d3abbf6 | test | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/39152071/cant-bind-to-formgroup-since-it-isnt-a-known-property-of-form | Can't bind to 'formGroup' since it isn't a known property of 'form' | analytics | go | nextjs | Refactor a go system related to nextjs. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can't bind to 'formGroup' since it isn't a known property of 'form'",... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Restructure the system to handle increased load without unnecessary complexity.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
749f0eb2e229774235e5e572 | test | design_consistency | web_docs | https://docs.docker.com/ | Docker Documentation | saas | css | rest_api | Audit design consistency across a saas. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
68d74a9694d33a7aa65ef392 | test | dx_analysis | npm | https://www.npmjs.com/package/typescript | typescript | saas | shell | nextjs | Perform a deep developer-experience analysis for a shell project involving nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === 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 | |
c57f7047d9208bf70936aaee | test | performance_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | developer_tool | swift | javascript | Create a web-performance optimization plan for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
ab6dec4e35415d8b7279853b | test | upgrade_experience | web_docs | https://go.dev/doc/ | Go Documentation | social_app | kotlin | rest_api | Perform a deep developer-experience analysis for a kotlin project involving rest_api. | {"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. 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 | |
76d2013814ab82b3820a35d8 | test | product_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | javascript | devops | Perform a deep multi-layer analysis of devops for a ecommerce using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving devops. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around devops. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
d45cc8326e4d0221e54443c6 | test | security_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | rust | rest_api | Perform a deep multi-layer analysis of rest_api for a portfolio using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
34f3acccbead4b09782b1d3b | test | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/6237295/how-can-i-update-node-js-and-npm-to-their-latest-versions | How can I update Node.js and npm to their latest versions? | documentation | sql | docker | Perform a deep multi-layer analysis of docker for a documentation 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": "How can I update Node.js and npm to their latest versions?", "source_url": "https://stackover... | === 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 'How can I update Node.js and npm to their latest versions?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
0845bf890d845e71c107b3c1 | test | documentation_lookup | codeberg | https://codeberg.org/ldilley/adventofcode | ldilley/adventofcode | community | swift | 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": "ldilley/adventofcode", "source_url": "https://codeberg.org/ldilley/adventofcode", "source_typ... | === RELEVANT DOCS ===
- ldilley/adventofcode
https://codeberg.org/ldilley/adventofcode
- 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 re... | web-research-coding-5m-1.1.0 | |
8da461fbda551d44a93b860e | test | source_selection | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | social_app | javascript | debugging | Select the most reliable sources to research debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "openbmb/UltraData-Code", "source_url": "https://huggingface.co/datasets/openbmb/UltraData-Cod... | === 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 | |
c29ba2d5c75646156a6a10a0 | test | accessibility_analysis | huggingface | https://huggingface.co/datasets/AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript | saas | kotlin | open_source | Perform a deep multi-layer analysis of open_source for a saas using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript", "source_url": "https://h... | === 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 'AmanPriyanshu/RLVR-Env-Retrieval-Source-code-search-net-javascript' as a source anchor ... | web-research-coding-5m-1.1.0 | |
e2c7984a9a2f1d83bcf710d6 | test | system_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | social_app | typescript | css | Perform a deep multi-layer analysis of css for a social_app using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
36957f1cac526fac1dbbb844 | test | dependency_management_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | developer_tool | java | developer_experience | Perform a deep developer-experience analysis for a java project involving developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 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 | |
38e019256bd0251e2d0bbf1c | test | search_query_rewrite | pypi | https://pypi.org/project/pandas/ | pandas | dashboard | ruby | linux | Rewrite and improve a vague search query about linux 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": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === ORIGINAL (VAGUE) ===
how to do linux
=== REWRITTEN QUERIES ===
1. linux official documentation guide
2. linux production best practices 2025
3. linux common pitfalls and solutions
4. linux architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, framework... | web-research-coding-5m-1.1.0 | |
3c24e773dd5ec0990936d7b9 | test | dependency_management_experience | huggingface | https://huggingface.co/datasets/philschmid/markdown-documentation-transformers | philschmid/markdown-documentation-transformers | ecommerce | swift | css | Perform a deep developer-experience analysis for a swift project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "philschmid/markdown-documentation-transformers", "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 | |
1bc3c42c2ee5efe3ba2bab97 | test | technical_research | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | marketplace | scala | react | Perform a technical research task about react, focused on implementation details. | {"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", "... | === SCOPE ===
Technical behavior of react.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- Accessibility (https://developer.mozilla.org/en-US/docs/Web/Access... | web-research-coding-5m-1.1.0 | |
0fc94ff5d1b0d369354a3845 | test | debugging_experience | gitlab | https://gitlab.com/metapensiero/metapensiero.pj | metapensiero/metapensiero.pj | finance | scala | nodejs | Perform a deep developer-experience analysis for a scala project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "metapensiero/metapensiero.pj", "source_url": "https://gitlab.com/metapensiero/metapensiero.pj... | === 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 | |
6452bfb602dd3f34037c280e | test | information_architecture | npm | https://www.npmjs.com/package/react | react | education | ruby | api_design | Design the information architecture for api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
5e464429c2ead476ecb2dfad | test | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | productivity | go | nlp | Audit design consistency across a productivity. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
03305d55f5a9645e97ee9677 | test | error_message_design | web_docs | https://git-scm.com/doc | Git Documentation | blog | java | deep_learning | Perform a deep developer-experience analysis for a java project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 1. 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 | |
ff669f05ed3a098687859cd5 | test | design_review | gitlab | https://gitlab.com/eidheim/Simple-Web-Server | eidheim/Simple-Web-Server | finance | dart | security | Perform a professional design review of a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "eidheim/Simple-Web-Server", "source_url": "https://gitlab.com/eidheim/Simple-Web-Server", "so... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
5e186e2b8e3f5904a40aa2a4 | test | css_generation | codeberg | https://codeberg.org/onipa/10-lines-of-python | onipa/10-lines-of-python | community | c | postgresql | Create responsive CSS for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "onipa/10-lines-of-python", "source_url": "https://codeberg.org/onipa/10-lines-of-python", "so... | 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 |
f347216aba1feae74d1a55ed | test | unit_testing | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | cpp | data_engineering | Create a unit-testing strategy for cpp code involving data_engineering. | {"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": "... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
4da031161b59b96eaa6ad62a | test | evidence_extraction | huggingface | https://huggingface.co/datasets/code-rag-bench/github-repos-python | code-rag-bench/github-repos-python | saas | swift | data_engineering | Extract verifiable evidence about data_engineering from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-rag-bench/github-repos-python", "source_url": "https://huggingface.co/datasets/code-rag-... | === SOURCE ===
code-rag-bench/github-repos-python
https://huggingface.co/datasets/code-rag-bench/github-repos-python
=== 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 cla... | web-research-coding-5m-1.1.0 | |
b79d6c6d65d8d46216408c9b | test | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/59013109/runtimeerror-input-type-torch-floattensor-and-weight-type-torch-cuda-floatte | RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should be the same | productivity | javascript | html | Perform a deep multi-layer analysis of html for a productivity using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should ... | === 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 'RuntimeError: Input type (torch.FloatTensor) and weight type (torch.cuda.FloatTensor) should be the s... | web-research-coding-5m-1.1.0 | |
e9fbbfeebe82e0233669770a | test | technical_research | gitlab | https://gitlab.com/tango-controls/pytango | tango-controls/pytango | documentation | rust | api_design | Perform a technical research task about api_design, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tango-controls/pytango", "source_url": "https://gitlab.com/tango-controls/pytango", "source_t... | === SCOPE ===
Technical behavior of api_design.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- tango-controls/pytango (https://gitlab.com/tango-controls/pyt... | web-research-coding-5m-1.1.0 | |
89b9039398d1bd651ced60ba | test | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | typescript | authorization | Extract verifiable evidence about authorization from the given source. | {"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", "... | === SOURCE ===
Accessibility
https://developer.mozilla.org/en-US/docs/Web/Accessibility
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- I... | web-research-coding-5m-1.1.0 | |
b4efc4e04cccfed5a963115c | test | evidence_extraction | pypi | https://pypi.org/project/flask/ | flask | landing_page | scala | deep_learning | Extract verifiable evidence about deep_learning from the given source. | {"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": "... | === SOURCE ===
flask
https://pypi.org/project/flask/
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment state... | web-research-coding-5m-1.1.0 | |
6ae673a222986523944cfa46 | test | security_review | huggingface | https://huggingface.co/datasets/BAAI/IndustryCorpus2_computer_programming_code | BAAI/IndustryCorpus2_computer_programming_code | analytics | shell | nextjs | Perform a security review of a analytics application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BAAI/IndustryCorpus2_computer_programming_code", "source_url": "https://huggingface.co/datase... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
3caae4d4734a62a753fc14e0 | test | error_message_design | npm | https://www.npmjs.com/package/vue | vue | analytics | 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": "vue", "source_url": "https://www.npmjs.com/package/vue", "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 | |
8f64089d92c20d1164a253a9 | test | visual_hierarchy | github | https://github.com/nicolargo/glances | nicolargo/glances | blog | ruby | web_performance | Improve visual hierarchy in a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nicolargo/glances", "source_url": "https://github.com/nicolargo/glances", "source_type": "rep... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
3226be645f2b0b7a1a37efe7 | test | unit_testing | huggingface | https://huggingface.co/datasets/HighFive-OPJ/Implementation_1-Machine_learning | HighFive-OPJ/Implementation_1-Machine_learning | marketplace | sql | open_source | Create a unit-testing strategy for sql code involving open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HighFive-OPJ/Implementation_1-Machine_learning", "source_url": "https://huggingface.co/datase... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
ebb6947a75156fd24556b0d0 | test | dependency_management_experience | huggingface | https://huggingface.co/datasets/introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics | analytics | sql | serverless | Perform a deep developer-experience analysis for a sql project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "introvoyz041/Antiviral-Prediction-using-Machine-Learning-Cheminformatics", "source_url": "htt... | === 1. 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 | |
e5a093d42ad53cc62ce6a7fa | test | refactoring_security | web_docs | https://react.dev/ | React Documentation | community | c | frontend | Refactor a c system related to frontend. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 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 | |
abe1961bf6cf0aec030c0693 | test | error_message_design | huggingface | https://huggingface.co/datasets/mondk/documentation-images | mondk/documentation-images | admin_panel | kotlin | fullstack | Perform a deep developer-experience analysis for a kotlin project involving fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mondk/documentation-images", "source_url": "https://huggingface.co/datasets/mondk/documentati... | === 1. 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 | |
b58e15e1dd752c5169845962 | test | repository_understanding | stackexchange | https://stackoverflow.com/questions/16151018/how-to-fix-npm-throwing-error-without-sudo | How to fix npm throwing error without sudo | education | javascript | redis | Perform a deep multi-layer analysis of redis for a education using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to fix npm throwing error without sudo", "source_url": "https://stackoverflow.com/questio... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'How to fix npm throwing error without sudo' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
13b37d8da576087a5ec04166 | test | data_structure_design | pypi | https://pypi.org/project/gradio/ | gradio | dashboard | cpp | design_system | Design a data structure in cpp for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
692b70bb861d7caef13cf41c | test | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | ecommerce | go | ci_cd | Perform a deep multi-layer analysis of ci_cd for a ecommerce 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technica... | web-research-coding-5m-1.1.0 | |
dcd04365069c16dc036e3284 | test | evidence_extraction | huggingface | https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5 | learning-machine-inc/mmlu-pro-cot-opus5 | admin_panel | scala | serverless | Extract verifiable evidence about serverless from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "learning-machine-inc/mmlu-pro-cot-opus5", "source_url": "https://huggingface.co/datasets/lear... | === SOURCE ===
learning-machine-inc/mmlu-pro-cot-opus5
https://huggingface.co/datasets/learning-machine-inc/mmlu-pro-cot-opus5
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- ... | web-research-coding-5m-1.1.0 | |
ade62399263c0ea779594d34 | test | tradeoff_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | ruby | machine_learning | Perform a deep multi-layer analysis of machine_learning for a dashboard using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving machine_learning. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around machine_learning. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versio... | web-research-coding-5m-1.1.0 | |
9706b10e059ff7d8013ac7c6 | test | design_consistency | gitlab | https://gitlab.com/radix-ai/challenge | radix-ai/challenge | marketplace | html | algorithms | Audit design consistency across a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "radix-ai/challenge", "source_url": "https://gitlab.com/radix-ai/challenge", "source_type": "r... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
49ea91e764c2a5a6cba31dfe | test | design_consistency | web_docs | https://docs.docker.com/ | Docker Documentation | community | typescript | computer_vision | Audit design consistency across a community. | {"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... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
04422a7e815d1942f485dbf9 | test | accessibility_analysis | github | https://github.com/ChatGPTNextWeb/NextChat | ChatGPTNextWeb/NextChat | blog | java | authentication | Perform a deep multi-layer analysis of authentication for a blog 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": "ChatGPTNextWeb/NextChat", "source_url": "https://github.com/ChatGPTNextWeb/NextChat", "source... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'ChatGPTNextWeb/NextChat' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
25dd01eba41b3fab069d5707 | test | maintainability_analysis | gitlab | https://gitlab.com/tango-controls/pytango | tango-controls/pytango | dashboard | javascript | rest_api | Perform a deep multi-layer analysis of rest_api for a dashboard 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": "tango-controls/pytango", "source_url": "https://gitlab.com/tango-controls/pytango", "source_t... | === 1. PROBLEM ===
Define the exact problem involving rest_api. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around rest_api. Use 'tango-controls/pytango' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
63ba9686d67d33ba1e48b9f4 | test | maintainability_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | documentation | cpp | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a documentation using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
83d6a73b8ee38c0fb81b0ec7 | test | multi_layer_analysis | stackexchange | https://stackoverflow.com/questions/2189452/what-is-the-difference-between-margin-and-padding-in-css | What is the difference between margin and padding in CSS? | dashboard | html | sql | Perform a deep multi-layer analysis of sql for a dashboard using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between margin and padding in CSS?", "source_url": "https://stackoverf... | === 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 'What is the difference between margin and padding in CSS?' as a source anchor and identify relevant API... | web-research-coding-5m-1.1.0 | |
285a253bb2e5a6291702eeac | test | cli_experience | gitlab | https://gitlab.com/foundry-projects/foundry-pc/foundry-pc-types | foundry-projects/foundry-pc/foundry-pc-types | portfolio | scala | mongodb | Perform a deep developer-experience analysis for a scala project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "foundry-projects/foundry-pc/foundry-pc-types", "source_url": "https://gitlab.com/foundry-proj... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
49143760f88dde0e88533e6a | test | responsive_design | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | productivity | kotlin | nextjs | Create a responsive design strategy for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
059eec6a577312a37bb82d97 | test | nextjs_generation | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | dashboard | shell | kubernetes | Design a Next.js architecture for a dashboard. | {"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", ... | Specify routing, server/client boundaries, data fetching, caching, metadata, errors, and deployment. | export default function Page() {
return (
<main>
<h1>Application</h1>
<p>Production-ready page structure.</p>
</main>
);
} | web-research-coding-5m-1.1.0 |
b56fb405a802fcee92f1e851 | test | repository_documentation | huggingface | https://huggingface.co/datasets/Shuu12121/javascript-treesitter-filtered-datasetsV2 | Shuu12121/javascript-treesitter-filtered-datasetsV2 | education | rust | fullstack | Perform a deep multi-layer analysis of fullstack for a education using rust. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/javascript-treesitter-filtered-datasetsV2", "source_url": "https://huggingface.co/d... | === 1. PROBLEM ===
Define the exact problem involving fullstack. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around fullstack. Use 'Shuu12121/javascript-treesitter-filtered-datasetsV2' as a source anchor and identify releva... | web-research-coding-5m-1.1.0 | |
46cc91d366301a58075a4726 | test | design_accessibility | huggingface | https://huggingface.co/datasets/Vikhrmodels/programming_books_eng | Vikhrmodels/programming_books_eng | portfolio | scala | kubernetes | Audit accessibility for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Vikhrmodels/programming_books_eng", "source_url": "https://huggingface.co/datasets/Vikhrmodel... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
4f0881135058fc764bb614fb | test | security_review | gitlab | https://gitlab.com/The_Quantum_Alpha/the-quantum-ad-list | The_Quantum_Alpha/the-quantum-ad-list | community | css | python | Perform a security review of a community application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "The_Quantum_Alpha/the-quantum-ad-list", "source_url": "https://gitlab.com/The_Quantum_Alpha/t... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
dfc1116684c1862983782817 | test | performance_fix | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | blog | scala | database | Create a web-performance optimization plan for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
fd3ed20dab2b9cda167d500c | test | web_search_query | github | https://github.com/appwrite/appwrite | appwrite/appwrite | portfolio | python | mongodb | Write an effective web search query to research the topic: mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "appwrite/appwrite", "source_url": "https://github.com/appwrite/appwrite", "source_type": "rep... | === QUERY ===
mongodb best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- mongodb
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
670ec1f493c1db6b8a633142 | test | react_generation | huggingface | https://huggingface.co/datasets/Jackrong/Competitive-Programming-python-blend | Jackrong/Competitive-Programming-python-blend | marketplace | python | data_structures | Design React components for a marketplace. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Jackrong/Competitive-Programming-python-blend", "source_url": "https://huggingface.co/dataset... | Separate reusable components, state, data fetching, loading/error states, accessibility, and testing. | export function Card({ title, children }) {
return (
<article className="card">
<h2>{title}</h2>
<div>{children}</div>
</article>
);
} | web-research-coding-5m-1.1.0 |
7593adb6b2ff0427ab43b4b2 | test | repository_comparison | stackexchange | https://stackoverflow.com/questions/69692842/error-message-error0308010cdigital-envelope-routinesunsupported | Error message "error:0308010C:digital envelope routines::unsupported" | saas | ruby | open_source | Perform a deep multi-layer analysis of open_source for a saas using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error message "error:0308010C:digital envelope routines::unsupported"", "source_url... | === 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 'Error message "error:0308010C:digital envelope routines::unsupported"' as a s... | web-research-coding-5m-1.1.0 | |
18348f2bbf704f8a4270d0a2 | test | component_design | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-zsm-bitextmining | puttatidam/software-documentation-zsm-bitextmining | saas | swift | security | Design reusable UI components for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "puttatidam/software-documentation-zsm-bitextmining", "source_url": "https://huggingface.co/da... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
246833e098b6e3d524465395 | test | technical_research | gitlab | https://gitlab.com/a_akgun/gitlab-rapid-machine-learning-prototypes | a_akgun/gitlab-rapid-machine-learning-prototypes | social_app | java | distributed_systems | Perform a technical research task about distributed_systems, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "a_akgun/gitlab-rapid-machine-learning-prototypes", "source_url": "https://gitlab.com/a_akgun/... | === SCOPE ===
Technical behavior of distributed_systems.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- a_akgun/gitlab-rapid-machine-learning-prototypes (ht... | web-research-coding-5m-1.1.0 | |
e4fca73abf2650c2faf637cd | test | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | documentation | css | html | Design a css algorithm for a html problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
d8c84226fa4a328d9210474d | test | documentation_experience | gitlab | https://gitlab.com/q-dev/q-js-sdk | q-dev/q-js-sdk | portfolio | c | css | Perform a deep developer-experience analysis for a c project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "q-dev/q-js-sdk", "source_url": "https://gitlab.com/q-dev/q-js-sdk", "source_type": "repositor... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
f7d704e8504cd3261cd3ce6b | test | product_analysis | pypi | https://pypi.org/project/flask/ | flask | marketplace | kotlin | ci_cd | Perform a deep multi-layer analysis of ci_cd for a marketplace using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving ci_cd. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around ci_cd. Use 'flask' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techni... | web-research-coding-5m-1.1.0 | |
fd10f89b452804caa794a726 | test | html_generation | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels | finance | go | debugging | Create semantic HTML for a finance about debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-ccr-javascript-qrels", "source_url": "https://huggingface.co/dat... | 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 |
bb2f5aff18c1303c7461d14b | test | cli_experience | stackexchange | https://stackoverflow.com/questions/64625050/error-node-sass-version-5-0-0-is-incompatible-with-4-0-0 | Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0 | finance | typescript | html | Perform a deep developer-experience analysis for a typescript project involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Error: 'node-sass' version 5.0.0 is incompatible with ^4.0.0", "source_url": "https:/... | === 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 | |
794ce46e4e9d231c3146f3bf | test | evidence_extraction | stackexchange | https://stackoverflow.com/questions/510348/how-do-i-make-a-time-delay | How do I make a time delay? | community | html | docker | Extract verifiable evidence about docker from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a time delay?", "source_url": "https://stackoverflow.com/questions/510348/how-d... | === SOURCE ===
How do I make a time delay?
https://stackoverflow.com/questions/510348/how-do-i-make-a-time-delay
=== 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 s... | web-research-coding-5m-1.1.0 |
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