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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
40675961ef20ce09e6141077 | test | dx_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | analytics | php | deep_learning | Perform a deep developer-experience analysis for a php project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
d1436f1d178fafe1e69b16e8 | test | documentation_experience | huggingface | https://huggingface.co/datasets/lightonai/multilingual-embeddings-pre-training-curated | lightonai/multilingual-embeddings-pre-training-curated | developer_tool | php | nodejs | Perform a deep developer-experience analysis for a php project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lightonai/multilingual-embeddings-pre-training-curated", "source_url": "https://huggingface.c... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ec2ed9de5f689304724fcf00 | test | research_plan | pypi | https://pypi.org/project/pandas/ | pandas | dashboard | ruby | postgresql | Build a structured research plan to deeply understand postgresql. | {"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":... | === GOAL ===
Produce a reliable, current, and actionable understanding of postgresql.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings... | web-research-coding-5m-1.1.0 | |
b92381885531c4139c5a30a3 | test | information_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | php | css | Design the information architecture for css. | {"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", "... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
ba200912407f8f7f8e959daf | test | evidence_chain_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | social_app | cpp | security | Perform a deep multi-layer analysis of security for a social_app 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 security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
8e2e087b2294a80923388d0b | test | design_review | gitlab | https://gitlab.com/e-cons/esercizi-typescript | e-cons/esercizi-typescript | social_app | swift | nlp | Perform a professional design review of a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "e-cons/esercizi-typescript", "source_url": "https://gitlab.com/e-cons/esercizi-typescript", "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
f93e67414ba39050315f769c | test | design_tokens | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | saas | cpp | deep_learning | Create design tokens for a saas. | {"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... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a33cd172aa3c11422b860f06 | test | evidence_chain_analysis | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | finance | kotlin | sql | Perform a deep multi-layer analysis of sql for a finance 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
cb5517e3d08c14a05f1c7315 | test | security_review | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | finance | swift | css | Perform a security review of a finance application. | {"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": "... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
2a3cc2981bee4514774fb10a | test | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
c868fe8aa4803961321c08da | test | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/5805059/how-do-i-make-a-placeholder-for-a-select-box | How do I make a placeholder for a 'select' box? | productivity | kotlin | computer_vision | Refactor a kotlin system related to computer_vision. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I make a placeholder for a 'select' box?", "source_url": "https://stackoverflo... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
bd9dbee86beaf0f0f5a050a3 | test | repository_comparison | gitlab | https://gitlab.com/mattbas/python-lottie | mattbas/python-lottie | dashboard | java | data_structures | Perform a deep multi-layer analysis of data_structures for a dashboard 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": "mattbas/python-lottie", "source_url": "https://gitlab.com/mattbas/python-lottie", "source_typ... | === 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 'mattbas/python-lottie' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
1b989fc456eb39b0a151739d | test | typescript_generation | huggingface | https://huggingface.co/datasets/flytech/python-codes-25k | flytech/python-codes-25k | developer_tool | ruby | kubernetes | Implement TypeScript logic for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flytech/python-codes-25k", "source_url": "https://huggingface.co/datasets/flytech/python-code... | 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 |
fcee83800c07cd689264bbee | test | multi_layer_analysis | npm | https://www.npmjs.com/package/hono | hono | finance | css | frontend | Perform a deep multi-layer analysis of frontend 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": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 'hono' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
ff1dd10869e1d0b5719056da | test | code_explanation | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | education | html | design_system | Explain a html implementation related to design_system. | {"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": "... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
698553f75fea4d4b049b356c | test | evidence_extraction | npm | https://www.npmjs.com/package/next | next | dashboard | sql | postgresql | Extract verifiable evidence about postgresql from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === SOURCE ===
next
https://www.npmjs.com/package/next
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the version and environment sta... | web-research-coding-5m-1.1.0 | |
89f7b421bf09c4ff98ac2dba | test | refactoring_legacy_code | npm | https://www.npmjs.com/package/playwright | playwright | education | kotlin | sql | Refactor a kotlin system related to sql. Focus on refactoring legacy code. | {"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... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
c614f758cf311eca81b788d8 | test | refactoring_architecture | stackexchange | https://stackoverflow.com/questions/40758562/can-anyone-explain-me-standardscaler | Can anyone explain me StandardScaler? | documentation | javascript | linux | Refactor a javascript system related to linux. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can anyone explain me StandardScaler?", "source_url": "https://stackoverflow.com/questions/40... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Redesign module boundaries and reduce architectural coupling.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-e... | web-research-coding-5m-1.1.0 | |
125747e9c922c07d73798417 | test | form_ui | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2018-JavaScript | ccoenen/Advent-of-Code-2018-JavaScript | education | go | observability | Design an accessible form for observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ccoenen/Advent-of-Code-2018-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
daab48d1d6c763b97ebd1dfc | test | evidence_extraction | stackexchange | https://stackoverflow.com/questions/394809/does-python-have-a-ternary-conditional-operator | Does Python have a ternary conditional operator? | saas | cpp | nlp | Extract verifiable evidence about nlp from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Does Python have a ternary conditional operator?", "source_url": "https://stackoverflow.com/q... | === SOURCE ===
Does Python have a ternary conditional operator?
https://stackoverflow.com/questions/394809/does-python-have-a-ternary-conditional-operator
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security not... | web-research-coding-5m-1.1.0 | |
b05f9affa5e70f41265c4e6a | test | refactoring_testability | pypi | https://pypi.org/project/django/ | django | search_interface | rust | kubernetes | Refactor a rust system related to kubernetes. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "django", "source_url": "https://pypi.org/project/django/", "source_type": "package", "topic":... | === 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 | |
438ec6dfbefaaf96d1be8e2c | test | design_to_code | github | https://github.com/nestjs/nest | nestjs/nest | saas | shell | algorithms | Translate a saas design into maintainable shell code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nestjs/nest", "source_url": "https://github.com/nestjs/nest", "source_type": "repository", "t... | Map design tokens to code, identify reusable components, preserve responsive behavior, implement accessible states, and avoid unnecessary one-off styling. | web-research-coding-5m-1.1.0 | |
af9110c08c2db3b30dd889b6 | test | css_generation | gitlab | https://gitlab.com/azae/craft/movie-rental/movie-rental-typescript | azae/craft/movie-rental/movie-rental-typescript | blog | java | rest_api | Create responsive CSS for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "azae/craft/movie-rental/movie-rental-typescript", "source_url": "https://gitlab.com/azae/craf... | 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 |
f4bdfede39b42bc2f41347a6 | test | developer_experience | huggingface | https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1 | theblackcat102/evol-codealpaca-v1 | developer_tool | sql | deep_learning | Perform a deep developer-experience analysis for a sql project involving deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "theblackcat102/evol-codealpaca-v1", "source_url": "https://huggingface.co/datasets/theblackca... | === 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 | |
bf126c264ab9af78a86cd9b7 | test | research_summary | gitlab | https://gitlab.com/konstellation/kre-old | konstellation/kre-old | ecommerce | c | database | Summarize the current state of knowledge about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "konstellation/kre-old", "source_url": "https://gitlab.com/konstellation/kre-old", "source_typ... | === OVERVIEW ===
database 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 ===
konstellation/kre-old... | web-research-coding-5m-1.1.0 | |
124928e2f1f818d27162329a | test | debugging | npm | https://www.npmjs.com/package/eslint | eslint | blog | php | python | Create a realistic php debugging problem involving python. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
ff349ecb35346fceb8f19d55 | test | documentation_page | gitlab | https://gitlab.com/catamphetamine/libphonenumber-js | catamphetamine/libphonenumber-js | admin_panel | c | react | Design a developer documentation page for react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "catamphetamine/libphonenumber-js", "source_url": "https://gitlab.com/catamphetamine/libphonen... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
3f520fd267a571f8fef321ea | test | multi_layer_analysis | web_docs | https://git-scm.com/doc | Git Documentation | education | kotlin | machine_learning | Perform a deep multi-layer analysis of machine_learning for a education 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": "Git Documentation", "source_url": "https://git-scm.com/doc", "source_type": "documentation", ... | === 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 'Git Documentation' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
4ebd065914ce9b04586ca257 | test | repository_understanding | huggingface | https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1 | theblackcat102/evol-codealpaca-v1 | saas | java | redis | Perform a deep multi-layer analysis of redis 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": "theblackcat102/evol-codealpaca-v1", "source_url": "https://huggingface.co/datasets/theblackca... | === 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 'theblackcat102/evol-codealpaca-v1' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
fb9382fbc3480f83122ab1f0 | test | refactoring_performance | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | search_interface | swift | mongodb | Refactor a swift system related to mongodb. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
038c50c68dcfa170a87192cc | test | api_design | huggingface | https://huggingface.co/datasets/tokyotech-llm/swallow-code-v2 | tokyotech-llm/swallow-code-v2 | marketplace | html | html | Design a production API for a html application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "tokyotech-llm/swallow-code-v2", "source_url": "https://huggingface.co/datasets/tokyotech-llm/... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
08b83ffdadc5fdf0672061a4 | test | repository_documentation | gitlab | https://gitlab.com/c-smile/quickjspp | c-smile/quickjspp | search_interface | cpp | microservices | Perform a deep multi-layer analysis of microservices for a search_interface 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": "c-smile/quickjspp", "source_url": "https://gitlab.com/c-smile/quickjspp", "source_type": "rep... | === 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 'c-smile/quickjspp' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
161135e1820894579a54b661 | test | refactoring_api | pypi | https://pypi.org/project/pandas/ | pandas | admin_panel | cpp | software_architecture | Refactor a cpp system related to software_architecture. Focus on refactoring api. | {"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 ===
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 | |
87c7187fedb994154b72db1b | test | ux_analysis | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | education | sql | deep_learning | Perform a deep multi-layer analysis of deep_learning for a education 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
804150d428a03f0a3d8482c6 | test | search_intent_classification | npm | https://www.npmjs.com/package/zod | zod | blog | css | distributed_systems | Classify the search intent for a query about distributed_systems. | {"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": "... | === 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 ===
"distributed_systems vs alternatives"
=== CLASSIFICATION ===
Comparative / info... | web-research-coding-5m-1.1.0 | |
9a4cc72a3c2a4d22dde45169 | test | responsive_design | npm | https://www.npmjs.com/package/svelte | svelte | developer_tool | c | postgresql | Create a responsive design strategy for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
adc5f193eae476ad300b95d0 | test | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | dashboard | java | typescript | Perform a deep multi-layer analysis of typescript for a dashboard 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 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 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
e57532f1ba0fac669b43c49c | test | data_structure_design | npm | https://www.npmjs.com/package/vitest | vitest | portfolio | scala | rest_api | Design a data structure in scala for rest_api. | {"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... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
54b23bd14b4f3a6d499d3167 | test | form_ui | github | https://github.com/vercel/next.js | vercel/next.js | analytics | html | python | Design an accessible form for python. | {"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... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
b25397b98f02ca29aa1d92ad | test | multi_layer_analysis | npm | https://www.npmjs.com/package/hono | hono | landing_page | shell | web_performance | Perform a deep multi-layer analysis of web_performance for a landing_page 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": "hono", "source_url": "https://www.npmjs.com/package/hono", "source_type": "package", "topic":... | === 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 'hono' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
4bd1f036b3853b9af584ea61 | test | cli_experience | github | https://github.com/lutzroeder/netron | lutzroeder/netron | 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": "lutzroeder/netron", "source_url": "https://github.com/lutzroeder/netron", "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 | |
7765257d56348f80108e7802 | test | scalability_analysis | huggingface | https://huggingface.co/datasets/ellamind/humaneval-multilingual | ellamind/humaneval-multilingual | saas | sql | docker | Perform a deep multi-layer analysis of docker for a saas 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": "ellamind/humaneval-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/hum... | === 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 'ellamind/humaneval-multilingual' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
5e7450e9d5dd6cfb9c260c1d | test | information_architecture | huggingface | https://huggingface.co/datasets/jan-hq/multiturn_programming_binarized | jan-hq/multiturn_programming_binarized | admin_panel | html | data_engineering | Design the information architecture for data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jan-hq/multiturn_programming_binarized", "source_url": "https://huggingface.co/datasets/jan-h... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
3e51437c1d0dd41b8d8f897c | test | security_analysis | huggingface | https://huggingface.co/datasets/Arturito1/OCR-Synthetic-Multilingual-v1 | Arturito1/OCR-Synthetic-Multilingual-v1 | finance | java | fullstack | Perform a deep multi-layer analysis of fullstack for a finance 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": "Arturito1/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Artu... | === 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 'Arturito1/OCR-Synthetic-Multilingual-v1' as a source anchor and identify relevant APIs, dep... | web-research-coding-5m-1.1.0 | |
e53b57317fd2327cb4823122 | test | deployment_experience | stackexchange | https://stackoverflow.com/questions/53513/how-do-i-check-if-a-list-is-empty | How do I check if a list is empty? | developer_tool | shell | backend | Perform a deep developer-experience analysis for a shell project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I check if a list is empty?", "source_url": "https://stackoverflow.com/questions/53513... | === 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 | |
f801b9804f7f51e058596027 | test | documentation_experience | pypi | https://pypi.org/project/pytest/ | pytest | developer_tool | dart | microservices | Perform a deep developer-experience analysis for a dart project involving microservices. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 1. 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 | |
d0c85941096edfc4b26bdcea | test | refactoring_maintainability | stackexchange | https://stackoverflow.com/questions/12952729/how-to-understand-locality-sensitive-hashing | How to understand Locality Sensitive Hashing? | productivity | c | web_accessibility | Refactor a c system related to web_accessibility. 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 understand Locality Sensitive Hashing?", "source_url": "https://stackoverflow.com/ques... | === 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 | |
1f90c89a3cf5d1fcaa13fa02 | test | responsive_design | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | search_interface | shell | open_source | Create a responsive design strategy for a search_interface. | {"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... | Define mobile, tablet, and desktop behavior, layout transitions, navigation, content priority, typography, and interaction targets. | web-research-coding-5m-1.1.0 | |
b31d34e6d9f358528d9dc74f | test | build_experience | huggingface | https://huggingface.co/datasets/databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | databounty-io/build-competitive-programming-problem-dataset-cmsokff2 | education | java | serverless | Perform a deep developer-experience analysis for a java project involving serverless. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "databounty-io/build-competitive-programming-problem-dataset-cmsokff2", "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 | |
51cfaf915eef15eb3374b5a9 | test | local_development_experience | github | https://github.com/Ebazhanov/linkedin-skill-assessments-quizzes | Ebazhanov/linkedin-skill-assessments-quizzes | blog | shell | kubernetes | Perform a deep developer-experience analysis for a shell project involving kubernetes. | {"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... | === 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 | |
dad3ba38b5c2a0ae37630eb2 | test | source_comparison | stackexchange | https://stackoverflow.com/questions/20224526/how-to-extract-the-decision-rules-from-scikit-learn-decision-tree | How to extract the decision rules from scikit-learn decision-tree? | portfolio | shell | redis | Compare multiple sources about redis and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to extract the decision rules from scikit-learn decision-tree?", "source_url": "https://s... | === SOURCES ===
- How to extract the decision rules from scikit-learn decision-tree? (https://stackoverflow.com/questions/20224526/how-to-extract-the-decision-rules-from-scikit-learn-decision-tree)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sou... | web-research-coding-5m-1.1.0 | |
3afa730ff0169c6d4ad24c7b | test | debugging_experience | npm | https://www.npmjs.com/package/typescript | typescript | social_app | php | serverless | Perform a deep developer-experience analysis for a php project involving serverless. | {"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 | |
8c9897e7d74a955287d8c31d | test | evidence_extraction | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | dashboard | shell | web_performance | Extract verifiable evidence about web_performance from the given source. | {"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... | === SOURCE ===
scikit-learn
https://pypi.org/project/scikit-learn/
=== 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 env... | web-research-coding-5m-1.1.0 | |
0f2af2c3305f524f5031f353 | test | web_search_query | stackexchange | https://stackoverflow.com/questions/287871/how-do-i-print-colored-text-to-the-terminal | How do I print colored text to the terminal? | portfolio | scala | authentication | Write an effective web search query to research the topic: authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I print colored text to the terminal?", "source_url": "https://stackoverflow.com/quest... | === QUERY ===
authentication best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- authentication
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentatio... | web-research-coding-5m-1.1.0 | |
79ab8b22a7ec576079df5ca4 | test | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | developer_tool | swift | python | Perform a deep multi-layer analysis of python for a developer_tool 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving python. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around python. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and t... | web-research-coding-5m-1.1.0 | |
7f862ea9080cfc8967d6577a | test | design_system | npm | https://www.npmjs.com/package/eslint | eslint | marketplace | php | user_experience | Create a scalable design system for a marketplace. | {"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... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
435e394ff112689f269e6835 | test | documentation_lookup | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | productivity | sql | distributed_systems | Find and summarize the relevant documentation for distributed_systems. | {"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": "... | === RELEVANT DOCS ===
- Web APIs
https://developer.mozilla.org/en-US/docs/Web/API
- 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 relevan... | web-research-coding-5m-1.1.0 | |
6f3acecff1ce70d3dcc065b3 | test | dx_analysis | gitlab | https://gitlab.com/BuildStream/buildstream | BuildStream/buildstream | marketplace | html | documentation | Perform a deep developer-experience analysis for a html project involving documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BuildStream/buildstream", "source_url": "https://gitlab.com/BuildStream/buildstream", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
e513d6764d38e48ed7e5f3fc | test | ui_design | codeberg | https://codeberg.org/nadevko/.profile | nadevko/.profile | dashboard | c | software_architecture | Design a production-quality UI for a dashboard focused on software_architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nadevko/.profile", "source_url": "https://codeberg.org/nadevko/.profile", "source_type": "rep... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
f27b80a9c2db5b2286f020e7 | test | landing_page | huggingface | https://huggingface.co/datasets/Multilingual-Multimodal-NLP/IfEvalCode-testset | Multilingual-Multimodal-NLP/IfEvalCode-testset | developer_tool | shell | security | Design a landing page for a security product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Multilingual-Multimodal-NLP/IfEvalCode-testset", "source_url": "https://huggingface.co/datase... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
6ae0e2ed22616057c048d4e2 | test | security_review | pypi | https://pypi.org/project/numpy/ | numpy | education | typescript | authorization | Perform a security review of a education application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
18c9afe4b2348b56b222bb0e | test | dx_analysis | huggingface | https://huggingface.co/datasets/dougiefresh/systems_programming_code_conversations | dougiefresh/systems_programming_code_conversations | finance | rust | security | Perform a deep developer-experience analysis for a rust project involving security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dougiefresh/systems_programming_code_conversations", "source_url": "https://huggingface.co/da... | === 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 | |
5d0830171d977236d12eee68 | test | refactoring_testability | web_docs | https://docs.djangoproject.com/ | Django Documentation | landing_page | javascript | python | Refactor a javascript system related to python. Focus on refactoring testability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 | |
8de1d67cbf10db95c10b55ee | test | refactoring_security | gitlab | https://gitlab.com/blewpri/ng-master-detail | blewpri/ng-master-detail | social_app | scala | graphql | Refactor a scala system related to graphql. Focus on refactoring security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blewpri/ng-master-detail", "source_url": "https://gitlab.com/blewpri/ng-master-detail", "sour... | === 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 | |
2eba789c224396cb1e866178 | test | refactoring_legacy_code | stackexchange | https://stackoverflow.com/questions/51145180/how-to-use-ts-ignore-for-a-block | How to use `@ts-ignore` for a block? | social_app | kotlin | documentation | Refactor a kotlin system related to documentation. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to use `@ts-ignore` for a block?", "source_url": "https://stackoverflow.com/questions/511... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
dd9ea4befb08b9bdcd97792a | test | repository_issue_reasoning | gitlab | https://gitlab.com/msts-public/general/typescript-cacheable | msts-public/general/typescript-cacheable | blog | kotlin | debugging | Perform a deep multi-layer analysis of debugging for a blog 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": "msts-public/general/typescript-cacheable", "source_url": "https://gitlab.com/msts-public/gene... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'msts-public/general/typescript-cacheable' as a source anchor and identify relevant APIs, de... | web-research-coding-5m-1.1.0 | |
2e811c7ddb6869f42606cc43 | test | refactoring_scalability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | education | typescript | deep_learning | Refactor a typescript system related to deep_learning. Focus on refactoring scalability. | {"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 ===
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 | |
b2e8c15eb9e92b32ad788a3c | test | visual_hierarchy | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | admin_panel | java | algorithms | Improve visual hierarchy in a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
ad9df03d3822589b5275b337 | test | unit_testing | web_docs | https://git-scm.com/doc | Git Documentation | search_interface | javascript | kubernetes | Create a unit-testing strategy for javascript code involving kubernetes. | {"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", ... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
f4b00d31a003845bc539e9e4 | test | source_comparison | pypi | https://pypi.org/project/typer/ | typer | analytics | css | frontend | Compare multiple sources about frontend and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "typer", "source_url": "https://pypi.org/project/typer/", "source_type": "package", "topic": "... | === SOURCES ===
- typer (https://pypi.org/project/typer/)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated info).
=== GAP... | web-research-coding-5m-1.1.0 | |
8b0f14050060a1e43dd92cd6 | test | architecture_analysis | pypi | https://pypi.org/project/pytest/ | pytest | analytics | rust | nextjs | Perform a deep multi-layer analysis of nextjs for a analytics 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": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | === 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 'pytest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
2ba3d4ba55b26e437a05b2f9 | test | maintainability_analysis | pypi | https://pypi.org/project/scrapy/ | scrapy | productivity | ruby | deep_learning | Perform a deep multi-layer analysis of deep_learning for a productivity 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": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 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 'scrapy' as a source anchor and identify relevant APIs, dependencies, versions, stan... | web-research-coding-5m-1.1.0 | |
b2c039b4efe5e4495f843473 | test | accessibility_fix | huggingface | https://huggingface.co/datasets/priyasarath1531/web_development | priyasarath1531/web_development | ecommerce | css | devops | 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": "priyasarath1531/web_development", "source_url": "https://huggingface.co/datasets/priyasarath1... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
6f7f67d444e746746c1eb8f5 | test | cli_experience | 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 | sql | graphql | Perform a deep developer-experience analysis for a sql 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 style a <select> dropdown with only CSS?", "source_url": "https://stackoverflo... | === 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 | |
d960dc26a60705e61d6388fe | test | nextjs_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | portfolio | python | web_accessibility | Design a Next.js architecture for a portfolio. | {"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", "... | 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 |
1e49dbf661235bbad9924de3 | test | architecture_analysis | huggingface | https://huggingface.co/datasets/mayankchugh-learning/machine-failure-logs | mayankchugh-learning/machine-failure-logs | education | typescript | redis | Perform a deep multi-layer analysis of redis for a education 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": "mayankchugh-learning/machine-failure-logs", "source_url": "https://huggingface.co/datasets/ma... | === 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 'mayankchugh-learning/machine-failure-logs' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
072178584c4dc46495aba7d6 | test | refactoring_observability | web_docs | https://docs.djangoproject.com/ | Django Documentation | saas | html | distributed_systems | Refactor a html system related to distributed_systems. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === 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 | |
5917bcd08e742860a7ac64dd | test | dashboard | gitlab | https://gitlab.com/gitlab-com/books-clubs/bookclub-hands-on-machine-learning | gitlab-com/books-clubs/bookclub-hands-on-machine-learning | developer_tool | html | nextjs | Design a production dashboard for nextjs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-com/books-clubs/bookclub-hands-on-machine-learning", "source_url": "https://gitlab.com... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
376399607e5d9d1c702718ea | test | upgrade_experience | stackexchange | https://stackoverflow.com/questions/28329382/understanding-unique-keys-for-array-children-in-react-js | Understanding unique keys for array children in React.js | admin_panel | dart | frontend | Perform a deep developer-experience analysis for a dart project involving frontend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Understanding unique keys for array children in React.js", "source_url": "https://stackoverfl... | === 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 | |
fc9cda0298410e16c89f4fcf | test | refactoring_legacy_code | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | marketplace | scala | docker | Refactor a scala system related to docker. Focus on refactoring legacy code. | {"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 ===
Characterize existing behavior first and incrementally replace risky legacy structures.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implication... | web-research-coding-5m-1.1.0 | |
fb1b3b6c5b0e5cd77bacbca8 | test | algorithm_design | npm | https://www.npmjs.com/package/three | three | analytics | python | nextjs | Design a python algorithm for a nextjs problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
6d49fa6804da24f6f2023c13 | test | repository_comparison | codeberg | https://codeberg.org/UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy | UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy | blog | c | developer_experience | Perform a deep multi-layer analysis of developer_experience for a blog using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy", "source_url": "https://codeberg.... | === 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 'UI-Programming-25-26/01-web-basics-and-git-Martin-McCarthy' as a sour... | web-research-coding-5m-1.1.0 | |
9942c8fc782d71b5d79a745f | test | root_cause_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | marketplace | typescript | algorithms | Perform a deep multi-layer analysis of algorithms for a marketplace 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving algorithms. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around algorithms. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, sta... | web-research-coding-5m-1.1.0 | |
f5509d3ee73db190a4d4ccab | test | dependency_impact_analysis | stackexchange | https://stackoverflow.com/questions/20224526/how-to-extract-the-decision-rules-from-scikit-learn-decision-tree | How to extract the decision rules from scikit-learn decision-tree? | social_app | typescript | debugging | Perform a deep multi-layer analysis of debugging 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": "How to extract the decision rules from scikit-learn decision-tree?", "source_url": "https://s... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'How to extract the decision rules from scikit-learn decision-tree?' as a source anchor and ... | web-research-coding-5m-1.1.0 | |
8838faa051667c8295b941a0 | test | ux_design | npm | https://www.npmjs.com/package/react | react | developer_tool | css | postgresql | Design the complete UX flow of a developer_tool for postgresql. | {"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... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
c58652933eadc6e88e548b11 | test | research_summary | npm | https://www.npmjs.com/package/axios | axios | admin_panel | rust | algorithms | Summarize the current state of knowledge about algorithms. | {"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... | === OVERVIEW ===
algorithms 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 ===
axios (https://www.... | web-research-coding-5m-1.1.0 | |
894cee1c075fb0c6ae276bcf | test | api_design | gitlab | https://gitlab.com/inkscape/extensions | inkscape/extensions | admin_panel | python | software_architecture | Design a production API for a software_architecture application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "inkscape/extensions", "source_url": "https://gitlab.com/inkscape/extensions", "source_type": ... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
a1eee2ef1aab1c35a6becf43 | test | architecture_analysis | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | community | ruby | ci_cd | Perform a deep multi-layer analysis of ci_cd for a community 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": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | === 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 'averoo/sc_JavaScript' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
c78cfd3722b223115f3fed0f | test | system_analysis | gitlab | https://gitlab.com/ternaris/rosbags | ternaris/rosbags | ecommerce | css | machine_learning | Perform a deep multi-layer analysis of machine_learning 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": "ternaris/rosbags", "source_url": "https://gitlab.com/ternaris/rosbags", "source_type": "repos... | === 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 'ternaris/rosbags' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
852d098afdfbe2d561d00855 | test | refactoring_performance | gitlab | https://gitlab.com/lobaro/iot-dashboard | lobaro/iot-dashboard | education | cpp | frontend | Refactor a cpp system related to frontend. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lobaro/iot-dashboard", "source_url": "https://gitlab.com/lobaro/iot-dashboard", "source_type"... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Reduce unnecessary computation, allocations, I/O, and network requests.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f75c36cf3c4d55c15fc060f7 | test | visual_hierarchy | gitlab | https://gitlab.com/py3dtiles/py3dtiles | py3dtiles/py3dtiles | admin_panel | shell | typescript | Improve visual hierarchy in a admin_panel. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "py3dtiles/py3dtiles", "source_url": "https://gitlab.com/py3dtiles/py3dtiles", "source_type": ... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
cab5118284cadc3388f36b71 | test | seo_fix | pypi | https://pypi.org/project/pytest/ | pytest | search_interface | ruby | html | Create an SEO improvement plan for a search_interface about html. | {"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":... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
44b180edce7bc8244931caaa | test | research_plan | gitlab | https://gitlab.com/mattia.bergomi/geneos | mattia.bergomi/geneos | marketplace | rust | computer_vision | Build a structured research plan to deeply understand computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mattia.bergomi/geneos", "source_url": "https://gitlab.com/mattia.bergomi/geneos", "source_typ... | === GOAL ===
Produce a reliable, current, and actionable understanding of computer_vision.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write fin... | web-research-coding-5m-1.1.0 | |
0c6ae8f32dde82828f7a8b84 | test | design_tokens | stackexchange | https://stackoverflow.com/questions/30626030/can-you-force-a-react-component-to-rerender-without-calling-setstate | Can you force a React component to rerender without calling setState? | finance | kotlin | database | Create design tokens for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can you force a React component to rerender without calling setState?", "source_url": "https:... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
a62b0e6969fb767c5446ec89 | test | api_design | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | social_app | c | computer_vision | Design a production API for a computer_vision application. | {"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... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
53b7606846ae5f8fb5e29756 | test | multi_hop_research | huggingface | https://huggingface.co/datasets/NJU-LINK/CodeTraceBench | NJU-LINK/CodeTraceBench | admin_panel | javascript | database | Perform multi-hop research about database: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NJU-LINK/CodeTraceBench", "source_url": "https://huggingface.co/datasets/NJU-LINK/CodeTraceBe... | === HOP 1 ===
Start at: NJU-LINK/CodeTraceBench
https://huggingface.co/datasets/NJU-LINK/CodeTraceBench
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failur... | web-research-coding-5m-1.1.0 | |
ac610f67fcdf39cc8c1be2d9 | test | upgrade_experience | stackexchange | https://stackoverflow.com/questions/436411/where-should-i-put-script-tags-in-html-markup | Where should I put <script> tags in HTML markup? | developer_tool | dart | machine_learning | Perform a deep developer-experience analysis for a dart project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Where should I put <script> tags in HTML markup?", "source_url": "https://stackoverflow... | === 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 | |
dcc8b88e2316d240e263e310 | test | cli_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | developer_tool | 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
ef2f28d00467b5fc129280b7 | test | design_components | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald | landing_page | dart | web_accessibility | Create a component architecture for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "UI-Programming-23-24/01-Web-basics-and-git-Jake-Fitzgerald", "source_url": "https://codeberg.... | Define primitive components, composite components, variants, states, composition rules, and accessibility contracts. | web-research-coding-5m-1.1.0 | |
63a3bbb2f9f0dd48bd23a3cf | test | integration_testing | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | saas | ruby | typescript | Design integration tests for a ruby system involving typescript. | {"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... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 |
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