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|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
8d4ab37ab36e86643cdd3c36 | test | refactoring_architecture | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | finance | scala | docker | Refactor a scala system related to docker. Focus on refactoring architecture. | {"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 ===
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 | |
cbead93d950e8db176ac992e | test | ux_analysis | huggingface | https://huggingface.co/datasets/puttatidam/software-documentation-tha-bitextmining | puttatidam/software-documentation-tha-bitextmining | documentation | typescript | computer_vision | Perform a deep multi-layer analysis of computer_vision for a documentation 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": "puttatidam/software-documentation-tha-bitextmining", "source_url": "https://huggingface.co/da... | === 1. PROBLEM ===
Define the exact problem involving computer_vision. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around computer_vision. Use 'puttatidam/software-documentation-tha-bitextmining' as a source anchor and iden... | web-research-coding-5m-1.1.0 | |
b9fd5f4870acb3c87d66a29a | test | component_design | codeberg | https://codeberg.org/Higssgin/1234567890000 | Higssgin/1234567890000 | portfolio | javascript | mongodb | Design reusable UI components for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Higssgin/1234567890000", "source_url": "https://codeberg.org/Higssgin/1234567890000", "source... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
1a45f1ae8af0f220849b6734 | test | fact_verification | huggingface | https://huggingface.co/datasets/nvidia/OCR-Synthetic-Multilingual-v1 | nvidia/OCR-Synthetic-Multilingual-v1 | marketplace | ruby | nodejs | Verify a technical claim about nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nvidia/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/nvidia/... | === CLAIM ===
A common claim about nodejs.
=== VERIFICATION STEPS ===
1. Locate the primary source (docs, spec, RFC).
2. Reproduce the claim in a minimal environment.
3. Check version-specific behavior.
4. Identify edge cases and exceptions.
=== RESULT ===
Classify: confirmed / partially true / false / context-depend... | web-research-coding-5m-1.1.0 | |
ed9bd5a3bb4f5d25d67af817 | test | refactoring_modularization | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | ecommerce | typescript | web_accessibility | Refactor a typescript system related to web_accessibility. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Split large modules into cohesive units with explicit responsibilities.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
f772bb1d5b1aa91b99ae9b9c | test | system_analysis | web_docs | https://doc.rust-lang.org/ | Rust Documentation | finance | rust | react | Perform a deep multi-layer analysis of react for a finance 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": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | === 1. PROBLEM ===
Define the exact problem involving react. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around react. Use 'Rust Documentation' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
38e1829fc78a73bbb4ca4e71 | test | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | documentation | php | graphql | Compare multiple sources about graphql 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": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === SOURCES ===
- HTTP (https://developer.mozilla.org/en-US/docs/Web/HTTP)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdate... | web-research-coding-5m-1.1.0 | |
07a3940dd9102c78869c254c | test | repository_architecture | pypi | https://pypi.org/project/sqlalchemy/ | sqlalchemy | documentation | php | fullstack | Perform a deep multi-layer analysis of fullstack for a documentation using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sqlalchemy", "source_url": "https://pypi.org/project/sqlalchemy/", "source_type": "package", ... | === 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 'sqlalchemy' as a source anchor and identify relevant APIs, dependencies, versions, standard... | web-research-coding-5m-1.1.0 | |
776fe5ae68e939af22bc03b3 | test | web_search_query | pypi | https://pypi.org/project/scrapy/ | scrapy | search_interface | css | observability | Write an effective web search query to research the topic: observability. | {"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":... | === QUERY ===
observability best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- observability
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation,... | web-research-coding-5m-1.1.0 | |
9cd187bd3d1f5d9410368e1b | test | refactoring_maintainability | codeberg | https://codeberg.org/Roboe/advent-of-code | Roboe/advent-of-code | community | swift | software_architecture | Refactor a swift system related to software_architecture. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Roboe/advent-of-code", "source_url": "https://codeberg.org/Roboe/advent-of-code", "source_typ... | === 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 | |
600a6324b929e651891c073f | test | debugging | huggingface | https://huggingface.co/datasets/HuggingFaceH4/CodeAlpaca_20K | HuggingFaceH4/CodeAlpaca_20K | ecommerce | swift | authentication | Create a realistic swift debugging problem involving authentication. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HuggingFaceH4/CodeAlpaca_20K", "source_url": "https://huggingface.co/datasets/HuggingFaceH4/C... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
21b2bb8999204851fbed9bd3 | test | search_intent_classification | gitlab | https://gitlab.com/antora/antora | antora/antora | productivity | javascript | database | Classify the search intent for a query about database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | === POSSIBLE INTENTS ===
- informational (learn a concept)
- navigational (find a specific site/tool)
- transactional (install / download / run)
- troubleshooting (fix an error)
- comparative (choose between options)
=== EXAMPLE QUERY ===
"database vs alternatives"
=== CLASSIFICATION ===
Comparative / informational.
... | web-research-coding-5m-1.1.0 | |
7ac31d181a15c30598908d29 | test | multi_layer_analysis | pypi | https://pypi.org/project/rich/ | rich | saas | dart | docker | Perform a deep multi-layer analysis of docker for a saas using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "do... | === 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 'rich' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
42ad62537906cdfec28e413e | test | code_review | stackexchange | https://stackoverflow.com/questions/522563/how-can-i-access-the-index-value-in-a-for-loop | How can I access the index value in a 'for' loop? | finance | go | design_system | Perform a production code review of go code related to design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I access the index value in a 'for' loop?", "source_url": "https://stackoverf... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
768f6dd0e741e62872317d94 | test | accessibility_fix | gitlab | https://gitlab.com/surfraw/Surfraw | surfraw/Surfraw | landing_page | scala | deep_learning | Create an accessibility remediation plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "surfraw/Surfraw", "source_url": "https://gitlab.com/surfraw/Surfraw", "source_type": "reposit... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
5c99cd6c41fe2cafded0b458 | test | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | analytics | python | design_system | Perform a deep multi-layer analysis of design_system for a analytics using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, version... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
7f751acd38ee1e5c7c9f04fc | test | design_accessibility | pypi | https://pypi.org/project/torch/ | torch | saas | css | docker | Audit accessibility for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
715d335eb32cef8ba61ffc40 | test | integration_testing | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | saas | shell | user_experience | Design integration tests for a shell system involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | web-research-coding-5m-1.1.0 | |
8ac39e130ebef4622e76574c | test | documentation_lookup | huggingface | https://huggingface.co/datasets/dominexmacedon/Puma-Programming-Language-Dataset | dominexmacedon/Puma-Programming-Language-Dataset | marketplace | sql | html | Find and summarize the relevant documentation for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dominexmacedon/Puma-Programming-Language-Dataset", "source_url": "https://huggingface.co/data... | === RELEVANT DOCS ===
- dominexmacedon/Puma-Programming-Language-Dataset
https://huggingface.co/datasets/dominexmacedon/Puma-Programming-Language-Dataset
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summariz... | web-research-coding-5m-1.1.0 | |
2e44f60d890e8c009550e62e | test | local_development_experience | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | productivity | cpp | algorithms | Perform a deep developer-experience analysis for a cpp project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "peryl/peryl", "source_url": "https://gitlab.com/peryl/peryl", "source_type": "repository", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
7ee538c09bbb18f11fd92844 | test | code_explanation | huggingface | https://huggingface.co/datasets/code-rag-bench/github-repos-python | code-rag-bench/github-repos-python | landing_page | python | data_structures | Explain a python implementation related to data_structures. | {"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-... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
b023e93e524298b0c0bc412c | test | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | ecommerce | swift | software_architecture | Perform a deep multi-layer analysis of software_architecture for a ecommerce using swift. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving software_architecture. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around software_architecture. Use 'Web APIs' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
ccc59b78d63e3040b88cfe7f | test | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/10592605/save-classifier-to-disk-in-scikit-learn | Save classifier to disk in scikit-learn | analytics | c | react | Refactor a c system related to react. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Save classifier to disk in scikit-learn", "source_url": "https://stackoverflow.com/questions/... | === 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 | |
eef1845330816901f8971f00 | test | refactoring_dependency | huggingface | https://huggingface.co/datasets/libalpm64/mojo-programming | libalpm64/mojo-programming | documentation | css | graphql | Refactor a css 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": "libalpm64/mojo-programming", "source_url": "https://huggingface.co/datasets/libalpm64/mojo-pr... | === 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 | |
43dfb1151d843c6295b92e15 | test | research_plan | huggingface | https://huggingface.co/datasets/arolstar52/ocr-synthetic-multilingual-v1-tokenized-zh-hans | arolstar52/ocr-synthetic-multilingual-v1-tokenized-zh-hans | blog | css | open_source | Build a structured research plan to deeply understand open_source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "arolstar52/ocr-synthetic-multilingual-v1-tokenized-zh-hans", "source_url": "https://huggingfa... | === GOAL ===
Produce a reliable, current, and actionable understanding of open_source.
=== 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 finding... | web-research-coding-5m-1.1.0 | |
fe5cca0503e677de70041f53 | test | fact_verification | npm | https://www.npmjs.com/package/fastify | fastify | dashboard | ruby | sql | Verify a technical claim about sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === CLAIM ===
A common claim about sql.
=== 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-dependent... | web-research-coding-5m-1.1.0 | |
aac3d90bd25bb7a42981af8c | test | root_cause_analysis | gitlab | https://gitlab.com/antora/antora | antora/antora | productivity | dart | design_system | Perform a deep multi-layer analysis of design_system for a productivity using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | === 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 'antora/antora' as a source anchor and identify relevant APIs, dependencies, version... | web-research-coding-5m-1.1.0 | |
306033c33bcffa1813241d7a | test | refactoring_performance | huggingface | https://huggingface.co/datasets/RGES-PIT/MachineLearning | RGES-PIT/MachineLearning | search_interface | c | design_system | Refactor a c system related to design_system. Focus on refactoring performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RGES-PIT/MachineLearning", "source_url": "https://huggingface.co/datasets/RGES-PIT/MachineLea... | === 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 | |
1ce280939c72faff8eda9f42 | test | developer_experience | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | community | css | css | Perform a deep developer-experience analysis for a css project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 | |
755ca7d63c5f7ddfdaf9de1f | test | ux_analysis | pypi | https://pypi.org/project/requests/ | requests | education | javascript | user_experience | Perform a deep multi-layer analysis of user_experience 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": "requests", "source_url": "https://pypi.org/project/requests/", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving user_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around user_experience. Use 'requests' as a source anchor and identify relevant APIs, dependencies, versions... | web-research-coding-5m-1.1.0 | |
bf9fc283577e4ff80fe7c59e | test | multi_layer_analysis | huggingface | https://huggingface.co/datasets/huggingface-course/documentation-images | huggingface-course/documentation-images | social_app | dart | nodejs | Perform a deep multi-layer analysis of nodejs for a social_app using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "huggingface-course/documentation-images", "source_url": "https://huggingface.co/datasets/hugg... | === 1. PROBLEM ===
Define the exact problem involving nodejs. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around nodejs. Use 'huggingface-course/documentation-images' as a source anchor and identify relevant APIs, dependenc... | web-research-coding-5m-1.1.0 | |
1ee9bf7bfb0ef1a09e482992 | test | debugging | web_docs | https://docs.docker.com/ | Docker Documentation | documentation | swift | web_accessibility | Create a realistic swift debugging problem involving web_accessibility. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
22b5a9fb8682e5019d62e910 | test | nextjs_generation | gitlab | https://gitlab.com/flectra-hq/flectra | flectra-hq/flectra | productivity | java | typescript | Design a Next.js architecture for a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flectra-hq/flectra", "source_url": "https://gitlab.com/flectra-hq/flectra", "source_type": "r... | 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 |
27d30f0494fe16b990b5225a | test | root_cause_analysis | web_docs | https://docs.python.org/3/ | Python Documentation | productivity | ruby | testing | Perform a deep multi-layer analysis of testing 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'Python Documentation' as a source anchor and identify relevant APIs, dependencies, versions, st... | web-research-coding-5m-1.1.0 | |
bc906e7e03150f112061e7e7 | test | technical_research | huggingface | https://huggingface.co/datasets/israellaguan/axay-javascript-dataset-pn | israellaguan/axay-javascript-dataset-pn | landing_page | c | graphql | Perform a technical research task about graphql, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "israellaguan/axay-javascript-dataset-pn", "source_url": "https://huggingface.co/datasets/isra... | === SCOPE ===
Technical behavior of graphql.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- israellaguan/axay-javascript-dataset-pn (https://huggingface.co/... | web-research-coding-5m-1.1.0 | |
a7e6e30d38601a848ad901d5 | test | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | social_app | rust | authorization | Refactor a rust 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": "JavaScript", "source_url": "https://developer.mozilla.org/en-US/docs/Web/JavaScript", "source... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
ce3fb24bd0ba45400a6571cc | test | html_generation | web_docs | https://git-scm.com/doc | Git Documentation | documentation | php | distributed_systems | Create semantic HTML for a documentation about distributed_systems. | {"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", ... | 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 |
72e966cd8494cedcbc57de88 | test | dx_analysis | huggingface | https://huggingface.co/datasets/facebook/multilingual_librispeech | facebook/multilingual_librispeech | blog | ruby | nodejs | Perform a deep developer-experience analysis for a ruby project involving nodejs. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "facebook/multilingual_librispeech", "source_url": "https://huggingface.co/datasets/facebook/m... | === 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 | |
aa902c5f51ca20b63add2ee3 | test | accessibility_analysis | pypi | https://pypi.org/project/scrapy/ | scrapy | blog | typescript | kubernetes | Perform a deep multi-layer analysis of kubernetes for a blog using typescript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scrapy", "source_url": "https://pypi.org/project/scrapy/", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'scrapy' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
c86e6012b4e50f8b7e6f842d | test | documentation_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | admin_panel | scala | machine_learning | Perform a deep developer-experience analysis for a scala project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
cbb1a588f97e3c248871e529 | test | error_message_design | huggingface | https://huggingface.co/datasets/Mo7art/Stack2Graph_KG_javascript | Mo7art/Stack2Graph_KG_javascript | analytics | html | devops | Perform a deep developer-experience analysis for a html project involving devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Mo7art/Stack2Graph_KG_javascript", "source_url": "https://huggingface.co/datasets/Mo7art/Stac... | === 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 | |
55fa35b8507373fcd0ce243e | test | repository_architecture | codeberg | https://codeberg.org/ccoenen/Advent-of-Code-2018-JavaScript | ccoenen/Advent-of-Code-2018-JavaScript | dashboard | php | linux | Perform a deep multi-layer analysis of linux for a dashboard using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ccoenen/Advent-of-Code-2018-JavaScript", "source_url": "https://codeberg.org/ccoenen/Advent-o... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'ccoenen/Advent-of-Code-2018-JavaScript' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
346379da8849082442a8edf1 | test | repository_understanding | huggingface | https://huggingface.co/datasets/code-philia/mtpnet_tokens | code-philia/mtpnet_tokens | social_app | go | authentication | Perform a deep multi-layer analysis of authentication for a social_app using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "code-philia/mtpnet_tokens", "source_url": "https://huggingface.co/datasets/code-philia/mtpnet... | === 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 'code-philia/mtpnet_tokens' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
88572ff18b9221a9819ee3c5 | test | technical_research | codeberg | https://codeberg.org/import-benjamin/.dotfiles | import-benjamin/.dotfiles | portfolio | sql | redis | Perform a technical research task about redis, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "import-benjamin/.dotfiles", "source_url": "https://codeberg.org/import-benjamin/.dotfiles", "... | === SCOPE ===
Technical behavior of redis.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- import-benjamin/.dotfiles (https://codeberg.org/import-benjamin/.d... | web-research-coding-5m-1.1.0 | |
7d384c313f0e4fdbf5d92554 | test | architecture_analysis | stackexchange | https://stackoverflow.com/questions/415511/how-do-i-get-the-current-time-in-python | How do I get the current time in Python? | ecommerce | ruby | frontend | Perform a deep multi-layer analysis of frontend for a ecommerce 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": "How do I get the current time in Python?", "source_url": "https://stackoverflow.com/questions... | === 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 'How do I get the current time in Python?' as a source anchor and identify relevant APIs, depe... | web-research-coding-5m-1.1.0 | |
5702362c3452a1a66f10dc2b | test | information_architecture | huggingface | https://huggingface.co/datasets/code-rag-bench/programming-solutions | code-rag-bench/programming-solutions | marketplace | scala | 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": "code-rag-bench/programming-solutions", "source_url": "https://huggingface.co/datasets/code-ra... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
57b3c55933309306ae439a02 | test | upgrade_experience | pypi | https://pypi.org/project/pandas/ | pandas | finance | javascript | algorithms | Perform a deep developer-experience analysis for a javascript project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pandas", "source_url": "https://pypi.org/project/pandas/", "source_type": "package", "topic":... | === 1. 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 | |
59a39da0001463e8882166ed | test | search_query_rewrite | huggingface | https://huggingface.co/datasets/MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | MachineLearningLM/machinelearninglm-scm-synthetic-tabularml | admin_panel | kotlin | devops | Rewrite and improve a vague search query about devops 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": "MachineLearningLM/machinelearninglm-scm-synthetic-tabularml", "source_url": "https://huggingf... | === ORIGINAL (VAGUE) ===
how to do devops
=== REWRITTEN QUERIES ===
1. devops official documentation guide
2. devops production best practices 2025
3. devops common pitfalls and solutions
4. devops architecture patterns with examples
=== RATIONALE ===
Add intent (learn / implement / debug), specificity (version, fram... | web-research-coding-5m-1.1.0 | |
90c659c2490e6d4185317940 | test | api_developer_experience | huggingface | https://huggingface.co/datasets/amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2 | portfolio | php | javascript | Perform a deep developer-experience analysis for a php project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "amalia-llm/amalia-Nemotron-SFT-Competitive-Programming-v2", "source_url": "https://huggingfac... | === 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 | |
9078b7c701dc1a77a347d473 | test | design_to_code | huggingface | https://huggingface.co/datasets/openbmb/UltraData-Code | openbmb/UltraData-Code | community | javascript | react | Translate a community design into maintainable javascript code. | {"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... | 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 | |
d75fecd8db5a406f6a045449 | test | typescript_generation | 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? | education | swift | authorization | Implement TypeScript logic for a education. | {"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:... | 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 |
c4d5646bac12aa08af734b5d | test | dashboard | pypi | https://pypi.org/project/uvicorn/ | uvicorn | documentation | sql | docker | Design a production dashboard for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
75fa2dd76df991dfae813bc3 | test | api_developer_experience | pypi | https://pypi.org/project/django/ | django | marketplace | dart | mongodb | Perform a deep developer-experience analysis for a dart project involving mongodb. | {"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":... | === 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 | |
1d9b0bedc9a1397eca02399b | test | testing_experience | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | finance | dart | design_system | Perform a deep developer-experience analysis for a dart project involving design_system. | {"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... | === 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 | |
d81b92257016f372237b1d3c | test | design_consistency | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | finance | sql | javascript | Audit design consistency across a finance. | {"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", "... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
a895f9f635c470d85f627e9f | test | refactoring_dependency | npm | https://www.npmjs.com/package/prettier | prettier | marketplace | typescript | software_architecture | Refactor a typescript system related to software_architecture. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "prettier", "source_url": "https://www.npmjs.com/package/prettier", "source_type": "package", ... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Audit dependencies and isolate external integrations.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify developer-experienc... | web-research-coding-5m-1.1.0 | |
3738922a98ad2ba527a2044e | test | refactoring_api | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | admin_panel | rust | serverless | Refactor a rust system related to serverless. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 | |
eefcf0c17ef2804e81fb1094 | test | deep_technical_analysis | gitlab | https://gitlab.com/gitlab-ci-utils/gitlab-semgrep-plus | gitlab-ci-utils/gitlab-semgrep-plus | productivity | shell | ci_cd | Perform a deep multi-layer analysis of ci_cd 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": "gitlab-ci-utils/gitlab-semgrep-plus", "source_url": "https://gitlab.com/gitlab-ci-utils/gitla... | === 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 'gitlab-ci-utils/gitlab-semgrep-plus' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
9a2c70c07e20ff47448b2fc3 | test | developer_onboarding | npm | https://www.npmjs.com/package/fastify | fastify | community | html | sql | Perform a deep developer-experience analysis for a html project involving sql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
12a6d3a0409be08b3a398bfa | test | seo_fix | huggingface | https://huggingface.co/datasets/CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus | CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus | blog | rust | python | Create an SEO improvement plan for a blog about python. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoIR-Retrieval/CodeSearchNet-javascript-queries-corpus", "source_url": "https://huggingface.c... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
67e6c44b660703f67079cec3 | test | ux_design | npm | https://www.npmjs.com/package/react | react | saas | python | distributed_systems | Design the complete UX flow of a saas for distributed_systems. | {"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. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
38eee32facc52f3ec212dda1 | test | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | blog | shell | linux | Perform a deep multi-layer analysis of linux for a blog 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": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
8bfadd1ddcdacf773b79dd76 | test | web_search_query | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | landing_page | java | typescript | Write an effective web search query to research the topic: typescript. | {"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... | === QUERY ===
typescript best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- typescript
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-... | web-research-coding-5m-1.1.0 | |
b09b0365b032c7714924cf51 | test | ux_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | education | javascript | data_engineering | Perform a deep multi-layer analysis of data_engineering 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 1. PROBLEM ===
Define the exact problem involving data_engineering. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_engineering. Use 'Performance' as a source anchor and identify relevant APIs, dependencies, ver... | web-research-coding-5m-1.1.0 | |
4cddccf2247ffb4a4c900822 | test | refactoring_legacy_code | huggingface | https://huggingface.co/datasets/Aaqqid/OCR-Synthetic-Multilingual-v1 | Aaqqid/OCR-Synthetic-Multilingual-v1 | marketplace | dart | user_experience | Refactor a dart system related to user_experience. Focus on refactoring legacy code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Aaqqid/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Aaqqid/... | === 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 | |
9e7340248acfc48a01004d95 | test | repository_comparison | stackexchange | https://stackoverflow.com/questions/34968722/how-to-implement-the-softmax-function-in-python | How to implement the Softmax function in Python? | social_app | python | devops | Perform a deep multi-layer analysis of devops for a social_app using python. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to implement the Softmax function in Python?", "source_url": "https://stackoverflow.com/q... | === 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 'How to implement the Softmax function in Python?' as a source anchor and identify relevant APIs, ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
3b9331d53dcf4a8297feaec3 | test | documentation_lookup | web_docs | https://docs.djangoproject.com/ | Django Documentation | admin_panel | typescript | computer_vision | Find and summarize the relevant documentation for computer_vision. | {"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... | === RELEVANT DOCS ===
- Django Documentation
https://docs.djangoproject.com/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
6dff846d15efd8173c581659 | test | source_comparison | gitlab | https://gitlab.com/mailman/hyperkitty | mailman/hyperkitty | saas | c | data_engineering | Compare multiple sources about data_engineering 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": "mailman/hyperkitty", "source_url": "https://gitlab.com/mailman/hyperkitty", "source_type": "r... | === SOURCES ===
- mailman/hyperkitty (https://gitlab.com/mailman/hyperkitty)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outda... | web-research-coding-5m-1.1.0 | |
8b06d641759eca4cc32ce466 | test | api_developer_experience | web_docs | https://docs.docker.com/ | Docker Documentation | saas | javascript | distributed_systems | Perform a deep developer-experience analysis for a javascript project involving distributed_systems. | {"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... | === 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 | |
be5fa84426119383a734a72f | test | design_to_code | codeberg | https://codeberg.org/UI-Programming-23-24/01-web_basics_and_git-Kyle-Donovan | UI-Programming-23-24/01-web_basics_and_git-Kyle-Donovan | search_interface | html | postgresql | Translate a search_interface design into maintainable html code. | {"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-Kyle-Donovan", "source_url": "https://codeberg.org... | 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 | |
c191a479807a5252e4059083 | test | integration_testing | huggingface | https://huggingface.co/datasets/liangnanying/cifar-10-python | liangnanying/cifar-10-python | saas | python | html | Design integration tests for a python system involving html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "liangnanying/cifar-10-python", "source_url": "https://huggingface.co/datasets/liangnanying/ci... | Test real component boundaries, persistence, configuration, external interfaces, errors, cleanup, and realistic workflows. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
af18c254931c6c9b476d2532 | test | ux_design | github | https://github.com/httpie/cli | httpie/cli | blog | php | rest_api | Design the complete UX flow of a blog for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpie/cli", "source_url": "https://github.com/httpie/cli", "source_type": "repository", "top... | Map user goals, entry points, navigation, primary actions, feedback, loading states, empty states, errors, recovery paths, and completion. | web-research-coding-5m-1.1.0 | |
9c3d3a2adb1a3a04a19647fe | test | refactoring_readability | codeberg | https://codeberg.org/I-ATE-OREO/2025 | I-ATE-OREO/2025 | ecommerce | javascript | api_design | Refactor a javascript system related to api_design. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "I-ATE-OREO/2025", "source_url": "https://codeberg.org/I-ATE-OREO/2025", "source_type": "repos... | === 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 | |
c594daf8f2988cef4f9d7e5a | test | upgrade_experience | pypi | https://pypi.org/project/django/ | django | marketplace | rust | serverless | Perform a deep developer-experience analysis for a rust project involving serverless. | {"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":... | === 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 | |
69369547cf41f4ace7a5f56e | test | landing_page | stackexchange | https://stackoverflow.com/questions/16525430/npm-check-and-update-package-if-needed | npm check and update package if needed | search_interface | javascript | devops | Design a landing page for a devops product. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "npm check and update package if needed", "source_url": "https://stackoverflow.com/questions/1... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
7c781d880442582301b29228 | test | design_accessibility | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | admin_panel | scala | frontend | Audit accessibility for a admin_panel. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
e624e8bc651e31504474d54c | test | deployment_experience | huggingface | https://huggingface.co/datasets/ellamind/arc-multilingual | ellamind/arc-multilingual | community | c | authorization | Perform a deep developer-experience analysis for a c project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ellamind/arc-multilingual", "source_url": "https://huggingface.co/datasets/ellamind/arc-multi... | === 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 | |
da595f9370b0bf6e878bd756 | test | typescript_generation | npm | https://www.npmjs.com/package/typescript | typescript | social_app | html | sql | Implement TypeScript logic for a social_app. | {"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... | 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 |
5bb67bc9e2693929ab587db0 | test | multi_hop_research | npm | https://www.npmjs.com/package/webpack | webpack | developer_tool | css | documentation | Perform multi-hop research about documentation: start from a source, follow references, and combine findings. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | === HOP 1 ===
Start at: webpack
https://www.npmjs.com/package/webpack
Extract core claims and references.
=== HOP 2 ===
Follow references to official docs, RFCs, or specs.
Extract primary-source evidence.
=== HOP 3 ===
Check community discussions for real-world issues.
Extract failure modes and workarounds.
=== SYNT... | web-research-coding-5m-1.1.0 | |
bbd4afdcbe7dbc5b530fa4d7 | test | form_ui | pypi | https://pypi.org/project/pytest/ | pytest | community | sql | caching | Design an accessible form for caching. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pytest", "source_url": "https://pypi.org/project/pytest/", "source_type": "package", "topic":... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
b0297a4336b609ece5545961 | test | repository_issue_reasoning | codeberg | https://codeberg.org/angks/100-exercises-to-learn-rust | angks/100-exercises-to-learn-rust | productivity | typescript | testing | Perform a deep multi-layer analysis of testing for a productivity 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": "angks/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/angks/100-exercises-t... | === 1. PROBLEM ===
Define the exact problem involving testing. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around testing. Use 'angks/100-exercises-to-learn-rust' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
99ea1e1bf1550ff76f2eae17 | test | refactoring_architecture | npm | https://www.npmjs.com/package/react | react | dashboard | cpp | api_design | Refactor a cpp system related to api_design. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "react", "source_url": "https://www.npmjs.com/package/react", "source_type": "package", "topic... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
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 | |
94f42a6ea0738f2c79adecec | test | visual_hierarchy | codeberg | https://codeberg.org/UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2 | UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2 | analytics | python | database | Improve visual hierarchy in a analytics. | {"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-Jack-Sweeney2", "source_url": "https://codeberg.or... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
139d2468e67f4eda1d3c0a09 | test | refactoring_maintainability | huggingface | https://huggingface.co/datasets/shangshang/programming-interview-zh-ultimate | shangshang/programming-interview-zh-ultimate | productivity | dart | machine_learning | Refactor a dart system related to machine_learning. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "shangshang/programming-interview-zh-ultimate", "source_url": "https://huggingface.co/datasets... | === 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 | |
9d34329b1b93e900cb8e12ee | test | dependency_impact_analysis | npm | https://www.npmjs.com/package/jest | jest | ecommerce | php | kubernetes | Perform a deep multi-layer analysis of kubernetes for a ecommerce using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
77939ca369395b7145819c1e | test | design_review | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | social_app | kotlin | web_accessibility | 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
47b12e83aab921069b31af8c | test | ui_design | gitlab | https://gitlab.com/antora/antora | antora/antora | saas | rust | database | Design a production-quality UI for a saas focused on database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "antora/antora", "source_url": "https://gitlab.com/antora/antora", "source_type": "repository"... | Define layout, typography, spacing, hierarchy, components, states, responsive behavior, and accessibility. | web-research-coding-5m-1.1.0 | |
890bf2540f5bef32780f9116 | test | source_selection | pypi | https://pypi.org/project/rich/ | rich | social_app | javascript | computer_vision | Select the most reliable sources to research computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rich", "source_url": "https://pypi.org/project/rich/", "source_type": "package", "topic": "co... | === 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 | |
bd1abe2b98ce6b4975b3f627 | test | refactoring_scalability | stackexchange | https://stackoverflow.com/questions/5137497/find-the-current-directory-and-files-directory | Find the current directory and file's directory | portfolio | swift | caching | Refactor a swift system related to caching. Focus on refactoring scalability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Find the current directory and file's directory", "source_url": "https://stackoverflow.co... | === 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 | |
e884f7d3fb48105ef6bcd684 | test | developer_onboarding | stackexchange | https://stackoverflow.com/questions/46155/how-can-i-validate-an-email-address-in-javascript | How can I validate an email address in JavaScript? | developer_tool | 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": "How can I validate an email address in JavaScript?", "source_url": "https://stackoverflow.com... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
90979173c148d7687a5615c4 | test | refactoring_architecture | gitlab | https://gitlab.com/jfolz/datadings | jfolz/datadings | landing_page | rust | database | Refactor a rust system related to database. Focus on refactoring architecture. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jfolz/datadings", "source_url": "https://gitlab.com/jfolz/datadings", "source_type": "reposit... | === 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 | |
7336d2700a569db3903e2004 | test | design_review | pypi | https://pypi.org/project/scrapy/ | scrapy | search_interface | scala | developer_experience | Perform a professional design review of a search_interface. | {"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":... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
409e69c65e39366205443b62 | test | web_search_query | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | ecommerce | cpp | distributed_systems | Write an effective web search query to research the topic: distributed_systems. | {"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... | === QUERY ===
distributed_systems best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- distributed_systems
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official do... | web-research-coding-5m-1.1.0 | |
c3ab01931fbeb1f730a5f7ce | test | repository_dependency_analysis | npm | https://www.npmjs.com/package/next | next | productivity | rust | linux | Perform a deep multi-layer analysis of linux for a productivity 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": "next", "source_url": "https://www.npmjs.com/package/next", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving linux. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around linux. Use 'next' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technic... | web-research-coding-5m-1.1.0 | |
133d80e0d884bc78e1cec9bf | test | react_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | landing_page | c | testing | Design React components for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | 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 |
2324054bc6e1c8db15bfa5c8 | test | scalability_analysis | gitlab | https://gitlab.com/hnickisch/gpml-matlab | hnickisch/gpml-matlab | finance | shell | deep_learning | Perform a deep multi-layer analysis of deep_learning for a finance 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": "hnickisch/gpml-matlab", "source_url": "https://gitlab.com/hnickisch/gpml-matlab", "source_typ... | === 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 'hnickisch/gpml-matlab' as a source anchor and identify relevant APIs, dependencies,... | web-research-coding-5m-1.1.0 | |
35225979f033d75279fc960a | test | refactoring_api | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | social_app | shell | caching | Refactor a shell system related to caching. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | === 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 | |
f65ca984b1e2ff7ffd93578d | test | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | finance | java | kubernetes | Perform a deep multi-layer analysis of kubernetes 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": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 1. PROBLEM ===
Define the exact problem involving kubernetes. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around kubernetes. Use 'HTML' as a source anchor and identify relevant APIs, dependencies, versions, standards, a... | web-research-coding-5m-1.1.0 | |
c81e6bef864b2375272e4d28 | test | design_review | huggingface | https://huggingface.co/datasets/semeru/code-text-javascript | semeru/code-text-javascript | education | go | testing | Perform a professional design review of a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "semeru/code-text-javascript", "source_url": "https://huggingface.co/datasets/semeru/code-text... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
bc2ef17b7ba97aae113c81f4 | test | visual_hierarchy | github | https://github.com/ant-design/ant-design | ant-design/ant-design | blog | sql | authentication | 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": "ant-design/ant-design", "source_url": "https://github.com/ant-design/ant-design", "source_typ... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 |
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