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8ee961b48d54d21ecac11802 | test | evidence_chain_analysis | huggingface | https://huggingface.co/datasets/CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | CohereLabs/wikipedia-2023-11-embed-multilingual-v3 | landing_page | php | ci_cd | Perform a deep multi-layer analysis of ci_cd for a landing_page 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": "CohereLabs/wikipedia-2023-11-embed-multilingual-v3", "source_url": "https://huggingface.co/da... | === 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 'CohereLabs/wikipedia-2023-11-embed-multilingual-v3' as a source anchor and identify relevant APIs, ... | web-research-coding-5m-1.1.0 | |
0cbe47d6cd6a4976e8035396 | test | form_ui | web_docs | https://fastapi.tiangolo.com/ | FastAPI Documentation | education | dart | nlp | Design an accessible form for nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "FastAPI Documentation", "source_url": "https://fastapi.tiangolo.com/", "source_type": "docume... | Use labels, validation, clear errors, keyboard navigation, appropriate autocomplete, and accessible status messaging. | web-research-coding-5m-1.1.0 | |
07d4eb33df932302d03ebf34 | test | interaction_design | huggingface | https://huggingface.co/datasets/CoderOfCode/ship-tracking-data | CoderOfCode/ship-tracking-data | landing_page | ruby | algorithms | Design interaction states for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CoderOfCode/ship-tracking-data", "source_url": "https://huggingface.co/datasets/CoderOfCode/s... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
69ed5376f88a4694e82b9705 | test | documentation_page | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | landing_page | scala | css | Design a developer documentation page for css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
a5c8e8d655996c64558c6838 | test | design_review | huggingface | https://huggingface.co/datasets/multilingual-discourse-hub/disrpt | multilingual-discourse-hub/disrpt | dashboard | rust | nlp | Perform a professional design review of a dashboard. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "multilingual-discourse-hub/disrpt", "source_url": "https://huggingface.co/datasets/multilingu... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
8204cbae382ef966f91d1ff9 | test | testing_experience | stackexchange | https://stackoverflow.com/questions/5726729/how-to-parse-json-using-node-js | How to parse JSON using Node.js? | dashboard | java | javascript | Perform a deep developer-experience analysis for a java project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to parse JSON using Node.js?", "source_url": "https://stackoverflow.com/questions/5726729... | === 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 | |
596759fc8f13933884720aea | test | dependency_impact_analysis | web_docs | https://kubernetes.io/docs/ | Kubernetes Documentation | finance | kotlin | docker | Perform a deep multi-layer analysis of docker for a finance using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Kubernetes Documentation", "source_url": "https://kubernetes.io/docs/", "source_type": "docum... | === 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 'Kubernetes Documentation' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
8c81eabaf3c92a4a8d7b58ea | test | multi_hop_research | huggingface | https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo | yourbench/aws_bedrock_documentation_demo | search_interface | css | api_design | Perform multi-hop research about api_design: 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": "yourbench/aws_bedrock_documentation_demo", "source_url": "https://huggingface.co/datasets/you... | === HOP 1 ===
Start at: yourbench/aws_bedrock_documentation_demo
https://huggingface.co/datasets/yourbench/aws_bedrock_documentation_demo
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... | web-research-coding-5m-1.1.0 | |
9f691f06193f43941dbff6df | test | seo_fix | huggingface | https://huggingface.co/datasets/corniclr25/stack-mined-javascript-v1 | corniclr25/stack-mined-javascript-v1 | saas | shell | computer_vision | Create an SEO improvement plan for a saas about computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "corniclr25/stack-mined-javascript-v1", "source_url": "https://huggingface.co/datasets/cornicl... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
684c7becfb7e59323ad6c685 | test | code_review | npm | https://www.npmjs.com/package/axios | axios | documentation | shell | computer_vision | Perform a production code review of shell code related to computer_vision. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axios", "source_url": "https://www.npmjs.com/package/axios", "source_type": "package", "topic... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
14833b84b5fd5cf7b3b5e8fa | test | scalability_analysis | pypi | https://pypi.org/project/httpx/ | httpx | search_interface | javascript | frontend | Perform a deep multi-layer analysis of frontend for a search_interface using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving frontend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around frontend. Use 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
eeae2fa0bfb06443900e17f0 | test | performance_analysis | stackexchange | https://stackoverflow.com/questions/34570758/why-do-we-need-middleware-for-async-flow-in-redux | Why do we need middleware for async flow in Redux? | community | java | kubernetes | Perform a deep multi-layer analysis of kubernetes for a community 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": "Why do we need middleware for async flow in Redux?", "source_url": "https://stackoverflow.com... | === 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 'Why do we need middleware for async flow in Redux?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
1d2c7d04874ad5df7cb33545 | test | interaction_design | huggingface | https://huggingface.co/datasets/facebook/multilingual_librispeech | facebook/multilingual_librispeech | dashboard | php | fullstack | Design interaction states for a dashboard. | {"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... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
adece57e35380bbb22356b9a | test | dashboard | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | education | typescript | html | Design a production dashboard for html. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
4b3d10d5ab4f483f64ea577f | test | documentation_lookup | codeberg | https://codeberg.org/ZelphirKaltstahl/100-exercises-to-learn-rust | ZelphirKaltstahl/100-exercises-to-learn-rust | community | rust | typescript | Find and summarize the relevant documentation for typescript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ZelphirKaltstahl/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/ZelphirKal... | === RELEVANT DOCS ===
- ZelphirKaltstahl/100-exercises-to-learn-rust
https://codeberg.org/ZelphirKaltstahl/100-exercises-to-learn-rust
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1... | web-research-coding-5m-1.1.0 | |
66115fb580c41af867a54f27 | test | design_tokens | stackexchange | https://stackoverflow.com/questions/122102/what-is-the-most-efficient-way-to-deep-clone-an-object-in-javascript | What is the most efficient way to deep clone an object in JavaScript? | saas | java | microservices | Create design tokens for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the most efficient way to deep clone an object in JavaScript?", "source_url": "https:... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
742cf6ff9c4b21fc591d8748 | test | architecture_analysis | web_docs | https://www.postgresql.org/docs/ | PostgreSQL Documentation | search_interface | c | observability | Perform a deep multi-layer analysis of observability for a search_interface using c. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "PostgreSQL Documentation", "source_url": "https://www.postgresql.org/docs/", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'PostgreSQL Documentation' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
96302ed10cd6e1cc2be6d7d7 | test | data_structure_design | huggingface | https://huggingface.co/datasets/SpeedyChuck/codetorch-archive | SpeedyChuck/codetorch-archive | developer_tool | typescript | design_system | Design a data structure in typescript for design_system. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "SpeedyChuck/codetorch-archive", "source_url": "https://huggingface.co/datasets/SpeedyChuck/co... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
8c56a1d774750eb0089493cd | test | developer_experience | huggingface | https://huggingface.co/datasets/Delcastillo8/machine_learning_project | Delcastillo8/machine_learning_project | admin_panel | java | user_experience | Perform a deep developer-experience analysis for a java project involving user_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Delcastillo8/machine_learning_project", "source_url": "https://huggingface.co/datasets/Delcas... | === 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 | |
e623c8b62fa375199bdc19a9 | test | design_consistency | codeberg | https://codeberg.org/ikhsan3adi/absensi-karyawan-gps-barcode | ikhsan3adi/absensi-karyawan-gps-barcode | finance | shell | rest_api | 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": "ikhsan3adi/absensi-karyawan-gps-barcode", "source_url": "https://codeberg.org/ikhsan3adi/abse... | Check repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
3afc59af416464ccb02c5242 | test | typescript_generation | pypi | https://pypi.org/project/rich/ | rich | search_interface | scala | software_architecture | Implement TypeScript logic for a search_interface. | {"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": "so... | 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 |
1b1e382f462883a163cb1484 | test | documentation_experience | huggingface | https://huggingface.co/datasets/AffineFoundation/rl-python | AffineFoundation/rl-python | finance | typescript | backend | Perform a deep developer-experience analysis for a typescript project involving backend. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AffineFoundation/rl-python", "source_url": "https://huggingface.co/datasets/AffineFoundation/... | === 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 | |
4ebd053738759d41c13e0388 | test | code_review | huggingface | https://huggingface.co/datasets/theblackcat102/evol-codealpaca-v1 | theblackcat102/evol-codealpaca-v1 | portfolio | scala | security | Perform a production code review of scala code related to security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "theblackcat102/evol-codealpaca-v1", "source_url": "https://huggingface.co/datasets/theblackca... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
54e81febdf47bc22d9df4abd | test | react_generation | npm | https://www.npmjs.com/package/jest | jest | finance | scala | observability | Design React components for a finance. | {"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":... | 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 |
885a17c8f98c69e52fea9c5f | test | system_analysis | web_docs | https://react.dev/ | React Documentation | saas | go | data_structures | Perform a deep multi-layer analysis of data_structures for a saas using go. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React Documentation", "source_url": "https://react.dev/", "source_type": "documentation", "to... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'React Documentation' as a source anchor and identify relevant APIs, dependencie... | web-research-coding-5m-1.1.0 | |
968c4296742dce4cee9ccff0 | test | performance_fix | huggingface | https://huggingface.co/datasets/darkknight25/Vulnerable_Programming_Dataset | darkknight25/Vulnerable_Programming_Dataset | search_interface | python | fullstack | Create a web-performance optimization plan for a search_interface. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "darkknight25/Vulnerable_Programming_Dataset", "source_url": "https://huggingface.co/datasets/... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
aca89ec5bb8b4b79a6f361e2 | test | scalability_analysis | huggingface | https://huggingface.co/datasets/smohammadi/the-stack-v2-python-shuffle | smohammadi/the-stack-v2-python-shuffle | developer_tool | cpp | design_system | Perform a deep multi-layer analysis of design_system for a developer_tool using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "smohammadi/the-stack-v2-python-shuffle", "source_url": "https://huggingface.co/datasets/smoha... | === 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 'smohammadi/the-stack-v2-python-shuffle' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
baa0a385f50f45ba7c141174 | test | ux_design | gitlab | https://gitlab.com/peryl/peryl | peryl/peryl | productivity | php | linux | Design the complete UX flow of a productivity for linux. | {"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... | 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 | |
8602162bc45a9deda74bd7fa | test | repository_understanding | pypi | https://pypi.org/project/requests/ | requests | portfolio | typescript | user_experience | Perform a deep multi-layer analysis of user_experience for a portfolio 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": "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 | |
902ccd220a84def919d0aadb | test | search_intent_classification | pypi | https://pypi.org/project/gradio/ | gradio | marketplace | typescript | observability | Classify the search intent for a query about observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 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 ===
"observability vs alternatives"
=== CLASSIFICATION ===
Comparative / informatio... | web-research-coding-5m-1.1.0 | |
c67894940d64c3c5d03571c1 | test | typescript_generation | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | admin_panel | ruby | nlp | Implement TypeScript logic for a admin_panel. | {"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... | 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 |
0a5c7e40016d3da7d8078ac3 | test | html_generation | gitlab | https://gitlab.com/mailman/hyperkitty | mailman/hyperkitty | productivity | html | python | Create semantic HTML for a productivity about python. | {"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... | 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 |
c9f2377d332c53c7f133fd12 | test | api_developer_experience | huggingface | https://huggingface.co/datasets/sauravjoshi23/aws-documentation-chunked | sauravjoshi23/aws-documentation-chunked | blog | go | web_performance | Perform a deep developer-experience analysis for a go project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "sauravjoshi23/aws-documentation-chunked", "source_url": "https://huggingface.co/datasets/saur... | === 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 | |
8e84b273876ac82ed4e9f5ba | test | upgrade_experience | github | https://github.com/ruvnet/ruflo | ruvnet/ruflo | admin_panel | rust | distributed_systems | Perform a deep developer-experience analysis for a rust project involving distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ruvnet/ruflo", "source_url": "https://github.com/ruvnet/ruflo", "source_type": "repository", ... | === 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 | |
8a7503b8b36b8462dacd00d6 | test | landing_page | npm | https://www.npmjs.com/package/prettier | prettier | portfolio | shell | design_system | Design a landing page for a design_system product. | {"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", ... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
358254da549fd856c2500f9a | test | technical_research | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | landing_page | ruby | linux | Perform a technical research task about linux, focused on implementation details. | {"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... | === SCOPE ===
Technical behavior of linux.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- TypeScript Documentation (https://www.typescriptlang.org/docs/)
- ... | web-research-coding-5m-1.1.0 | |
bdd0b2b0329a3ca7b6b80c36 | test | maintainability_analysis | gitlab | https://gitlab.com/materials-modeling/icet | materials-modeling/icet | community | scala | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a community using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "materials-modeling/icet", "source_url": "https://gitlab.com/materials-modeling/icet", "source... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'materials-modeling/icet' as a source anchor and identify relevant APIs,... | web-research-coding-5m-1.1.0 | |
b43a5c52e6143b1ce5947599 | test | performance_fix | stackexchange | https://stackoverflow.com/questions/133051/what-is-the-difference-between-visibilityhidden-and-displaynone | What is the difference between visibility:hidden and display:none? | landing_page | shell | web_performance | Create a web-performance optimization plan for a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between visibility:hidden and display:none?", "source_url": "https://s... | Measure first, then optimize bundle size, images, network requests, rendering, caching, and critical resources. | web-research-coding-5m-1.1.0 | |
39a93c70fc16490361a308ea | test | architecture_analysis | codeberg | https://codeberg.org/vvlad/_cargo-index | vvlad/_cargo-index | analytics | swift | observability | Perform a deep multi-layer analysis of observability for a analytics 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": "vvlad/_cargo-index", "source_url": "https://codeberg.org/vvlad/_cargo-index", "source_type": ... | === 1. PROBLEM ===
Define the exact problem involving observability. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around observability. Use 'vvlad/_cargo-index' as a source anchor and identify relevant APIs, dependencies, ve... | web-research-coding-5m-1.1.0 | |
c81967d9c0d3e869f60efae7 | test | architecture_analysis | stackexchange | https://stackoverflow.com/questions/3508605/how-can-i-transition-height-0-to-height-auto-using-css | How can I transition height: 0; to height: auto; using CSS? | blog | javascript | docker | Perform a deep multi-layer analysis of docker for a blog using javascript. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I transition height: 0; to height: auto; using CSS?", "source_url": "https://stackove... | === 1. PROBLEM ===
Define the exact problem involving docker. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around docker. Use 'How can I transition height: 0; to height: auto; using CSS?' as a source anchor and identify rele... | web-research-coding-5m-1.1.0 | |
5dc69121aa43d0c60db2b45f | test | evidence_extraction | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | portfolio | php | fullstack | Extract verifiable evidence about fullstack from the given source. | {"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... | === SOURCE ===
JavaScript
https://developer.mozilla.org/en-US/docs/Web/JavaScript
=== EVIDENCE ITEMS ===
1. Explicit claims made by the source
2. Code examples or API signatures
3. Version / compatibility statements
4. Performance or security notes
=== QUALITY CHECK ===
- Is the claim specific and testable?
- Is the ... | web-research-coding-5m-1.1.0 | |
07d26997927bede995133d78 | test | documentation_lookup | pypi | https://pypi.org/project/flask/ | flask | landing_page | css | distributed_systems | Find and summarize the relevant documentation for distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "flask", "source_url": "https://pypi.org/project/flask/", "source_type": "package", "topic": "... | === RELEVANT DOCS ===
- flask
https://pypi.org/project/flask/
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize each section in 1–3 sentences and quote exact signatures where relevant. | web-research-coding-5m-1.1.0 | |
82b4d72ad3ad53aedf017e2b | test | design_system | github | https://github.com/parcel-bundler/parcel | parcel-bundler/parcel | finance | cpp | web_performance | Create a scalable design system for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "parcel-bundler/parcel", "source_url": "https://github.com/parcel-bundler/parcel", "source_typ... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
7f9c9611d881d387583c4234 | test | documentation_page | huggingface | https://huggingface.co/datasets/Shuu12121/github-file-programs-dataset-javascript | Shuu12121/github-file-programs-dataset-javascript | education | kotlin | fullstack | Design a developer documentation page for fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/github-file-programs-dataset-javascript", "source_url": "https://huggingface.co/dat... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
f558165fd652cdd5817fb567 | test | refactoring_readability | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | productivity | dart | docker | Refactor a dart system related to docker. Focus on refactoring readability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve naming, control flow, function boundaries, and local reasoning.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
d4ca4b30b0b3b3abfa6c64c8 | test | css_generation | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | social_app | cpp | devops | Create responsive CSS for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Use reusable rules, responsive layouts, scalable typography, spacing, focus states, and mobile support. | :root {
--space: 1rem;
}
* {
box-sizing: border-box;
}
body {
margin: 0;
font-family: system-ui, sans-serif;
}
.container {
width: min(100% - 2rem, 1200px);
margin-inline: auto;
} | web-research-coding-5m-1.1.0 |
551a13ef10fc5bd0926c0293 | test | developer_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | community | java | documentation | Perform a deep developer-experience analysis for a java project involving documentation. | {"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. 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 | |
75956df3dde0512556f52688 | test | visual_hierarchy | gitlab | https://gitlab.com/ternaris/rosbags | ternaris/rosbags | productivity | c | redis | Improve visual hierarchy in a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ternaris/rosbags", "source_url": "https://gitlab.com/ternaris/rosbags", "source_type": "repos... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
8d7dea1736ce66e738ec5092 | test | design_review | gitlab | https://gitlab.com/govbr-ds/bibliotecas/javascript/govbr-ds-core | govbr-ds/bibliotecas/javascript/govbr-ds-core | productivity | sql | kubernetes | Perform a professional design review of a productivity. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "govbr-ds/bibliotecas/javascript/govbr-ds-core", "source_url": "https://gitlab.com/govbr-ds/bi... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
8648fc4ffb7bf95540a8dd2a | test | security_analysis | huggingface | https://huggingface.co/datasets/ytzi/the-stack-dedup-python-filtered-all | ytzi/the-stack-dedup-python-filtered-all | saas | kotlin | linux | Perform a deep multi-layer analysis of linux for a saas using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ytzi/the-stack-dedup-python-filtered-all", "source_url": "https://huggingface.co/datasets/ytz... | === 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 'ytzi/the-stack-dedup-python-filtered-all' as a source anchor and identify relevant APIs, dependenci... | web-research-coding-5m-1.1.0 | |
78e90515736fb9b4bb32ed71 | test | documentation_lookup | web_docs | https://go.dev/doc/ | Go Documentation | saas | css | developer_experience | Find and summarize the relevant documentation for developer_experience. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Go Documentation", "source_url": "https://go.dev/doc/", "source_type": "documentation", "topi... | === RELEVANT DOCS ===
- Go Documentation
https://go.dev/doc/
- 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 | |
3df2ffd31a2415bb789c3cb3 | test | design_accessibility | pypi | https://pypi.org/project/uvicorn/ | uvicorn | saas | cpp | graphql | Audit accessibility for a saas. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
032d37b5da7dc954ee03db89 | test | design_accessibility | web_docs | https://docs.djangoproject.com/ | Django Documentation | saas | php | ci_cd | Audit accessibility for a saas. | {"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... | Check semantic structure, keyboard navigation, focus visibility, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
ec03b88a0092656b6facb4d7 | test | refactoring_dependency | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | education | java | caching | Refactor a java system related to caching. Focus on refactoring dependency. | {"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 ===
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 | |
0c0974299a7d815aa1a3464b | test | interaction_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | education | rust | nlp | Design interaction states for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
496e0ee1800776d21bdfdcd1 | test | system_analysis | huggingface | https://huggingface.co/datasets/lightonai/multilingual-embeddings-pre-training-curated | lightonai/multilingual-embeddings-pre-training-curated | marketplace | java | ci_cd | Perform a deep multi-layer analysis of ci_cd for a marketplace 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": "lightonai/multilingual-embeddings-pre-training-curated", "source_url": "https://huggingface.c... | === 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 'lightonai/multilingual-embeddings-pre-training-curated' as a source anchor and identify relevant AP... | web-research-coding-5m-1.1.0 | |
b564a44886c85cc04ecf4db4 | test | repository_understanding | stackexchange | https://stackoverflow.com/questions/2189452/what-is-the-difference-between-margin-and-padding-in-css | What is the difference between margin and padding in CSS? | productivity | go | documentation | Perform a deep multi-layer analysis of documentation for a productivity 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": "What is the difference between margin and padding in CSS?", "source_url": "https://stackoverf... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'What is the difference between margin and padding in CSS?' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
6e44fd85d163a1e10cabb679 | test | product_analysis | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | analytics | swift | security | Perform a deep multi-layer analysis of security for a analytics 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": "argrento/100-exercises-to-learn-rust", "source_url": "https://codeberg.org/argrento/100-exerc... | === 1. PROBLEM ===
Define the exact problem involving security. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around security. Use 'argrento/100-exercises-to-learn-rust' as a source anchor and identify relevant APIs, dependen... | web-research-coding-5m-1.1.0 | |
d8802018a690b97495f906c6 | test | repository_comparison | npm | https://www.npmjs.com/package/express | express | admin_panel | go | distributed_systems | Perform a deep multi-layer analysis of distributed_systems for a admin_panel 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": "express", "source_url": "https://www.npmjs.com/package/express", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving distributed_systems. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around distributed_systems. Use 'express' as a source anchor and identify relevant APIs, dependencies, v... | web-research-coding-5m-1.1.0 | |
c7d332aa6bd333d8c4d7bc0d | test | refactoring_observability | gitlab | https://gitlab.com/vgg/via-suite/via | vgg/via-suite/via | blog | scala | web_performance | Refactor a scala system related to web_performance. Focus on refactoring observability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vgg/via-suite/via", "source_url": "https://gitlab.com/vgg/via-suite/via", "source_type": "rep... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve logging, metrics, tracing, diagnostics, and failure visibility.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Identify d... | web-research-coding-5m-1.1.0 | |
bbcd4a8c1113a56d719a6ceb | test | scalability_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | finance | ruby | developer_experience | Perform a deep multi-layer analysis of developer_experience for a finance using ruby. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | === 1. PROBLEM ===
Define the exact problem involving developer_experience. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around developer_experience. Use 'Web APIs' as a source anchor and identify relevant APIs, dependencies... | web-research-coding-5m-1.1.0 | |
290a5309147aad4abfdfc329 | test | refactoring_maintainability | web_docs | https://docs.djangoproject.com/ | Django Documentation | search_interface | go | testing | Refactor a go system related to testing. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Django Documentation", "source_url": "https://docs.djangoproject.com/", "source_type": "docum... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve 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 | |
99377b8872699dd895cd1ae9 | test | design_consistency | pypi | https://pypi.org/project/torch/ | torch | ecommerce | go | software_architecture | Audit design consistency across a ecommerce. | {"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 repeated patterns, component variants, spacing, typography, interaction states, terminology, and responsiveness. | web-research-coding-5m-1.1.0 | |
0224b082c45ea2ca4859a8e1 | test | refactoring_dependency | codeberg | https://codeberg.org/amkaii/.cs-webapi | amkaii/.cs-webapi | ecommerce | dart | observability | Refactor a dart system related to observability. Focus on refactoring dependency. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "amkaii/.cs-webapi", "source_url": "https://codeberg.org/amkaii/.cs-webapi", "source_type": "r... | === 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 | |
a2622ac806c24e0a9fb63500 | test | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/JavaScript | JavaScript | marketplace | scala | web_performance | Design a scala algorithm for a web_performance problem. | {"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... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
2540455d0f42616a3df08d23 | test | web_search_query | huggingface | https://huggingface.co/datasets/BatsResearch/trove-lib-documentation-assets | BatsResearch/trove-lib-documentation-assets | productivity | sql | graphql | Write an effective web search query to research the topic: graphql. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "BatsResearch/trove-lib-documentation-assets", "source_url": "https://huggingface.co/datasets/... | === QUERY ===
graphql best practices documentation tutorial
=== INTENT ===
Find authoritative documentation, tutorials, and real-world examples related to the topic.
=== KEYWORDS ===
- graphql
- documentation
- best practices
- examples
- reference
=== SOURCE PREFERENCE ===
Prefer official documentation, well-mainta... | web-research-coding-5m-1.1.0 | |
9484dfd48de68231e7b7f85d | test | documentation_experience | stackexchange | https://stackoverflow.com/questions/20626685/how-do-i-set-distance-between-flexbox-items | How do I set distance between flexbox items? | documentation | cpp | machine_learning | Perform a deep developer-experience analysis for a cpp project involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I set distance between flexbox items?", "source_url": "https://stackoverflow.com/quest... | === 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 | |
13a903fe25183e084090ce29 | test | repository_understanding | npm | https://www.npmjs.com/package/fastify | fastify | finance | javascript | database | Perform a deep multi-layer analysis of database for a finance 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": "fastify", "source_url": "https://www.npmjs.com/package/fastify", "source_type": "package", "t... | === 1. PROBLEM ===
Define the exact problem involving database. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around database. Use 'fastify' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
73773c01913ad4fc5baab694 | test | ux_analysis | 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? | saas | html | frontend | Perform a deep multi-layer analysis of frontend for a saas using html. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Can you force a React component to rerender without calling setState?", "source_url": "https:... | === 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 'Can you force a React component to rerender without calling setState?' as a source anchor and... | web-research-coding-5m-1.1.0 | |
f566ff3ffd92da1ea443a800 | test | local_development_experience | github | https://github.com/ZuzooVn/machine-learning-for-software-engineers | ZuzooVn/machine-learning-for-software-engineers | developer_tool | kotlin | web_accessibility | Perform a deep developer-experience analysis for a kotlin project involving web_accessibility. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ZuzooVn/machine-learning-for-software-engineers", "source_url": "https://github.com/ZuzooVn/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 | |
c5524ba60455a8bf87fee94f | test | unit_testing | stackexchange | https://stackoverflow.com/questions/35537229/how-can-i-update-the-parents-state-in-react | How can I update the parent's state in React? | community | java | machine_learning | Create a unit-testing strategy for java code involving machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I update the parent's state in React?", "source_url": "https://stackoverflow.com/... | Cover normal cases, edge cases, invalid inputs, failure modes, mocks, and regression tests. | web-research-coding-5m-1.1.0 | |
7b1805458ab9665c5d2fd195 | test | ux_analysis | pypi | https://pypi.org/project/httpx/ | httpx | ecommerce | dart | open_source | Perform a deep multi-layer analysis of open_source for a ecommerce using dart. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving open_source. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around open_source. Use 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
09d4295e44f9e0870f346288 | test | source_comparison | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | php | machine_learning | Compare multiple sources about machine_learning 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": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === SOURCES ===
- Fetch API (https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, enviro... | web-research-coding-5m-1.1.0 | |
10044312872ead9d700c09d6 | test | nextjs_generation | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | productivity | rust | css | 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": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "sour... | 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 |
86b8028caecdcb6330fd144d | test | evidence_chain_analysis | stackexchange | https://stackoverflow.com/questions/1789945/how-to-check-whether-a-string-contains-a-substring-in-javascript | How to check whether a string contains a substring in JavaScript? | landing_page | php | computer_vision | Perform a deep multi-layer analysis of computer_vision for a landing_page using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to check whether a string contains a substring in JavaScript?", "source_url": "https://st... | === 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 'How to check whether a string contains a substring in JavaScript?' as a source ... | web-research-coding-5m-1.1.0 | |
f6740cf9ec17deb30e0d93d5 | test | refactoring_api | gitlab | https://gitlab.com/pencillabs/ej/ej-application | pencillabs/ej/ej-application | saas | kotlin | nlp | Refactor a kotlin system related to nlp. Focus on refactoring api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pencillabs/ej/ej-application", "source_url": "https://gitlab.com/pencillabs/ej/ej-application... | === 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 | |
61075a4bbbd93342af8b4dae | test | security_analysis | pypi | https://pypi.org/project/httpx/ | httpx | saas | php | data_structures | Perform a deep multi-layer analysis of data_structures for a saas using php. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "httpx", "source_url": "https://pypi.org/project/httpx/", "source_type": "package", "topic": "... | === 1. PROBLEM ===
Define the exact problem involving data_structures. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around data_structures. Use 'httpx' as a source anchor and identify relevant APIs, dependencies, versions, s... | web-research-coding-5m-1.1.0 | |
34b4adf9b55c79b0c7a2c9f1 | test | code_explanation | web_docs | https://doc.rust-lang.org/ | Rust Documentation | analytics | rust | fullstack | Explain a rust implementation related to fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Rust Documentation", "source_url": "https://doc.rust-lang.org/", "source_type": "documentatio... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
acb55a7b833a6b71fbc1e13e | test | deep_technical_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | marketplace | shell | graphql | Perform a deep multi-layer analysis of graphql for a marketplace 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 1. PROBLEM ===
Define the exact problem involving graphql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around graphql. Use 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standards... | web-research-coding-5m-1.1.0 | |
5367275d1250621d8c46000f | test | documentation_experience | pypi | https://pypi.org/project/numpy/ | numpy | ecommerce | php | web_performance | Perform a deep developer-experience analysis for a php project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "numpy", "source_url": "https://pypi.org/project/numpy/", "source_type": "package", "topic": "... | === 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 | |
e4699a4cb952344144c57b2c | test | api_design | huggingface | https://huggingface.co/datasets/Shuu12121/github-file-programs-dataset-javascript | Shuu12121/github-file-programs-dataset-javascript | admin_panel | sql | sql | Design a production API for a sql application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Shuu12121/github-file-programs-dataset-javascript", "source_url": "https://huggingface.co/dat... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
ae4198801fbc40dc40aff8ac | test | component_design | stackexchange | https://stackoverflow.com/questions/63124161/attempted-import-error-switch-is-not-exported-from-react-router-dom | Attempted import error: 'Switch' is not exported from 'react-router-dom' | analytics | shell | web_performance | Design reusable UI components for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Attempted import error: 'Switch' is not exported from 'react-router-dom'", "s... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
d8e2ed04b9ec22d0204ac9aa | test | cli_experience | pypi | https://pypi.org/project/pydantic/ | pydantic | dashboard | cpp | mongodb | Perform a deep developer-experience analysis for a cpp project involving mongodb. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "pydantic", "source_url": "https://pypi.org/project/pydantic/", "source_type": "package", "top... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
451db2dd154116625414aa77 | test | debugging_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API | Fetch API | portfolio | swift | rest_api | Perform a deep developer-experience analysis for a swift project involving rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Fetch API", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Fetch_API", "sour... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
cc84885fd6ebcc7883086282 | test | refactoring_architecture | npm | https://www.npmjs.com/package/webpack | webpack | saas | cpp | serverless | Refactor a cpp system related to serverless. Focus on refactoring architecture. | {"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... | === 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 | |
53cae4a88c04f98e2c34a826 | test | technical_research | npm | https://www.npmjs.com/package/svelte | svelte | portfolio | scala | database | Perform a technical research task about database, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === SCOPE ===
Technical behavior of database.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- svelte (https://www.npmjs.com/package/svelte)
- Official docume... | web-research-coding-5m-1.1.0 | |
c8e88d7ad803e3c984ae1a2e | test | algorithm_design | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | portfolio | dart | authorization | Design a dart algorithm for a authorization problem. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Web APIs", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API", "source_type": "... | State assumptions, algorithm, complexity, edge cases, correctness reasoning, and testing strategy. | web-research-coding-5m-1.1.0 | |
f6fa17abc74f64c9559f4bde | test | documentation_lookup | huggingface | https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000 | TaskPuppyAI/lunamax-multitask-programming-1000 | developer_tool | c | rest_api | Find and summarize the relevant documentation for rest_api. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "TaskPuppyAI/lunamax-multitask-programming-1000", "source_url": "https://huggingface.co/datase... | === RELEVANT DOCS ===
- TaskPuppyAI/lunamax-multitask-programming-1000
https://huggingface.co/datasets/TaskPuppyAI/lunamax-multitask-programming-1000
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
=== SUMMARY ===
Summarize ea... | web-research-coding-5m-1.1.0 | |
affa5ab50a5b7ea468a48b64 | test | repository_documentation | pypi | https://pypi.org/project/gradio/ | gradio | community | rust | computer_vision | Perform a deep multi-layer analysis of computer_vision for a community 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": "gradio", "source_url": "https://pypi.org/project/gradio/", "source_type": "package", "topic":... | === 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 'gradio' as a source anchor and identify relevant APIs, dependencies, versions, ... | web-research-coding-5m-1.1.0 | |
aa426f5dceb71194b7c29a82 | test | html_generation | pypi | https://pypi.org/project/uvicorn/ | uvicorn | ecommerce | swift | react | Create semantic HTML for a ecommerce about react. | {"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... | 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 |
b3aa3b633b5d3018fa1e3ebd | test | nextjs_generation | huggingface | https://huggingface.co/datasets/AmareshHebbar/leetcode-codegen-javascript | AmareshHebbar/leetcode-codegen-javascript | education | sql | data_engineering | Design a Next.js architecture for a education. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "AmareshHebbar/leetcode-codegen-javascript", "source_url": "https://huggingface.co/datasets/Am... | 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 |
7a711afb2ecddca46ca67489 | test | debugging_experience | pypi | https://pypi.org/project/rich/ | rich | blog | javascript | machine_learning | Perform a deep developer-experience analysis for a javascript project involving machine_learning. | {"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": "ma... | === 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 | |
c84b36fc8e1601c8db6da106 | test | research_plan | gitlab | https://gitlab.com/philbooth/check-types.js | philbooth/check-types.js | portfolio | shell | docker | Build a structured research plan to deeply understand docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "philbooth/check-types.js", "source_url": "https://gitlab.com/philbooth/check-types.js", "sour... | === GOAL ===
Produce a reliable, current, and actionable understanding of docker.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings wit... | web-research-coding-5m-1.1.0 | |
099d047c7a317407c26cc2b7 | test | product_analysis | stackexchange | https://stackoverflow.com/questions/20626685/how-do-i-set-distance-between-flexbox-items | How do I set distance between flexbox items? | blog | cpp | documentation | Perform a deep multi-layer analysis of documentation for a blog using cpp. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I set distance between flexbox items?", "source_url": "https://stackoverflow.com/quest... | === 1. PROBLEM ===
Define the exact problem involving documentation. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around documentation. Use 'How do I set distance between flexbox items?' as a source anchor and identify relev... | web-research-coding-5m-1.1.0 | |
130e9de24207abaf006ef20d | test | security_analysis | 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 | finance | swift | computer_vision | Perform a deep multi-layer analysis of computer_vision for a finance 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": "UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2", "source_url": "https://codeberg.or... | === 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 'UI-Programming-23-24/01-Web-Basics-And-Git-Jack-Sweeney2' as a source anchor an... | web-research-coding-5m-1.1.0 | |
5a399b789dc4a5a4343cdccb | test | debugging_experience | stackexchange | https://stackoverflow.com/questions/22875636/how-do-i-cast-a-json-object-to-a-typescript-class | How do I cast a JSON object to a TypeScript class? | landing_page | javascript | linux | Perform a deep developer-experience analysis for a javascript project involving linux. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I cast a JSON object to a TypeScript class?", "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 | |
5650dac44656240ab451dbb4 | test | search_intent_classification | huggingface | https://huggingface.co/datasets/takuM23/multilingual_audio_alignments | takuM23/multilingual_audio_alignments | finance | rust | api_design | Classify the search intent for a query about api_design. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "takuM23/multilingual_audio_alignments", "source_url": "https://huggingface.co/datasets/takuM2... | === 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 ===
"api_design vs alternatives"
=== CLASSIFICATION ===
Comparative / informational... | web-research-coding-5m-1.1.0 | |
49d4e1cfd23a75e828ab9296 | test | html_generation | codeberg | https://codeberg.org/LadueCS/2048 | LadueCS/2048 | portfolio | rust | devops | Create semantic HTML for a portfolio about devops. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "LadueCS/2048", "source_url": "https://codeberg.org/LadueCS/2048", "source_type": "repository"... | 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 |
83255168741eae74a518a211 | test | refactoring_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | go | sql | Refactor a go system related to sql. Focus on refactoring architecture. | {"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... | === 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 | |
3a7c0a24fcf8fca7c41738da | test | research_summary | gitlab | https://gitlab.com/john.carroll.p/rschedule | john.carroll.p/rschedule | ecommerce | kotlin | react | Summarize the current state of knowledge about react. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "john.carroll.p/rschedule", "source_url": "https://gitlab.com/john.carroll.p/rschedule", "sour... | === OVERVIEW ===
react in one paragraph.
=== KEY CONCEPTS ===
- Core definitions
- Main use cases
- Common patterns
=== CURRENT BEST PRACTICES ===
- Recommended approaches
- Known anti-patterns
=== OPEN QUESTIONS ===
- Areas with active development
- Known limitations
=== PRIMARY SOURCE ===
john.carroll.p/rschedule... | web-research-coding-5m-1.1.0 |
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