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e6f6dedbc40061e5542aaf7f | test | code_review | gitlab | https://gitlab.com/NotRyan_/level-ts | NotRyan_/level-ts | analytics | go | machine_learning | Perform a production code review of go code related to machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NotRyan_/level-ts", "source_url": "https://gitlab.com/NotRyan_/level-ts", "source_type": "rep... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
8e1fb1a27b33e24ad407c3c1 | test | developer_onboarding | mdn | https://developer.mozilla.org/en-US/docs/Web/API | Web APIs | education | rust | caching | Perform a deep developer-experience analysis for a rust project involving caching. | {"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 | |
830420b47c911f321b0078ab | test | local_development_experience | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | search_interface | kotlin | caching | Perform a deep developer-experience analysis for a kotlin project involving caching. | {"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 | |
0197e35edfd0760b70147f2d | test | dependency_management_experience | huggingface | https://huggingface.co/datasets/joey234/mmlu-machine_learning-verbal-neg-prepend | joey234/mmlu-machine_learning-verbal-neg-prepend | productivity | dart | data_structures | Perform a deep developer-experience analysis for a dart project involving data_structures. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "joey234/mmlu-machine_learning-verbal-neg-prepend", "source_url": "https://huggingface.co/data... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
171126d909cbba79b0f65e2a | test | dependency_management_experience | huggingface | https://huggingface.co/datasets/kwatcharasupat/dnr-v3-multilingual | kwatcharasupat/dnr-v3-multilingual | portfolio | rust | javascript | Perform a deep developer-experience analysis for a rust project involving javascript. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "kwatcharasupat/dnr-v3-multilingual", "source_url": "https://huggingface.co/datasets/kwatchara... | === 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 | |
57573c2d617d5d0950f0a7a9 | test | component_design | web_docs | https://docs.python.org/3/ | Python Documentation | portfolio | rust | nodejs | 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": "Python Documentation", "source_url": "https://docs.python.org/3/", "source_type": "documentat... | Define component responsibilities, props/data contracts, variants, states, composition rules, accessibility, testing, and documentation. | web-research-coding-5m-1.1.0 | |
21c7b873d712d39a979aff9c | test | typescript_generation | stackexchange | https://stackoverflow.com/questions/60618844/useeffect-is-called-twice-even-if-an-empty-array-is-used-as-an-argument | useEffect() is called twice even if an empty array is used as an argument | community | typescript | algorithms | Implement TypeScript logic for a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "useEffect() is called twice even if an empty array is used as an argument", "source_url": "ht... | 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 |
5aa7cc4f1a199a356efc095d | test | security_review | huggingface | https://huggingface.co/datasets/averoo/sc_JavaScript | averoo/sc_JavaScript | ecommerce | java | sql | Perform a security review of a ecommerce application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "averoo/sc_JavaScript", "source_url": "https://huggingface.co/datasets/averoo/sc_JavaScript", ... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
581431bc630a716fd19baa05 | test | source_selection | github | https://github.com/fastapi/fastapi | fastapi/fastapi | education | typescript | distributed_systems | Select the most reliable sources to research distributed_systems. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "fastapi/fastapi", "source_url": "https://github.com/fastapi/fastapi", "source_type": "reposit... | === 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 | |
15557028631b1fd54d51866e | test | design_tokens | huggingface | https://huggingface.co/datasets/code-rag-bench/github-repos-python | code-rag-bench/github-repos-python | marketplace | c | react | Create design tokens for a marketplace. | {"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-... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
56c420baf41058931753fa76 | test | repository_understanding | npm | https://www.npmjs.com/package/jest | jest | ecommerce | css | css | Perform a deep multi-layer analysis of css for a ecommerce using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "jest", "source_url": "https://www.npmjs.com/package/jest", "source_type": "package", "topic":... | === 1. PROBLEM ===
Define the exact problem involving css. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around css. Use 'jest' as a source anchor and identify relevant APIs, dependencies, versions, standards, and technical c... | web-research-coding-5m-1.1.0 | |
2f85e4ea3750a5399824b5e0 | test | design_to_code | stackexchange | https://stackoverflow.com/questions/2010892/how-to-store-objects-in-html5-localstorage-sessionstorage | How to store objects in HTML5 localStorage/sessionStorage | analytics | kotlin | documentation | Translate a analytics design into maintainable kotlin code. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to store objects in HTML5 localStorage/sessionStorage", "source_url": "https://stackoverf... | 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 | |
41bae51574e5828e977aa631 | test | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | landing_page | ruby | software_architecture | Perform a professional design review of a landing_page. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
677dcadd31c186676ee6dd7a | test | landing_page | web_docs | https://docs.djangoproject.com/ | Django Documentation | productivity | java | web_performance | Design a landing page for a web_performance product. | {"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... | Include hero, value proposition, features, CTA, FAQ, responsive behavior, SEO, accessibility, and analytics. | web-research-coding-5m-1.1.0 | |
9cb345755f5af74a0db48d00 | test | root_cause_analysis | stackexchange | https://stackoverflow.com/questions/762011/what-is-the-difference-between-let-and-var | What is the difference between "let" and "var"? | productivity | sql | database | Perform a deep multi-layer analysis of database for a productivity using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What is the difference between "let" and "var"?", "source_url": "https://... | === 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 'What is the difference between "let" and "var"?' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
0058acac3d29d61e3d2876a1 | test | developer_experience | web_docs | https://doc.rust-lang.org/ | Rust Documentation | documentation | cpp | user_experience | Perform a deep developer-experience analysis for a cpp project involving user_experience. | {"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. 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 | |
bc0099606e3facf18b434b00 | test | refactoring_dependency | web_docs | https://docs.docker.com/ | Docker Documentation | community | javascript | web_accessibility | Refactor a javascript system related to web_accessibility. Focus on refactoring dependency. | {"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... | === 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 | |
b40ef0e13f0ffbfc1a9fc4c9 | test | refactoring_performance | huggingface | https://huggingface.co/datasets/corniclr25/stack-mined-javascript-v1 | corniclr25/stack-mined-javascript-v1 | portfolio | html | user_experience | Refactor a html system related to user_experience. Focus on refactoring performance. | {"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... | === 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 | |
c33595df60360f4abeda9ae1 | test | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | landing_page | dart | open_source | Perform a deep multi-layer analysis of open_source for a landing_page 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": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, ... | web-research-coding-5m-1.1.0 | |
23c67c45b0dd3f2cbf6d489c | test | nextjs_generation | npm | https://www.npmjs.com/package/vitest | vitest | documentation | java | developer_experience | Design a Next.js architecture for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | 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 |
6fb257299cf05fdb6a1de0a9 | test | evidence_extraction | huggingface | https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding | dmeldrum6/dataset-JavaScript-general-coding | community | python | computer_vision | Extract verifiable evidence about computer_vision from the given source. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "dmeldrum6/dataset-JavaScript-general-coding", "source_url": "https://huggingface.co/datasets/... | === SOURCE ===
dmeldrum6/dataset-JavaScript-general-coding
https://huggingface.co/datasets/dmeldrum6/dataset-JavaScript-general-coding
=== 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 CHEC... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
61b581abb55cb3be238e9d65 | test | refactoring_testability | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | blog | c | nodejs | Refactor a c system related to nodejs. Focus on refactoring testability. | {"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": "... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Separate side effects and dependencies so behavior can be tested independently.
=== ANALYSIS ===
1. Identify coupling and cohesion problems.
2. Identify correctness risks.
3. Identify security and performance implications.
4. Id... | web-research-coding-5m-1.1.0 | |
97ad7b969ef59d4cd11f4ebf | test | root_cause_analysis | huggingface | https://huggingface.co/datasets/Machine-Learning-Oncology/orena-frame-annotations | Machine-Learning-Oncology/orena-frame-annotations | developer_tool | css | web_accessibility | Perform a deep multi-layer analysis of web_accessibility for a developer_tool using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Machine-Learning-Oncology/orena-frame-annotations", "source_url": "https://huggingface.co/dat... | === 1. PROBLEM ===
Define the exact problem involving web_accessibility. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around web_accessibility. Use 'Machine-Learning-Oncology/orena-frame-annotations' as a source anchor and i... | web-research-coding-5m-1.1.0 | |
cf76b4cf15ac8eee58a26377 | test | dashboard | npm | https://www.npmjs.com/package/vitest | vitest | documentation | cpp | debugging | Design a production dashboard for debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vitest", "source_url": "https://www.npmjs.com/package/vitest", "source_type": "package", "top... | Include navigation, KPIs, tables/charts, filters, loading states, empty states, errors, and responsive behavior. | web-research-coding-5m-1.1.0 | |
d2e0d4d984e2372e5e7042aa | test | source_comparison | stackexchange | https://stackoverflow.com/questions/26253351/correct-modification-of-state-arrays-in-react-js | Correct modification of state arrays in React.js | developer_tool | cpp | frontend | Compare multiple sources about frontend and identify agreements, contradictions, and gaps. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Correct modification of state arrays in React.js", "source_url": "https://stackoverflow.com/q... | === SOURCES ===
- Correct modification of state arrays in React.js (https://stackoverflow.com/questions/26253351/correct-modification-of-state-arrays-in-react-js)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Ident... | web-research-coding-5m-1.1.0 | |
8fd700ef1a7964336584d243 | test | ux_analysis | stackexchange | https://stackoverflow.com/questions/14638990/are-strongly-typed-functions-as-parameters-possible-in-typescript | Are strongly-typed functions as parameters possible in TypeScript? | finance | html | typescript | Perform a deep multi-layer analysis of typescript for a finance 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": "Are strongly-typed functions as parameters possible in TypeScript?", "source_url": "https://s... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'Are strongly-typed functions as parameters possible in TypeScript?' as a source anchor an... | web-research-coding-5m-1.1.0 | |
4b4b75c47f07f48bb8d71be7 | test | documentation_experience | stackexchange | https://stackoverflow.com/questions/52704/how-do-i-discard-unstaged-changes-in-git | How do I discard unstaged changes in Git? | finance | kotlin | ci_cd | Perform a deep developer-experience analysis for a kotlin project involving ci_cd. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I discard unstaged changes in Git?", "source_url": "https://stackoverflow.com/question... | === 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 | |
cd92a54031c1b6d844add468 | test | repository_understanding | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | education | scala | authentication | Perform a deep multi-layer analysis of authentication for a education using scala. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | === 1. PROBLEM ===
Define the exact problem involving authentication. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around authentication. Use 'DOM' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
5fd73b56d9e241a6373f4c88 | test | technical_research | pypi | https://pypi.org/project/numpy/ | numpy | documentation | shell | ci_cd | Perform a technical research task about ci_cd, focused on implementation details. | {"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": "... | === SCOPE ===
Technical behavior of ci_cd.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- numpy (https://pypi.org/project/numpy/)
- Official documentation
-... | web-research-coding-5m-1.1.0 | |
3efa716a11dc4e71a23f3cc3 | test | deep_technical_analysis | stackexchange | https://stackoverflow.com/questions/69913/why-dont-self-closing-script-elements-work | Why don't self-closing script elements work? | analytics | ruby | backend | Perform a deep multi-layer analysis of backend for a analytics 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": "Why don't self-closing script elements work?", "source_url": "https://stackoverflow.com/q... | === 1. PROBLEM ===
Define the exact problem involving backend. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around backend. Use 'Why don't self-closing script elements work?' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
68775cde65fa8ba794f4bec8 | test | research_plan | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | dashboard | dart | nlp | Build a structured research plan to deeply understand nlp. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === GOAL ===
Produce a reliable, current, and actionable understanding of nlp.
=== PHASES ===
1. Orientation — skim official docs and README.
2. Deep read — study specs, RFCs, changelogs.
3. Hands-on — reproduce examples locally.
4. Comparison — compare alternatives and trade-offs.
5. Synthesis — write findings with c... | web-research-coding-5m-1.1.0 | |
2b6fa032048721e394a98dad | test | refactoring | stackexchange | https://stackoverflow.com/questions/1720421/how-do-i-concatenate-two-lists-in-python | How do I concatenate two lists in Python? | ecommerce | cpp | machine_learning | Create a production coding task in cpp for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I concatenate two lists in Python?", "source_url": "https://stackoverflow.com/question... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
9a53e851ffdbb6c709064cc1 | test | repository_understanding | codeberg | https://codeberg.org/fschwa/100-days-of-python | fschwa/100-days-of-python | productivity | dart | sql | Perform a deep multi-layer analysis of sql 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": "fschwa/100-days-of-python", "source_url": "https://codeberg.org/fschwa/100-days-of-python", "... | === 1. PROBLEM ===
Define the exact problem involving sql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around sql. Use 'fschwa/100-days-of-python' as a source anchor and identify relevant APIs, dependencies, versions, stand... | web-research-coding-5m-1.1.0 | |
d024dd583a0939fad7fc52bf | test | source_comparison | npm | https://www.npmjs.com/package/typescript | typescript | search_interface | ruby | data_structures | Compare multiple sources about data_structures 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": "typescript", "source_url": "https://www.npmjs.com/package/typescript", "source_type": "packag... | === SOURCES ===
- typescript (https://www.npmjs.com/package/typescript)
- Official documentation
- Community discussions
=== AGREEMENTS ===
Identify claims supported by multiple independent sources.
=== CONTRADICTIONS ===
Identify conflicting claims and their likely cause (version differences, environment, outdated i... | web-research-coding-5m-1.1.0 | |
968190f76878652dac92c272 | test | testing_experience | gitlab | https://gitlab.com/gitlab-data/ds-component-pipeline | gitlab-data/ds-component-pipeline | blog | javascript | authorization | Perform a deep developer-experience analysis for a javascript project involving authorization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "gitlab-data/ds-component-pipeline", "source_url": "https://gitlab.com/gitlab-data/ds-componen... | === 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 | |
0e2d44438452a6388a58da0c | test | repository_issue_reasoning | pypi | https://pypi.org/project/scikit-learn/ | scikit-learn | marketplace | swift | user_experience | Perform a deep multi-layer analysis of user_experience for a marketplace 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": "scikit-learn", "source_url": "https://pypi.org/project/scikit-learn/", "source_type": "packag... | === 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 'scikit-learn' as a source anchor and identify relevant APIs, dependencies, vers... | web-research-coding-5m-1.1.0 | |
a360b59877dfcfa6e8b95faa | test | design_tokens | stackexchange | https://stackoverflow.com/questions/4752626/epoch-vs-iteration-when-training-neural-networks | Epoch vs Iteration when training neural networks | finance | python | database | Create design tokens for a finance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Epoch vs Iteration when training neural networks", "source_url": "https://stackoverflow.com/q... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
f6a6bf1a96825d99c701a7c1 | test | refactoring_modularization | huggingface | https://huggingface.co/datasets/Neura-parse/quantum-machine-learning-models | Neura-parse/quantum-machine-learning-models | saas | php | web_performance | Refactor a php system related to web_performance. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Neura-parse/quantum-machine-learning-models", "source_url": "https://huggingface.co/datasets/... | === 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 | |
f0de35d807c269c10b22f175 | test | code_review | huggingface | https://huggingface.co/datasets/glide-the/documentation-images | glide-the/documentation-images | documentation | ruby | debugging | Perform a production code review of ruby code related to debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "glide-the/documentation-images", "source_url": "https://huggingface.co/datasets/glide-the/doc... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 | |
14cb063a9085f38dc84e105e | test | developer_experience | gitlab | https://gitlab.com/blewpri/ng-master-detail | blewpri/ng-master-detail | dashboard | go | database | Perform a deep developer-experience analysis for a go project involving database. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "blewpri/ng-master-detail", "source_url": "https://gitlab.com/blewpri/ng-master-detail", "sour... | === 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 | |
cb35651697acb52613433aa8 | test | interaction_design | huggingface | https://huggingface.co/datasets/nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS | blog | shell | api_design | Design interaction states for a blog. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nabin2004/Wikipedia_Articles_on_Machine_Learning_and_DS", "source_url": "https://huggingface.... | Specify default, hover, focus, active, disabled, loading, success, error, and empty states. | web-research-coding-5m-1.1.0 | |
ac7c89c8089c02776c818bc7 | test | cli_experience | huggingface | https://huggingface.co/datasets/mondk/documentation-images | mondk/documentation-images | blog | dart | web_performance | Perform a deep developer-experience analysis for a dart project involving web_performance. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mondk/documentation-images", "source_url": "https://huggingface.co/datasets/mondk/documentati... | === 1. DISCOVERY ===
How quickly can a developer understand the project?
=== 2. INSTALLATION ===
Evaluate dependencies, setup commands, environment variables, tooling, and failure messages.
=== 3. ONBOARDING ===
Evaluate the time-to-first-success, documentation, examples, architecture explanations, and project conven... | web-research-coding-5m-1.1.0 | |
fc25dd9d128c05545b3df9c3 | test | design_review | stackexchange | https://stackoverflow.com/questions/15292278/how-do-i-remove-an-array-item-in-typescript | How do I remove an array item in TypeScript? | community | html | kubernetes | Perform a professional design review of a community. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I remove an array item in TypeScript?", "source_url": "https://stackoverflow.com/quest... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
b6a9a075a7c4983f7fff7d6a | test | build_experience | huggingface | https://huggingface.co/datasets/axay/javascript-dataset-sp | axay/javascript-dataset-sp | productivity | php | debugging | Perform a deep developer-experience analysis for a php project involving debugging. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "axay/javascript-dataset-sp", "source_url": "https://huggingface.co/datasets/axay/javascript-d... | === 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 | |
a6d54118254fb5e8a13d7b57 | test | developer_onboarding | gitlab | https://gitlab.com/rosarior/django-must-watch | rosarior/django-must-watch | dashboard | swift | cloud | Perform a deep developer-experience analysis for a swift project involving cloud. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "rosarior/django-must-watch", "source_url": "https://gitlab.com/rosarior/django-must-watch", "... | === 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 | |
7deb0f093c1a4299a421515e | test | typescript_generation | codeberg | https://codeberg.org/Trevizer/_cargo-index | Trevizer/_cargo-index | saas | ruby | web_accessibility | Implement TypeScript logic for a saas. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Trevizer/_cargo-index", "source_url": "https://codeberg.org/Trevizer/_cargo-index", "source_t... | 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 |
99a60cbac88e6595def057f6 | test | security_review | npm | https://www.npmjs.com/package/webpack | webpack | education | c | backend | Perform a security review of a education application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "webpack", "source_url": "https://www.npmjs.com/package/webpack", "source_type": "package", "t... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
52d06ad8ceef92aac9f126da | test | design_system | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | social_app | dart | developer_experience | Create a scalable design system for a social_app. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | Define tokens, typography, spacing, components, variants, states, responsive rules, accessibility, and documentation. | web-research-coding-5m-1.1.0 | |
11ec9c081609f62126acf4ea | test | source_selection | npm | https://www.npmjs.com/package/vue | vue | community | python | fullstack | Select the most reliable sources to research fullstack. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "vue", "source_url": "https://www.npmjs.com/package/vue", "source_type": "package", "topic": "... | === 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
=== ... | def process(value):
if value is None:
raise ValueError("value is required")
return value | web-research-coding-5m-1.1.0 |
5cb0fc9a228ac5992e915730 | test | documentation_experience | npm | https://www.npmjs.com/package/next | next | education | swift | devops | Perform a deep developer-experience analysis for a swift project involving devops. | {"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. 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 | |
5f0d25dc64822a470a9f7817 | test | accessibility_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | community | kotlin | security | Perform a deep multi-layer analysis of security for a community using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 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 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
eb16f8760495ad09026eb66a | test | dx_analysis | gitlab | https://gitlab.com/bvobart/python-ml-analysis | bvobart/python-ml-analysis | blog | java | algorithms | Perform a deep developer-experience analysis for a java project involving algorithms. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "bvobart/python-ml-analysis", "source_url": "https://gitlab.com/bvobart/python-ml-analysis", "... | === 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 | |
bdeea2ae97b2d5cd920f019d | test | architecture_analysis | npm | https://www.npmjs.com/package/rollup | rollup | search_interface | php | postgresql | Perform a deep multi-layer analysis of postgresql for a search_interface 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": "rollup", "source_url": "https://www.npmjs.com/package/rollup", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'rollup' as a source anchor and identify relevant APIs, dependencies, versions, standards,... | web-research-coding-5m-1.1.0 | |
d696a1493811223dc967b48f | test | search_intent_classification | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | developer_tool | ruby | 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": "Performance", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Performance", "sour... | === 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 | |
8de173dca6036e97c7c2875b | test | design_review | codeberg | https://codeberg.org/Khaveesh/_cargo-index | Khaveesh/_cargo-index | education | shell | security | 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": "Khaveesh/_cargo-index", "source_url": "https://codeberg.org/Khaveesh/_cargo-index", "source_t... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
18f081684e2bc3354b804673 | test | dependency_impact_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | blog | kotlin | software_architecture | Perform a deep multi-layer analysis of software_architecture for a blog using kotlin. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTML", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTML", "source_type": "doc... | === 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 'HTML' as a source anchor and identify relevant APIs, dependencies, ... | web-research-coding-5m-1.1.0 | |
51e1a48573e0e2a81d209d97 | test | technical_research | gitlab | https://gitlab.com/hsleisink/orb | hsleisink/orb | landing_page | php | python | Perform a technical research task about python, focused on implementation details. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "hsleisink/orb", "source_url": "https://gitlab.com/hsleisink/orb", "source_type": "repository"... | === SCOPE ===
Technical behavior of python.
=== QUESTIONS ===
- What are the inputs, outputs, and invariants?
- What are the performance characteristics?
- What are the security implications?
- What are the compatibility constraints?
=== EVIDENCE ===
- hsleisink/orb (https://gitlab.com/hsleisink/orb)
- Official docum... | web-research-coding-5m-1.1.0 | |
4d1f341cb1edea7b1450311b | test | refactoring | github | https://github.com/lutzroeder/netron | lutzroeder/netron | developer_tool | go | deep_learning | Create a production coding task in go for deep_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "lutzroeder/netron", "source_url": "https://github.com/lutzroeder/netron", "source_type": "rep... | Provide implementation requirements, edge cases, testing requirements, security considerations, performance constraints, and documentation requirements. | web-research-coding-5m-1.1.0 | |
492e1be1b16bd1a29668eefc | test | typescript_generation | pypi | https://pypi.org/project/beautifulsoup4/ | beautifulsoup4 | analytics | java | frontend | Implement TypeScript logic for a analytics. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "beautifulsoup4", "source_url": "https://pypi.org/project/beautifulsoup4/", "source_type": "pa... | 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 |
28c29843ff972bb1619cc767 | test | data_structure_design | stackexchange | https://stackoverflow.com/questions/7273338/how-to-vertically-align-an-image-inside-a-div | How to vertically align an image inside a div | marketplace | scala | security | Design a data structure in scala for security. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How to vertically align an image inside a div", "source_url": "https://stackoverflow.com/ques... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
10582d2f9637375635c6c323 | test | design_tokens | huggingface | https://huggingface.co/datasets/ceyron/machine-learning-and-simulation | ceyron/machine-learning-and-simulation | portfolio | html | ci_cd | Create design tokens for a portfolio. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "ceyron/machine-learning-and-simulation", "source_url": "https://huggingface.co/datasets/ceyro... | Define reusable tokens for typography, spacing, radii, sizing, elevation, interaction states, and responsive behavior. | web-research-coding-5m-1.1.0 | |
506066d60f8ae767512eec66 | test | tradeoff_analysis | pypi | https://pypi.org/project/torch/ | torch | blog | php | testing | Perform a deep multi-layer analysis of testing for a blog 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": "torch", "source_url": "https://pypi.org/project/torch/", "source_type": "package", "topic": "... | === 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 'torch' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
42036c7196d845fd57b62da9 | test | system_analysis | huggingface | https://huggingface.co/datasets/NTU-yiwen/code-world-model-inference-examples-40 | NTU-yiwen/code-world-model-inference-examples-40 | documentation | css | postgresql | Perform a deep multi-layer analysis of postgresql for a documentation using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "NTU-yiwen/code-world-model-inference-examples-40", "source_url": "https://huggingface.co/data... | === 1. PROBLEM ===
Define the exact problem involving postgresql. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around postgresql. Use 'NTU-yiwen/code-world-model-inference-examples-40' as a source anchor and identify relevan... | web-research-coding-5m-1.1.0 | |
0a5ed69791f318e056cc3473 | test | testing_experience | stackexchange | https://stackoverflow.com/questions/6771258/what-does-meta-http-equiv-x-ua-compatible-content-ie-edge-do | What does <meta http-equiv="X-UA-Compatible" content="IE=edge"> do? | analytics | css | testing | Perform a deep developer-experience analysis for a css project involving testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "What does <meta http-equiv="X-UA-Compatible" content="IE=edge"> do?... | === 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 | |
bb3b383d91268f37c588e36b | test | tradeoff_analysis | huggingface | https://huggingface.co/datasets/model-metadata/custom_code_py_files | model-metadata/custom_code_py_files | landing_page | cpp | debugging | Perform a deep multi-layer analysis of debugging for a landing_page 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": "model-metadata/custom_code_py_files", "source_url": "https://huggingface.co/datasets/model-me... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'model-metadata/custom_code_py_files' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
bdf532e75f0cf8da4d0eef47 | test | system_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | marketplace | css | debugging | Perform a deep multi-layer analysis of debugging for a marketplace using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "CSS", "source_url": "https://developer.mozilla.org/en-US/docs/Web/CSS", "source_type": "docum... | === 1. PROBLEM ===
Define the exact problem involving debugging. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around debugging. Use 'CSS' as a source anchor and identify relevant APIs, dependencies, versions, standards, and ... | web-research-coding-5m-1.1.0 | |
c1bf2e2cabb5dd8a50cb47ab | test | seo_fix | huggingface | https://huggingface.co/datasets/codeShare/text-to-image-prompts | codeShare/text-to-image-prompts | blog | shell | data_engineering | Create an SEO improvement plan for a blog about data_engineering. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "codeShare/text-to-image-prompts", "source_url": "https://huggingface.co/datasets/codeShare/te... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
ebccb561794ab2e4d5708695 | test | ux_analysis | pypi | https://pypi.org/project/uvicorn/ | uvicorn | community | sql | database | Perform a deep multi-layer analysis of database for a community using sql. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "uvicorn", "source_url": "https://pypi.org/project/uvicorn/", "source_type": "package", "topic... | === 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 'uvicorn' as a source anchor and identify relevant APIs, dependencies, versions, standards, an... | web-research-coding-5m-1.1.0 | |
6e135de521bd612aa499f4c3 | test | debugging | codeberg | https://codeberg.org/argrento/100-exercises-to-learn-rust | argrento/100-exercises-to-learn-rust | portfolio | java | linux | Create a realistic java debugging problem involving linux. | {"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... | Provide symptoms, reproduction strategy, diagnostic steps, root-cause analysis, minimal fix, and regression coverage. | web-research-coding-5m-1.1.0 | |
07ff4381f65a4dce6f691db5 | test | api_design | web_docs | https://nodejs.org/docs/latest/api/ | Node.js Documentation | education | swift | nodejs | Design a production API for a nodejs application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "Node.js Documentation", "source_url": "https://nodejs.org/docs/latest/api/", "source_type": "... | Specify resources, endpoints, schemas, validation, authentication, authorization, errors, pagination, versioning, idempotency, and tests. | web-research-coding-5m-1.1.0 | |
d2cc8e3b0852db94b4ed720b | test | javascript_generation | stackexchange | https://stackoverflow.com/questions/12709074/how-do-you-explicitly-set-a-new-property-on-window-in-typescript | How do you explicitly set a new property on `window` in TypeScript? | documentation | kotlin | computer_vision | Implement JavaScript interactions for a documentation. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do you explicitly set a new property on `window` in TypeScript?", "source_url": "https://... | Use modular event handling, validation, state management, error handling, and progressive enhancement. | function validateInput(value) {
if (!value || value.trim().length === 0) {
throw new Error("Input is required");
}
return value.trim();
} | web-research-coding-5m-1.1.0 |
f432d13c988e4b56f126dc56 | test | accessibility_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model | DOM | developer_tool | kotlin | computer_vision | Create an accessibility remediation plan for a developer_tool. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "DOM", "source_url": "https://developer.mozilla.org/en-US/docs/Web/API/Document_Object_Model",... | Check semantic HTML, keyboard navigation, focus management, accessible names, labels, errors, contrast, and screen-reader behavior. | web-research-coding-5m-1.1.0 | |
386d20f7fa427ed0c1446d22 | test | repository_architecture | stackexchange | https://stackoverflow.com/questions/21733847/react-jsx-selecting-selected-on-selected-select-option | React JSX: selecting "selected" on selected <select> option | social_app | css | typescript | Perform a deep multi-layer analysis of typescript for a social_app using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "React JSX: selecting "selected" on selected <select> option", "source_url": "... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'React JSX: selecting "selected" on selected <select> option' as a source ... | web-research-coding-5m-1.1.0 | |
27da57dcb73b33cadabd6c0f | test | visual_hierarchy | npm | https://www.npmjs.com/package/prettier | prettier | documentation | cpp | authentication | Improve visual hierarchy in a documentation. | {"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", ... | Use heading structure, typography, spacing, grouping, alignment, contrast, and consistent affordances. | web-research-coding-5m-1.1.0 | |
3a16817ec74c4fae25a467d5 | test | typescript_generation | huggingface | https://huggingface.co/datasets/makayel/documentation-kubernetes | makayel/documentation-kubernetes | ecommerce | sql | authentication | Implement TypeScript logic for a ecommerce. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "makayel/documentation-kubernetes", "source_url": "https://huggingface.co/datasets/makayel/doc... | 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 |
32a9ca1eba04b33a9f43a001 | test | repository_issue_reasoning | huggingface | https://huggingface.co/datasets/Arturito1/OCR-Synthetic-Multilingual-v1 | Arturito1/OCR-Synthetic-Multilingual-v1 | finance | php | typescript | Perform a deep multi-layer analysis of typescript for a finance 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": "Arturito1/OCR-Synthetic-Multilingual-v1", "source_url": "https://huggingface.co/datasets/Artu... | === 1. PROBLEM ===
Define the exact problem involving typescript. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around typescript. Use 'Arturito1/OCR-Synthetic-Multilingual-v1' as a source anchor and identify relevant APIs, d... | web-research-coding-5m-1.1.0 | |
0f3b7029ac9e1ee1247f844a | test | error_message_design | github | https://github.com/mui/material-ui | mui/material-ui | marketplace | ruby | css | Perform a deep developer-experience analysis for a ruby project involving css. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "mui/material-ui", "source_url": "https://github.com/mui/material-ui", "source_type": "reposit... | === 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 | |
251457e0afcab21a8120f4af | test | code_explanation | mdn | https://developer.mozilla.org/en-US/docs/Web/Performance | Performance | admin_panel | sql | software_architecture | Explain a sql implementation related to software_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... | Explain inputs, outputs, control flow, algorithms, complexity, edge cases, errors, and maintainability. | web-research-coding-5m-1.1.0 | |
58a79c2430803b56f6212f89 | test | refactoring_modularization | stackexchange | https://stackoverflow.com/questions/37987839/how-can-i-run-tensorboard-on-a-remote-server | How can I run Tensorboard on a remote server? | ecommerce | css | cloud | Refactor a css system related to cloud. Focus on refactoring modularization. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How can I run Tensorboard on a remote server?", "source_url": "https://stackoverflow.com/ques... | === 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 | |
1fc3c5f9266880c0422e777a | test | evidence_chain_analysis | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | admin_panel | css | graphql | Perform a deep multi-layer analysis of graphql for a admin_panel using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === 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 'HTTP' as a source anchor and identify relevant APIs, dependencies, versions, standards, and tec... | web-research-coding-5m-1.1.0 | |
d84ba5a13f25fea541276540 | test | tradeoff_analysis | npm | https://www.npmjs.com/package/svelte | svelte | saas | html | cloud | Perform a deep multi-layer analysis of cloud 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": "svelte", "source_url": "https://www.npmjs.com/package/svelte", "source_type": "package", "top... | === 1. PROBLEM ===
Define the exact problem involving cloud. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around cloud. Use 'svelte' as a source anchor and identify relevant APIs, dependencies, versions, standards, and techn... | web-research-coding-5m-1.1.0 | |
b5007dbecc2ed058f72a7e52 | test | design_review | mdn | https://developer.mozilla.org/en-US/docs/Web/CSS | CSS | landing_page | shell | html | Perform a professional design review of a landing_page. | {"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... | Review hierarchy, consistency, responsiveness, accessibility, interaction design, content clarity, and implementation feasibility. | web-research-coding-5m-1.1.0 | |
01c7f457d9c88a65710adf32 | test | security_review | gitlab | https://gitlab.com/nitk-nest/nest | nitk-nest/nest | documentation | scala | python | Perform a security review of a documentation application. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "nitk-nest/nest", "source_url": "https://gitlab.com/nitk-nest/nest", "source_type": "repositor... | Review authentication, authorization, input validation, XSS, CSRF, injection risks, secrets, dependencies, security headers, and logging. | web-research-coding-5m-1.1.0 | |
b2ee4578eeee5f5625227b0f | test | repository_architecture | mdn | https://developer.mozilla.org/en-US/docs/Web/Accessibility | Accessibility | saas | php | frontend | Perform a deep multi-layer analysis of frontend 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": "Accessibility", "source_url": "https://developer.mozilla.org/en-US/docs/Web/Accessibility", "... | === 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 'Accessibility' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
f5119992e3d07c47e0f26296 | test | refactoring_maintainability | mdn | https://developer.mozilla.org/en-US/docs/Web/HTTP | HTTP | search_interface | rust | nodejs | Refactor a rust system related to nodejs. Focus on refactoring maintainability. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "HTTP", "source_url": "https://developer.mozilla.org/en-US/docs/Web/HTTP", "source_type": "doc... | === CURRENT STATE ===
Identify the existing structural or technical problem.
=== GOAL ===
Improve 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 | |
2135730879b6a08e54905d68 | test | documentation_page | web_docs | https://git-scm.com/doc | Git Documentation | social_app | shell | nlp | Design a developer documentation page for nlp. | {"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", ... | Include navigation, overview, prerequisites, installation, examples, API reference, troubleshooting, and search. | web-research-coding-5m-1.1.0 | |
60f514f74d1649f76386a055 | test | performance_analysis | pypi | https://pypi.org/project/streamlit/ | streamlit | landing_page | css | react | Perform a deep multi-layer analysis of react for a landing_page using css. Analyze the problem from research, evidence, architecture, implementation, security, performance, design, UX, developer experience, and validation perspectives. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "streamlit", "source_url": "https://pypi.org/project/streamlit/", "source_type": "package", "t... | === 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 'streamlit' as a source anchor and identify relevant APIs, dependencies, versions, standards, and te... | web-research-coding-5m-1.1.0 | |
ae0de34eabb25ca20a693a6e | test | repository_documentation | web_docs | https://www.typescriptlang.org/docs/ | TypeScript Documentation | productivity | dart | distributed_systems | Perform a deep multi-layer analysis of distributed_systems 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": "TypeScript Documentation", "source_url": "https://www.typescriptlang.org/docs/", "source_type... | === 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 'TypeScript Documentation' as a source anchor and identify relevant APIs... | web-research-coding-5m-1.1.0 | |
f296f2e9b9397ffc9d6e1d3b | test | testing_experience | npm | https://www.npmjs.com/package/tailwindcss | tailwindcss | admin_panel | cpp | software_architecture | Perform a deep developer-experience analysis for a cpp project involving software_architecture. | {"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 | |
2dad225bc3ebd3602327c818 | test | dependency_impact_analysis | gitlab | https://gitlab.com/farshadzargary1997/Microsoft-Rewards-bot | farshadzargary1997/Microsoft-Rewards-bot | education | javascript | software_architecture | Perform a deep multi-layer analysis of software_architecture 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": "farshadzargary1997/Microsoft-Rewards-bot", "source_url": "https://gitlab.com/farshadzargary19... | === 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 'farshadzargary1997/Microsoft-Rewards-bot' as a source anchor and id... | web-research-coding-5m-1.1.0 | |
15c9ed062eee44c322f9eec3 | test | information_architecture | pypi | https://pypi.org/project/uvicorn/ | uvicorn | developer_tool | scala | security | Design the information architecture for security. | {"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... | Organize content into logical categories, navigation levels, search, filtering, and discoverable paths. | web-research-coding-5m-1.1.0 | |
fdf1515cb88df3b18a043291 | test | data_structure_design | stackexchange | https://stackoverflow.com/questions/273192/how-do-i-create-a-directory-and-any-missing-parent-directories | How do I create a directory, and any missing parent directories? | portfolio | html | testing | Design a data structure in html for testing. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "How do I create a directory, and any missing parent directories?", "source_url": "https://sta... | Explain representation, operations, complexity, memory trade-offs, and workload suitability. | web-research-coding-5m-1.1.0 | |
686d409e8467e350532c5bd3 | test | seo_fix | mdn | https://developer.mozilla.org/en-US/docs/Web/HTML | HTML | portfolio | shell | open_source | Create an SEO improvement plan for a portfolio about open_source. | {"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... | Cover titles, descriptions, headings, canonical URLs, structured data, internal links, crawlability, and performance. | web-research-coding-5m-1.1.0 | |
7fd40ce61087ad77516647ec | test | documentation_lookup | stackexchange | https://stackoverflow.com/questions/1732348/regex-match-open-tags-except-xhtml-self-contained-tags | RegEx match open tags except XHTML self-contained tags | finance | shell | docker | Find and summarize the relevant documentation for docker. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "RegEx match open tags except XHTML self-contained tags", "source_url": "https://stackoverflow... | === RELEVANT DOCS ===
- RegEx match open tags except XHTML self-contained tags
https://stackoverflow.com/questions/1732348/regex-match-open-tags-except-xhtml-self-contained-tags
- Official project documentation
- API reference
=== KEY SECTIONS ===
- Getting started
- API reference
- Configuration
- Troubleshooting
... | web-research-coding-5m-1.1.0 | |
403f0e81479459fb4161dcaa | test | responsive_website | huggingface | https://huggingface.co/datasets/h4iku/coconut_javascript2010_preprocessed | h4iku/coconut_javascript2010_preprocessed | productivity | swift | machine_learning | Design a complete responsive productivity for machine_learning. | {"analysis_framework": ["problem", "context", "evidence", "architecture", "implementation", "quality", "security", "performance", "ux", "design", "developer_experience", "validation", "tradeoffs", "synthesis"], "source_name": "h4iku/coconut_javascript2010_preprocessed", "source_url": "https://huggingface.co/datasets/h4... | Cover mobile, tablet, and desktop layouts, semantic structure, responsive components, accessibility, performance, and UX. | web-research-coding-5m-1.1.0 | |
6c85aa9a683da7b94dc3b002 | test | root_cause_analysis | gitlab | https://gitlab.com/lobaro/iot-dashboard | lobaro/iot-dashboard | dashboard | typescript | redis | Perform a deep multi-layer analysis of redis for a dashboard 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": "lobaro/iot-dashboard", "source_url": "https://gitlab.com/lobaro/iot-dashboard", "source_type"... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'lobaro/iot-dashboard' as a source anchor and identify relevant APIs, dependencies, versions, standa... | web-research-coding-5m-1.1.0 | |
ef5de8747b468608bd980746 | test | refactoring_modularization | pypi | https://pypi.org/project/pydantic/ | pydantic | portfolio | php | database | Refactor a php system related to database. Focus on refactoring modularization. | {"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... | === 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 | |
44354febdfe94b2859e4f53f | test | performance_analysis | huggingface | https://huggingface.co/datasets/hasankursun/github-code-2025-language-split | hasankursun/github-code-2025-language-split | social_app | c | redis | Perform a deep multi-layer analysis of redis for a social_app 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": "hasankursun/github-code-2025-language-split", "source_url": "https://huggingface.co/datasets/... | === 1. PROBLEM ===
Define the exact problem involving redis. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around redis. Use 'hasankursun/github-code-2025-language-split' as a source anchor and identify relevant APIs, depende... | web-research-coding-5m-1.1.0 | |
ff7e45e74f2a16a0b3c42eb1 | test | repository_issue_reasoning | gitlab | https://gitlab.com/wavexx/fgallery | wavexx/fgallery | community | go | mongodb | Perform a deep multi-layer analysis of mongodb for a community 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": "wavexx/fgallery", "source_url": "https://gitlab.com/wavexx/fgallery", "source_type": "reposit... | === 1. PROBLEM ===
Define the exact problem involving mongodb. Identify objectives, inputs, outputs, constraints, assumptions, and acceptance criteria.
=== 2. CONTEXT ===
Analyze the ecosystem context around mongodb. Use 'wavexx/fgallery' as a source anchor and identify relevant APIs, dependencies, versions, standar... | web-research-coding-5m-1.1.0 | |
26e9dee16f40724a59a74452 | test | code_review | huggingface | https://huggingface.co/datasets/sauravjoshi23/aws-documentation-chunked | sauravjoshi23/aws-documentation-chunked | portfolio | rust | security | Perform a production code review of rust code related to security. | {"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... | Review correctness, security, performance, readability, architecture, testing, maintainability, and error handling. | web-research-coding-5m-1.1.0 |
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