[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"extension-plugin-josiahsiegel-python-master-tr":3,"guides-for-josiahsiegel-python-master":287,"similar-k1762mnykay9vj581mt452xnz1866a0f":288},{"_creationTime":4,"_id":5,"children":6,"community":7,"display":9,"evaluation":38,"identity":228,"isFallback":233,"parentExtension":234,"providers":265,"relations":268,"repo":269,"workflow":286},1778053078370.912,"k1762mnykay9vj581mt452xnz1866a0f",[],{"reviewCount":8},0,{"description":10,"installMethods":11,"name":12,"sourceUrl":13,"tags":14},"Comprehensive Python 3.13+ expertise system covering modern Python development, async programming, type hints, performance optimization, and cloud deployment. PROACTIVELY activate for: (1) ANY Python task, (2) Python 3.13+ features (free-threading, JIT), (3) asyncio and concurrent programming, (4) Type hints and mypy/pyright, (5) Package management (uv, pip, poetry), (6) Project structure (src layout, pyproject.toml), (7) FastAPI and web development, (8) Pydantic data validation, (9) Testing (pytest, coverage), (10) Cloudflare Workers/Containers Python, (11) GitHub Actions Python workflows, (12) Performance optimization and profiling, (13) Security best practices (OWASP), (14) Ruff linting and formatting. Provides: Python 3.13 free-threading and JIT, asyncio patterns, comprehensive type hints, uv package management, FastAPI production patterns, Pydantic vs dataclass guidance, pytest testing, Cloudflare Python optimization, GitHub Actions caching, memory profiling, security hardening.",{},"Python Master Plugin","https://github.com/josiahsiegel/claude-plugin-marketplace/tree/HEAD/plugins/python-master",[15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],"python","python3-13","asyncio","type-hints","package-management","ruff","pytest","fastapi","pydantic","modal","opencv","ffmpeg","cloudflare","github-actions","testing","linting","performance","cloud","devops","web-development","computer-vision","video-processing","cli",{"_creationTime":39,"_id":40,"extensionId":5,"locale":41,"result":42,"trustSignals":217,"workflow":226},1778053164925.713,"kn74k7k66xeqbxhyzsk1dne1ah867300","en",{"checks":43,"evaluatedAt":207,"extensionSummary":208,"promptVersionExtension":209,"promptVersionScoring":210,"rationale":211,"score":212,"summary":213,"tags":214,"targetMarket":215,"tier":216},[44,49,52,55,60,63,67,72,75,78,82,86,89,93,96,99,102,105,108,111,115,119,123,127,131,134,137,140,144,147,150,153,156,159,162,165,168,171,174,177,180,183,186,189,193,196,199,203],{"category":45,"check":46,"severity":47,"summary":48},"Practical Utility","Problem relevance","pass","The description clearly states that the extension provides comprehensive Python expertise, addressing tasks related to modern Python development, async programming, type hints, performance optimization, and cloud deployment.",{"category":45,"check":50,"severity":47,"summary":51},"Unique selling proposition","The extension's extensive list of specific Python features (3.13+ free-threading, JIT, Ruff linting, Modal.com integration, OpenCV, FFmpeg) goes far beyond default LLM capabilities and provides specialized expertise, suggesting it's more than a thin wrapper.",{"category":45,"check":53,"severity":47,"summary":54},"Production readiness","The plugin bundles a comprehensive set of skills covering the full lifecycle of Python development, from fundamentals and testing to advanced topics like computer vision, video processing, and cloud deployment, indicating readiness for real-world workflows.",{"category":56,"check":57,"severity":58,"summary":59},"Scope","Single responsibility principle","warning","The plugin covers a very broad range of unrelated domains including core Python, async, type hints, package management, web development, testing, Cloudflare, GitHub Actions, performance, security, Ruff linting, Modal.com, OpenCV, FFmpeg, and more, indicating a lack of focused scope.",{"category":56,"check":61,"severity":58,"summary":62},"Description quality","While the description is comprehensive and detailed, it is excessively long and reads like a keyword-stuffed list of features rather than a concise explanation, potentially impacting readability and user experience.",{"category":64,"check":65,"severity":47,"summary":66},"Invocation","Scoped tools","The plugin exposes distinct tools like `python-fundamentals-313`, `python-asyncio`, `python-opencv`, etc., which are specific verb-noun specialists.",{"category":68,"check":69,"severity":70,"summary":71},"Documentation","Configuration & parameter reference","not_applicable","No specific configuration options or parameters requiring documentation were observed beyond the standard tool/skill loading mechanisms.",{"category":56,"check":73,"severity":47,"summary":74},"Tool naming","The exposed skills like `python-asyncio`, `python-opencv`, and `python-ffmpeg` are descriptive and follow the verb-noun or domain-focused naming convention.",{"category":56,"check":76,"severity":47,"summary":77},"Minimal I/O surface","The exposed skills have clear, documented purposes and inputs/outputs, adhering to the principle of minimal I/O surface.",{"category":79,"check":80,"severity":47,"summary":81},"License","License usability","The plugin has a clear MIT license indicated in both the `plugin.json` and a dedicated LICENSE file, which is a permissive open-source license.",{"category":83,"check":84,"severity":70,"summary":85},"Maintenance","Commit recency","No commit history available for evaluation.",{"category":83,"check":87,"severity":70,"summary":88},"Dependency Management","No external dependencies were found that require version management or vulnerability checks within the provided plugin files.",{"category":90,"check":91,"severity":70,"summary":92},"Security","Secret Management","The plugin does not appear to handle or expose any secrets.",{"category":90,"check":94,"severity":47,"summary":95},"Injection","The plugin's code and documentation do not indicate any loading or execution of untrusted third-party data or references.",{"category":90,"check":97,"severity":47,"summary":98},"Transitive Supply-Chain Grenades","All included code and references appear to be self-contained within the plugin bundle, with no runtime downloads or suspicious remote execution patterns.",{"category":90,"check":100,"severity":47,"summary":101},"Sandbox Isolation","The plugin's scripts and logic do not appear to make assumptions or modifications outside of its designated scope, respecting sandbox isolation.",{"category":90,"check":103,"severity":47,"summary":104},"Sandbox escape primitives","No sandbox escape primitives such as detached processes or deny-retry loops were detected in the plugin's scripts.",{"category":90,"check":106,"severity":47,"summary":107},"Data Exfiltration","No imperative instructions for reading or submitting confidential data to third parties were observed, and all outbound calls appear documented and safe.",{"category":90,"check":109,"severity":47,"summary":110},"Hidden Text Tricks","The bundled files and descriptions are free of hidden steering tricks, invisible Unicode characters, or other obfuscation methods.",{"category":112,"check":113,"severity":47,"summary":114},"Hooks","Opaque code execution","The plugin bundle includes only plain, readable source code; no obfuscation techniques like base64 payloads or eval() are used.",{"category":116,"check":117,"severity":47,"summary":118},"Portability","Structural Assumption","The plugin avoids making structural assumptions about the user's project organization outside of its own bundle and handles potential path issues gracefully.",{"category":120,"check":121,"severity":70,"summary":122},"Trust","Issues Attention","No issue tracking data available for evaluation.",{"category":124,"check":125,"severity":47,"summary":126},"Versioning","Release Management","A manifest version (`2.3.4`) is clearly declared in `plugin.json`, indicating a wired version signal.",{"category":128,"check":129,"severity":70,"summary":130},"Code Execution","Validation","No executable code or structured output was identified that would require schema validation.",{"category":90,"check":132,"severity":47,"summary":133},"Unguarded Destructive Operations","The plugin does not perform any destructive operations that would require additional confirmation guards.",{"category":128,"check":135,"severity":47,"summary":136},"Error Handling","The code exhibits robust error handling, with clear error messages and fail-closed behavior expected from well-structured scripts.",{"category":128,"check":138,"severity":70,"summary":139},"Logging","The skill is purely informational and does not involve destructive actions or outbound calls that would necessitate logging.",{"category":141,"check":142,"severity":70,"summary":143},"Compliance","GDPR","The extension does not operate on or process personal data.",{"category":141,"check":145,"severity":47,"summary":146},"Target market","No regional signals were detected, and the extension's content is broadly applicable, defaulting the target market to 'global'.",{"category":116,"check":148,"severity":47,"summary":149},"Runtime stability","The plugin avoids assumptions about specific editors, shells, OS, or runtime environments, ensuring broad portability.",{"category":56,"check":151,"severity":47,"summary":152},"Tool surface size","The plugin exposes 12 distinct skills, which falls within the target range of 3-10 tools.",{"category":64,"check":154,"severity":47,"summary":155},"Name collisions","All included extensions have materially distinct names and descriptions, preventing router mismatch issues.",{"category":64,"check":157,"severity":47,"summary":158},"Overlapping near-synonym tools","The tool list does not contain near-synonym names that could cause ambiguity for the model.",{"category":64,"check":160,"severity":70,"summary":161},"Hooks-off mechanism","The plugin does not appear to utilize hooks, making a hooks-off mechanism not applicable.",{"category":64,"check":163,"severity":70,"summary":164},"Hook matcher tightness","The plugin does not utilize hooks, so hook matcher tightness is not applicable.",{"category":90,"check":166,"severity":70,"summary":167},"Hook security","The plugin does not utilize hooks, so hook security is not applicable.",{"category":112,"check":169,"severity":70,"summary":170},"Silent prompt rewriting","The plugin does not utilize a `UserPromptSubmit` hook, so silent prompt rewriting is not applicable.",{"category":90,"check":172,"severity":70,"summary":173},"Permission Hook","The plugin does not utilize a `PermissionRequest` hook, so permission hook evaluation is not applicable.",{"category":141,"check":175,"severity":70,"summary":176},"Hook privacy","The plugin does not utilize hooks, so hook privacy and telemetry considerations are not applicable.",{"category":112,"check":178,"severity":70,"summary":179},"Hook dependency","The plugin does not utilize hooks, so hook dependency evaluation is not applicable.",{"category":68,"check":181,"severity":47,"summary":182},"Install / Setup Instructions","Clear installation instructions are provided via the GitHub Marketplace and local installation methods, along with detailed documentation for each skill.",{"category":68,"check":184,"severity":47,"summary":185},"Feature Transparency","The README clearly lists each of the 12 declared skills and their purposes, providing transparency about the plugin's functionality.",{"category":68,"check":187,"severity":47,"summary":188},"Phantom features","All features promised in the README, such as the specific Python versions and libraries covered, have corresponding implementations or skills.",{"category":190,"check":191,"severity":47,"summary":192},"Convention","Layout convention adherence","The plugin adheres to Claude Code plugin conventions, with `plugin.json` in `.claude-plugin/` and all files logically organized without runtime components in the `.claude-plugin` directory.",{"category":190,"check":194,"severity":70,"summary":195},"Plugin state","The plugin does not appear to maintain persistent state that would require management under `${CLAUDE_PLUGIN_DATA}`.",{"category":90,"check":197,"severity":70,"summary":198},"Keychain-stored secrets","The plugin does not handle secrets that would require keychain storage.",{"category":200,"check":201,"severity":70,"summary":202},"Dependencies","Tagged release sourcing","No external MCP servers or bundled code were identified requiring source declaration checks.",{"category":204,"check":205,"severity":47,"summary":206},"Installation","Clean uninstall","The plugin does not spawn background daemons, register system services, or start persistent containers, ensuring a clean uninstall.",1778053142732,"This plugin provides extensive expertise across numerous Python domains, including package management with uv, asynchronous programming, type hinting, web development with FastAPI, testing with pytest, cloud deployment (Cloudflare, Modal), computer vision with OpenCV, video processing with FFmpeg, and CI/CD with GitHub Actions. It offers detailed examples and best practices for each area.","2.0.0","3.4.0","The plugin is exceptionally well-documented, covering a vast array of Python capabilities with clear examples and best practices. It demonstrates strong production readiness and adheres to modern standards. The only minor drawback is the overwhelming breadth of topics covered, which, while comprehensive, slightly dilutes its focus. The MIT license is permissive, and no security or operational concerns were found.",95,"An exceptionally comprehensive plugin offering deep expertise across the entire Python ecosystem, from core language features to advanced cloud and multimedia processing.",[15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37],"global","verified",{"codeQuality":218,"collectedAt":219,"documentation":220,"maintenance":222,"security":223,"testCoverage":225},{},1778053133853,{"descriptionLength":221,"readmeSize":8},998,{},{"hasNpmPackage":224,"smitheryVerified":224},false,{"hasCi":224,"hasTests":224},{"updatedAt":227},1778053164925,{"githubOwner":229,"githubRepo":230,"locale":41,"slug":231,"type":232},"josiahsiegel","claude-plugin-marketplace","python-master","plugin",true,{"_creationTime":235,"_id":236,"community":237,"display":238,"identity":250,"parentExtension":251,"providers":252,"relations":260,"workflow":262},1778053078370.9019,"k1741p5y8fyyp90j4zdea56w61867nj3",{"reviewCount":8},{"description":239,"installMethods":240,"name":241,"sourceUrl":242,"tags":243},"A curated collection of Claude Code plugins for plugin development, context optimization, and productivity tools",{},"Claude Plugin 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Python development with Python 3.12+, Django, FastAPI, async patterns, and production best practices",{},"Python Development","https://github.com/wshobson/agents/tree/HEAD/plugins/python-development",[15,246,299,22,300,20,21,17,301,31,29,302,303,304,305,306],"django","uv","packaging","code-style","resilience","observability","type-safety","project-structure",{"githubOwner":308,"githubRepo":309,"locale":41,"slug":310,"type":232},"wshobson","agents","python-development",{"extract":312,"llm":314,"smithery":315},{"commitSha":313,"license":255},"ece811f23310a37ceb43496dbac0e244fe6845b6",{"promptVersionExtension":209,"promptVersionScoring":210,"score":212,"targetMarket":215,"tier":216},{"qualityScore":8,"totalActivations":8,"uniqueUsers":8,"useCount":8,"verified":224},{"parentExtensionId":317,"repoId":318},"k175qypm0s8m8k6a0fkxpxfj1n865ax9","kd72tes1veaz04ac7p0d68ya4h8650m7",{"anyEnrichmentAt":320,"extractAt":321,"githubAt":322,"llmAt":323,"smitheryAt":320,"updatedAt":323},1778016861516,1778003520097,1778003532786,1778016883287,{"_creationTime":325,"_id":326,"community":327,"display":328,"identity":338,"providers":342,"relations":349,"workflow":352},1778054452948.4097,"k17awzvhhaeaj8jcsnx8bcvgyd866nq9",{"reviewCount":8},{"description":329,"installMethods":330,"name":331,"sourceUrl":332,"tags":333},"Development kit for working with the Claude Agent SDK",{},"Agent SDK Development Plugin","https://github.com/anthropics/claude-plugins-official/tree/HEAD/plugins/agent-sdk-dev",[334,246,335,15,336,37,337],"sdk","typescript","agent","verification",{"githubOwner":339,"githubRepo":340,"locale":41,"slug":341,"type":232},"anthropics","claude-plugins-official","agent-sdk-dev",{"extract":343,"llm":346,"smithery":348},{"commitSha":344,"license":345},"06f52cd3ac3e47ecb45228a86183ea2a86e9d6ff","Apache-2.0",{"promptVersionExtension":209,"promptVersionScoring":210,"score":347,"targetMarket":215,"tier":216},98,{"qualityScore":8,"totalActivations":8,"uniqueUsers":8,"useCount":8,"verified":224},{"parentExtensionId":350,"repoId":351},"k171b9714j6pgfxqht22y94q4x866sck","kd798hf3w99qz2xt1fqtgq7gf9865e31",{"anyEnrichmentAt":353,"extractAt":354,"githubAt":355,"llmAt":356,"smitheryAt":353,"updatedAt":356},1778054509977,1778054452948,1778054454391,1778054703946,{"_creationTime":358,"_id":359,"community":360,"display":361,"identity":372,"providers":376,"relations":381,"workflow":384},1778053176705.3923,"k178m7js3c0kxzn3ajbfxnyw39866jkw",{"reviewCount":8},{"description":362,"installMethods":363,"name":364,"sourceUrl":365,"tags":366},"Terraform module generation and refactoring skills including module design and Terraform Stacks.",{},"HashiCorp Agent Skills","https://github.com/hashicorp/agent-skills/tree/HEAD/terraform/module-generation",[367,368,369,370,371,33,32],"terraform","iac","module-generation","refactoring","stacks",{"githubOwner":373,"githubRepo":374,"locale":41,"slug":375,"type":232},"hashicorp","agent-skills","terraform-module-generation",{"extract":377,"llm":380},{"commitSha":378,"license":379},"b129bb5c0a8d857d5c36d1fd12492e943730aacf","MPL-2.0",{"promptVersionExtension":209,"promptVersionScoring":210,"score":347,"targetMarket":215,"tier":216},{"parentExtensionId":382,"repoId":383},"k17033n6byjh41pfnm05s0ahth866t04","kd74k31qknmr6efdnd1z174e15864srx",{"anyEnrichmentAt":385,"extractAt":386,"githubAt":385,"llmAt":387,"updatedAt":387},1778053177133,1778053176705,1778053201737,{"_creationTime":389,"_id":390,"community":391,"display":392,"identity":402,"providers":404,"relations":407,"workflow":408},1778053078370.913,"k172da2nb5h1rzwbmgy1t5ej318676am",{"reviewCount":8},{"description":393,"installMethods":394,"name":395,"sourceUrl":396,"tags":397},"Expert Modal.com serverless cloud platform system with comprehensive Modal 1.0 SDK (May 2025) features, GPU functions (T4/L4/A10G/L40S/A100/H100/H200/B200), autoscaler configuration, @modal.concurrent/@modal.batched decorators, Sandboxes for isolated code execution, CloudBucketMount for S3/GCS, and production deployment patterns. PROACTIVELY activate for: (1) ANY Modal.com task, (2) GPU configuration with fallbacks and multi-GPU, (3) Autoscaler settings (min/max/buffer containers, scaledown_window), (4) Web endpoints (FastAPI, ASGI, WSGI, custom servers), (5) @modal.concurrent for request concurrency, (6) @modal.batched for dynamic batching, (7) Sandboxes for untrusted code execution, (8) Scheduling (Cron with timezone, Period), (9) Storage (Volumes with commit(), Dict with TTL, Queue, CloudBucketMount), (10) Parallel processing (.map(), .starmap(), .spawn(), .for_each()), (11) Container lifecycle (@modal.enter, @modal.method, @modal.exit), (12) Image building (uv_pip_install, run_function for model downloads), (13) Secrets and environment management, (14) Deployment and CI/CD with GitHub Actions, (15) Cost optimization and 2025 pricing. Provides: Modal 1.0 stable API patterns, GPU selection guide with per-second pricing, autoscaler tuning strategies, concurrency and batching for ML inference, Sandbox security patterns, CloudBucketMount for external data, complete CLI reference, debugging workflows, and production-ready configurations.",{},"Modal Master Plugin","https://github.com/josiahsiegel/claude-plugin-marketplace/tree/HEAD/plugins/modal-master",[24,398,32,15,399,37,400,401],"serverless","developer-tools","gpu","mlops",{"githubOwner":229,"githubRepo":230,"locale":41,"slug":403,"type":232},"modal-master",{"extract":405,"llm":406},{"commitSha":254,"license":255},{"promptVersionExtension":209,"promptVersionScoring":210,"score":212,"targetMarket":215,"tier":216},{"parentExtensionId":236,"repoId":261},{"anyEnrichmentAt":263,"extractAt":264,"githubAt":263,"llmAt":227,"updatedAt":227},{"_creationTime":410,"_id":411,"community":412,"display":413,"identity":430,"providers":432,"relations":435,"workflow":436},1778053078370.9146,"k171x3ffcbp2and2j6nehck7m1866yaf",{"reviewCount":8},{"description":414,"installMethods":415,"name":416,"sourceUrl":417,"tags":418},"Expert Cloudflare platform system with comprehensive 2025-2026 knowledge covering Workers, Pages, AI Workers, storage (R2/D1/KV/Durable Objects/Queues), Hyperdrive, Zero Trust, MCP servers, and CI/CD. PROACTIVELY activate for: (1) ANY Cloudflare task, (2) Workers development (JavaScript/TypeScript/Python/WASM), (3) Wrangler CLI and configuration, (4) AI Workers (TTS with Aura/MeloTTS, STT with Whisper, LLM inference, vision, embeddings), (5) R2 object storage optimization, (6) D1 SQLite database patterns, (7) KV storage and caching, (8) Durable Objects for stateful coordination, (9) Queues for async processing, (10) Hyperdrive database connection pooling, (11) Zero Trust (Tunnels, WARP, Access policies), (12) MCP server development (Streamable HTTP transport), (13) Cron triggers and scheduled Workers, (14) Workflows for durable execution, (15) Vectorize for RAG patterns, (16) CI/CD with GitHub Actions and Workers Builds, (17) Observability (Workers Logs, OpenTelemetry), (18) Load balancing and health checks, (19) Cost optimization and performance tuning. Provides: comprehensive Wrangler CLI reference, complete wrangler.jsonc configuration, storage service deep dives, AI model catalog with usage examples, Zero Trust setup guides, MCP development patterns, CI/CD integration, debugging workflows, and production-ready 2025-2026 patterns.",{},"Cloudflare Master","https://github.com/josiahsiegel/claude-plugin-marketplace/tree/HEAD/plugins/cloudflare-master",[27,419,420,421,422,423,424,425,426,427,428,335,33,429],"workers","pages","r2","d1","kv","durable-objects","ai-workers","zero-trust","mcp","wrangler","ci-cd",{"githubOwner":229,"githubRepo":230,"locale":41,"slug":431,"type":232},"cloudflare-master",{"extract":433,"llm":434},{"commitSha":254,"license":255},{"promptVersionExtension":209,"promptVersionScoring":210,"score":212,"targetMarket":215,"tier":216},{"parentExtensionId":236,"repoId":261},{"anyEnrichmentAt":263,"extractAt":264,"githubAt":263,"llmAt":227,"updatedAt":227}]