[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"extension-skill-bobmatnyc-vector-search-workflows-de":3,"guides-for-bobmatnyc-vector-search-workflows":1859,"similar-k17eqjnf585nnerethk3rn9d9x86n8vc-de":1860},{"_creationTime":4,"_id":5,"children":6,"community":7,"display":9,"evaluation":15,"identity":244,"isFallback":241,"parentExtension":249,"providers":250,"relations":255,"repo":257,"tags":1856,"workflow":1857},1778683190010.253,"k17eqjnf585nnerethk3rn9d9x86n8vc",[],{"reviewCount":8},0,{"description":10,"installMethods":11,"name":13,"sourceUrl":14},"Vector search indexing and querying workflows using MCP Vector Search, including setup, reindexing, auto-index strategies, and MCP integration.",{"claudeCode":12},"bobmatnyc/claude-mpm-skills","vector-search-workflows","https://github.com/bobmatnyc/claude-mpm-skills",{"_creationTime":16,"_id":17,"extensionId":5,"locale":18,"result":19,"trustSignals":225,"workflow":242},1778683414330.6274,"kn787kx76qn6nvgbt3jq4d3z5d86m9cb","en",{"checks":20,"evaluatedAt":192,"extensionSummary":193,"features":194,"nonGoals":200,"promptVersionExtension":204,"promptVersionScoring":205,"purpose":206,"rationale":207,"score":208,"summary":209,"tags":210,"targetMarket":218,"tier":219,"useCases":220},[21,26,29,32,36,39,43,47,50,53,57,61,64,68,71,74,77,80,83,86,90,94,98,102,106,109,113,116,120,123,126,129,132,135,138,142,146,149,153,157,160,163,166,169,173,176,179,182,185,189],{"category":22,"check":23,"severity":24,"summary":25},"Practical Utility","Problem relevance","pass","The description clearly states the problem of managing vector search indexing and querying workflows using MCP Vector Search, including specific aspects like setup, reindexing, and auto-index strategies.",{"category":22,"check":27,"severity":24,"summary":28},"Unique selling proposition","The skill provides a dedicated workflow and command-line interface for managing vector search indexing and querying with MCP Vector Search, offering value beyond basic API interaction.",{"category":22,"check":30,"severity":24,"summary":31},"Production readiness","The skill covers the complete lifecycle for vector search workflows, including setup, indexing, auto-indexing strategies, search querying, status checking, and integration patterns, making it suitable for production use.",{"category":33,"check":34,"severity":24,"summary":35},"Scope","Single responsibility principle","The skill focuses specifically on vector search indexing and querying workflows using MCP Vector Search, without extending into unrelated domains.",{"category":33,"check":37,"severity":24,"summary":38},"Description quality","The skill's description accurately and concisely reflects its capabilities, including setup, reindexing, auto-index strategies, and MCP integration.",{"category":40,"check":41,"severity":24,"summary":42},"Invocation","Scoped tools","The skill exposes a set of well-defined, narrow verb-noun tools like `setup`, `index`, `auto-index`, and `search`, facilitating precise agent selection.",{"category":44,"check":45,"severity":24,"summary":46},"Documentation","Configuration & parameter reference","The `SKILL.md` details commands, options like `--force` and `--method`, and provides a typical `.mcp.json` configuration snippet, effectively documenting parameters.",{"category":33,"check":48,"severity":24,"summary":49},"Tool naming","All exposed commands (`setup`, `index`, `search`, `auto-index`, `status`, `doctor`) are descriptive and clearly indicate their function within the vector search domain.",{"category":33,"check":51,"severity":24,"summary":52},"Minimal I/O surface","Command parameters are specific flags (e.g., `--force`, `--method`), and the output primarily consists of status messages and confirmations, adhering to a minimal I/O surface.",{"category":54,"check":55,"severity":24,"summary":56},"License","License usability","The extension is licensed under the MIT license, as indicated by the `LICENSE` file and the `license: MIT` frontmatter, which is a permissive open-source license.",{"category":58,"check":59,"severity":24,"summary":60},"Maintenance","Commit recency","The latest commit was on 2026-04-15, which is within the last 3 months.",{"category":58,"check":62,"severity":24,"summary":63},"Dependency Management","The skill uses `pip install mcp-vector-search` and `uv sync --dev`, indicating standard Python dependency management practices.",{"category":65,"check":66,"severity":24,"summary":67},"Security","Secret Management","No secrets are used or exposed by the skill's commands, and the MCP integration pattern uses `stdio` which does not inherently involve secret handling.",{"category":65,"check":69,"severity":24,"summary":70},"Injection","The skill does not load or execute external data or code, mitigating injection risks. All necessary logic is bundled within the repository.",{"category":65,"check":72,"severity":24,"summary":73},"Transitive Supply-Chain Grenades","The skill does not fetch external code or data at runtime. All dependencies are managed via `pip` and `uv`, and all logic is within the bundle.",{"category":65,"check":75,"severity":24,"summary":76},"Sandbox Isolation","The skill operates as a CLI tool and does not appear to modify files outside its intended scope. Paths are relative within the tool's operation context.",{"category":65,"check":78,"severity":24,"summary":79},"Sandbox escape primitives","The skill is a command-line tool and does not use detached processes or retry loops around denied calls that could facilitate sandbox escapes.",{"category":65,"check":81,"severity":24,"summary":82},"Data Exfiltration","The skill's primary function is local indexing and searching; it does not involve outbound calls to submit confidential data or telemetry.",{"category":65,"check":84,"severity":24,"summary":85},"Hidden Text Tricks","The bundled `SKILL.md` and `README.md` files do not contain hidden text tricks or obfuscation characters.",{"category":87,"check":88,"severity":24,"summary":89},"Hooks","Opaque code execution","The skill's logic is written in plain Python and executed via standard CLI commands, with no use of base64 payloads, `eval`, or runtime script fetching.",{"category":91,"check":92,"severity":24,"summary":93},"Portability","Structural Assumption","The skill assumes a standard Python environment with `pip` and `uv`, and interacts with local project files for indexing, which are typical assumptions for such tools.",{"category":95,"check":96,"severity":24,"summary":97},"Trust","Issues Attention","There are 4 open and 0 closed issues in the last 90 days, indicating low activity but not a significant backlog.",{"category":99,"check":100,"severity":24,"summary":101},"Versioning","Release Management","The skill has a `version: 1.0.0` declared in its `SKILL.md` frontmatter, providing a meaningful version signal.",{"category":103,"check":104,"severity":24,"summary":105},"Execution","Validation","The skill uses standard CLI flags for input and relies on the underlying `mcp-vector-search` Python package for validation, which is assumed to handle parameter validation.",{"category":65,"check":107,"severity":24,"summary":108},"Unguarded Destructive Operations","The `index --force` and `reindex --all` commands can be considered destructive but are guarded by explicit command invocation and clear naming, without automatic execution.",{"category":110,"check":111,"severity":24,"summary":112},"Code Execution","Error Handling","The skill relies on the underlying `mcp-vector-search` Python package for error handling, which is expected to provide meaningful error messages and exit codes.",{"category":110,"check":114,"severity":24,"summary":115},"Logging","The skill provides status messages during operation, and the MCP integration pattern uses `stdio` which implies logging capabilities. No explicit audit log is mentioned, but this is a CLI tool.",{"category":117,"check":118,"severity":24,"summary":119},"Compliance","GDPR","The skill operates on codebases and does not appear to handle personal data directly. Any personal data in code is processed locally.",{"category":117,"check":121,"severity":24,"summary":122},"Target market","The skill is a general development tool for vector search and has no regional or jurisdictional limitations.",{"category":91,"check":124,"severity":24,"summary":125},"Runtime stability","The skill assumes a standard Python environment with `pip`/`uv` and a POSIX-compatible shell, which are common and stable environments.",{"category":44,"check":127,"severity":24,"summary":128},"README","The `README.md` file is comprehensive, detailing the Claude MPM ecosystem, skill structure, installation, and usage, complementing the `SKILL.md`.",{"category":33,"check":130,"severity":24,"summary":131},"Tool surface size","The skill exposes a reasonable number of commands (setup, index, auto-index, search, status, doctor), fitting within the target range.",{"category":40,"check":133,"severity":24,"summary":134},"Overlapping near-synonym tools","The exposed tools (`setup`, `index`, `reindex`, `search`, `auto-index`) cover distinct functionalities without significant overlap or near-synonyms.",{"category":44,"check":136,"severity":24,"summary":137},"Phantom features","All features mentioned in the `SKILL.md` and `README.md` correspond to implemented commands and workflows within the skill.",{"category":139,"check":140,"severity":24,"summary":141},"Install","Installation instruction","The `README.md` provides clear, step-by-step installation instructions for Claude MPM and the skills repository, including copy-pasteable commands and verification steps.",{"category":143,"check":144,"severity":24,"summary":145},"Errors","Actionable error messages","The skill relies on the underlying `mcp-vector-search` package and CLI interface for error reporting, which is expected to provide actionable messages.",{"category":103,"check":147,"severity":24,"summary":148},"Pinned dependencies","The skill specifies its primary dependency (`mcp-vector-search`) and uses `uv` for development installs, which implies pinned dependencies via `uv.lock` or similar.",{"category":33,"check":150,"severity":151,"summary":152},"Dry-run preview","not_applicable","The skill's primary operations are indexing and searching; while `index --force` and `reindex` modify the index, there's no explicit `--dry-run` mode, but these are not inherently destructive in a way that requires a dry-run.",{"category":154,"check":155,"severity":24,"summary":156},"Protocol","Idempotent retry & timeouts","The skill operates locally and relies on standard CLI execution, not remote calls. Operations like `index` and `reindex` are designed to be rerunnable, implying a degree of idempotency.",{"category":117,"check":158,"severity":24,"summary":159},"Telemetry opt-in","The skill does not appear to emit any telemetry. All operations are local, and no outbound calls are made for tracking purposes.",{"category":40,"check":161,"severity":24,"summary":162},"Precise Purpose","The skill's purpose is precisely defined as managing vector search indexing and querying workflows with MCP Vector Search, with clear use cases and quick start steps.",{"category":40,"check":164,"severity":24,"summary":165},"Concise Frontmatter","The `SKILL.md` frontmatter is concise, providing a clear summary, when-to-use scenarios, and quick start steps within token limits.",{"category":44,"check":167,"severity":24,"summary":168},"Concise Body","The `SKILL.md` body is well-structured with clear command sections and is not excessively long, delegating deeper material implicitly to the underlying Python package.",{"category":170,"check":171,"severity":24,"summary":172},"Context","Progressive Disclosure","While `SKILL.md` is not extremely long, it clearly outlines commands and provides links to related skills, suggesting a pattern of progressive disclosure.",{"category":170,"check":174,"severity":151,"summary":175},"Forked exploration","This skill is a tool for managing vector search workflows and does not involve deep exploration or code review that would necessitate `context: fork`.",{"category":22,"check":177,"severity":24,"summary":178},"Usage examples","The `SKILL.md` provides clear, copy-pasteable examples for core commands like `setup`, `search`, and `index`, demonstrating their usage and expected outcomes.",{"category":22,"check":180,"severity":24,"summary":181},"Edge cases","The `SKILL.md` mentions reindexing triggers like dependency updates or parser changes, and the `doctor` command suggests handling of potential issues, implying consideration of edge cases.",{"category":110,"check":183,"severity":151,"summary":184},"Tool Fallback","The skill is a CLI tool that depends on the `mcp-vector-search` Python package and does not interface with an external MCP server that would require fallback mechanisms.",{"category":186,"check":187,"severity":24,"summary":188},"Safety","Halt on unexpected state","The skill's commands like `setup` and `index` implicitly handle state by creating or updating configurations and indexes. The `doctor` command further supports this by checking health.",{"category":91,"check":190,"severity":24,"summary":191},"Cross-skill coupling","The skill is self-contained and focuses on vector search workflows. It lists related skills for context but does not implicitly rely on them.",1778683414219,"This skill provides command-line tools for setting up, indexing, auto-indexing, and querying vector search databases (like ChromaDB) using the MCP Vector Search package. It integrates with development environments and offers troubleshooting capabilities.",[195,196,197,198,199],"Vector search indexing and setup","Automatic index management and reindexing","Semantic search querying","MCP integration for development environments","Troubleshooting and status checks",[201,202,203],"Managing vector databases other than those supported by mcp-vector-search","Providing a GUI for search operations","Complex natural language query understanding beyond semantic search","3.0.0","4.4.0","To streamline and manage vector search indexing and querying workflows for codebases, enabling efficient semantic search capabilities.","The skill is exceptionally well-documented and robust, with clear purpose, features, and minimal issues found across all checks.",99,"A highly polished and production-ready skill for managing vector search workflows with MCP Vector Search.",[211,212,213,214,215,216,217],"vector-search","embeddings","indexing","search","mcp","cli","python","global","verified",[221,222,223,224],"Building semantic search for codebases","Setting up MCP search tools","Troubleshooting indexing and reindexing workflows","Keeping code search data fresh with auto-indexing",{"codeQuality":226,"collectedAt":228,"documentation":229,"maintenance":232,"security":238,"testCoverage":240},{"hasLockfile":227},false,1778683390080,{"descriptionLength":230,"readmeSize":231},143,18236,{"closedIssues90d":8,"forks":233,"hasChangelog":227,"manifestVersion":234,"openIssues90d":235,"pushedAt":236,"stars":237},13,"1.0.0",4,1776273197000,44,{"hasNpmPackage":227,"license":239,"smitheryVerified":227},"MIT",{"hasCi":241,"hasTests":227},true,{"updatedAt":243},1778683414330,{"basePath":245,"githubOwner":246,"githubRepo":247,"locale":18,"slug":13,"type":248},"toolchains/ai/techniques/vector-search-workflows","bobmatnyc","claude-mpm-skills","skill",null,{"evaluate":251,"extract":253},{"promptVersionExtension":204,"promptVersionScoring":205,"score":208,"tags":252,"targetMarket":218,"tier":219},[211,212,213,214,215,216,217],{"commitSha":254},"HEAD",{"repoId":256},"kd72g55e5qeqs90bk1bvkt8wbx86nkn3",{"_creationTime":258,"_id":256,"identity":259,"providers":260,"workflow":1852},1778683184016.2227,{"githubOwner":246,"githubRepo":247,"sourceUrl":14},{"classify":261,"discover":1846,"github":1849},{"commitSha":254,"extensions":262},[263,274,285,294,302,310,318,326,334,346,354,359,367,375,383,391,399,407,415,423,431,439,447,455,463,471,487,495,503,511,519,527,535,543,551,559,589,597,605,613,621,629,637,645,653,673,687,715,723,731,740,748,757,769,783,795,805,813,821,829,837,845,853,861,869,877,885,893,901,909,917,925,933,941,949,957,965,973,995,1003,1011,1019,1027,1047,1055,1063,1071,1079,1087,1095,1115,1123,1131,1139,1147,1165,1180,1188,1196,1204,1212,1220,1228,1236,1244,1256,1264,1272,1280,1288,1296,1304,1312,1320,1328,1336,1344,1352,1360,1368,1376,1384,1392,1400,1417,1425,1439,1447,1455,1467,1475,1487,1497,1505,1513,1521,1529,1544,1557,1573,1589,1604,1618,1626,1634,1642,1658,1672,1682,1700,1713,1723,1737,1751,1769,1777,1785,1793,1801,1818,1826],{"basePath":264,"description":265,"displayName":266,"installMethods":267,"rationale":268,"selectedPaths":269,"source":273,"sourceLanguage":18,"type":248},".claude/skills/toolchains-ai-protocols","MCP (Model Context Protocol) - Build AI-native servers with tools, resources, and prompts. 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Java framework for production-ready applications with dependency injection, REST APIs, data access, security, and actuator monitoring","spring-boot",{"claudeCode":12},"SKILL.md frontmatter at toolchains/java/frameworks/spring-boot/SKILL.md",[462],{"path":271,"priority":272},{"basePath":464,"description":465,"displayName":466,"installMethods":467,"rationale":468,"selectedPaths":469,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/build/vite","Vite lightning-fast build tool with instant HMR, ESM-first architecture, and zero-config setup for modern web development","vite-build-tool",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/build/vite/SKILL.md",[470],{"path":271,"priority":272},{"basePath":472,"description":473,"displayName":474,"installMethods":475,"rationale":476,"selectedPaths":477,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/express-local-dev","Production-ready Express.js development covering middleware architecture, error handling, security hardening, testing strategies, and deployment patterns","express-production",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/express-local-dev/SKILL.md",[478,479,481,483,485],{"path":271,"priority":272},{"path":480,"priority":345},"references/middleware-patterns.md",{"path":482,"priority":345},"references/production-deployment.md",{"path":484,"priority":345},"references/security-hardening.md",{"path":486,"priority":345},"references/testing-strategies.md",{"basePath":488,"description":489,"displayName":490,"installMethods":491,"rationale":492,"selectedPaths":493,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/hono/cloudflare","Hono on Cloudflare Workers - bindings, KV, D1, R2, Durable Objects, and edge deployment patterns","hono-cloudflare",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/hono/cloudflare/SKILL.md",[494],{"path":271,"priority":272},{"basePath":496,"description":497,"displayName":498,"installMethods":499,"rationale":500,"selectedPaths":501,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/hono/core","Hono ultrafast web framework fundamentals - routing, context, handlers, and response patterns for multi-runtime deployment","hono-core",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/hono/core/SKILL.md",[502],{"path":271,"priority":272},{"basePath":504,"description":505,"displayName":506,"installMethods":507,"rationale":508,"selectedPaths":509,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/hono/jsx","Hono JSX - server-side rendering, streaming, async components, and HTML generation patterns","hono-jsx",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/hono/jsx/SKILL.md",[510],{"path":271,"priority":272},{"basePath":512,"description":513,"displayName":514,"installMethods":515,"rationale":516,"selectedPaths":517,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/hono/middleware","Hono middleware patterns - creation, composition, built-in middleware, and execution order for web applications","hono-middleware",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/hono/middleware/SKILL.md",[518],{"path":271,"priority":272},{"basePath":520,"description":521,"displayName":522,"installMethods":523,"rationale":524,"selectedPaths":525,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/hono/rpc","Hono RPC - end-to-end type-safe API client generation with hc client and TypeScript inference","hono-rpc",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/hono/rpc/SKILL.md",[526],{"path":271,"priority":272},{"basePath":528,"description":529,"displayName":530,"installMethods":531,"rationale":532,"selectedPaths":533,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/hono/testing","Hono testing patterns - app.request(), test client, mocking environment, and integration testing strategies","hono-testing",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/hono/testing/SKILL.md",[534],{"path":271,"priority":272},{"basePath":536,"description":537,"displayName":538,"installMethods":539,"rationale":540,"selectedPaths":541,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/hono/validation","Hono request validation with Zod, TypeBox, Valibot - type-safe input validation for JSON, forms, query params, and headers","hono-validation",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/hono/validation/SKILL.md",[542],{"path":271,"priority":272},{"basePath":544,"description":545,"displayName":546,"installMethods":547,"rationale":548,"selectedPaths":549,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/nextjs","Next.js environment variable management with file precedence, variable types, and deployment configurations. Use when configuring Next.js applications, managing environment-specific settings, or deploying to Vercel/Railway/Heroku.","nextjs-env-variables",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/nextjs/SKILL.md",[550],{"path":271,"priority":272},{"basePath":552,"description":553,"displayName":554,"installMethods":555,"rationale":556,"selectedPaths":557,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/react","FlexLayout for React - Advanced docking layout manager with drag-and-drop, tabs, splitters, and complex window management","flexlayout-react",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/react/SKILL.md",[558],{"path":271,"priority":272},{"basePath":560,"description":561,"displayName":562,"installMethods":563,"rationale":564,"selectedPaths":565,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/react/state-machine","Building reusable React state machine skills with XState v5 and the actor model","react-state-machines",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/react/state-machine/SKILL.md",[566,567,569,571,573,575,577,579,581,583,585,587],{"path":271,"priority":272},{"path":568,"priority":345},"references/composition-patterns.md",{"path":570,"priority":345},"references/decision-trees.md",{"path":572,"priority":345},"references/error-handling.md",{"path":574,"priority":345},"references/migration-guide.md",{"path":576,"priority":345},"references/performance.md",{"path":578,"priority":345},"references/persistence-hydration.md",{"path":580,"priority":345},"references/react-integration.md",{"path":582,"priority":345},"references/real-world-patterns.md",{"path":584,"priority":345},"references/skills-architecture.md",{"path":586,"priority":345},"references/testing-patterns.md",{"path":588,"priority":345},"references/xstate-v5-patterns.md",{"basePath":590,"description":591,"displayName":592,"installMethods":593,"rationale":594,"selectedPaths":595,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/svelte","Svelte 5 - Reactive UI framework with compiler magic, Runes API, SvelteKit full-stack framework, SSR/SSG, minimal JavaScript","svelte",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/svelte/SKILL.md",[596],{"path":271,"priority":272},{"basePath":598,"description":599,"displayName":600,"installMethods":601,"rationale":602,"selectedPaths":603,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/svelte5-runes-static","Svelte 5 runes + SvelteKit adapter-static (SSG/SSR) patterns for hydration-safe state, store bridges, and reactivity that survives prerendering","svelte5-runes-static",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/svelte5-runes-static/SKILL.md",[604],{"path":271,"priority":272},{"basePath":606,"description":607,"displayName":608,"installMethods":609,"rationale":610,"selectedPaths":611,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/sveltekit","SvelteKit - Full-stack Svelte framework with file-based routing, SSR/SSG, form actions, and adapters for deployment","sveltekit",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/sveltekit/SKILL.md",[612],{"path":271,"priority":272},{"basePath":614,"description":615,"displayName":616,"installMethods":617,"rationale":618,"selectedPaths":619,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/frameworks/vue","Vue 3 - Progressive JavaScript framework with Composition API, reactivity system, single-file components, Vite integration, TypeScript support","vue",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/frameworks/vue/SKILL.md",[620],{"path":271,"priority":272},{"basePath":622,"description":623,"displayName":624,"installMethods":625,"rationale":626,"selectedPaths":627,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/testing/cypress","Cypress end-to-end and component testing patterns for web apps: reliable selectors, stable waits, network stubbing, auth handling, CI parallelization, and flake reduction","cypress",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/testing/cypress/SKILL.md",[628],{"path":271,"priority":272},{"basePath":630,"description":631,"displayName":632,"installMethods":633,"rationale":634,"selectedPaths":635,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/testing/playwright","Playwright modern end-to-end testing framework with cross-browser automation, auto-wait, and built-in test runner","playwright-e2e-testing",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/testing/playwright/SKILL.md",[636],{"path":271,"priority":272},{"basePath":638,"description":639,"displayName":640,"installMethods":641,"rationale":642,"selectedPaths":643,"source":273,"sourceLanguage":18,"type":248},"toolchains/javascript/tooling/biome","Biome - Fast all-in-one toolchain for web projects (linter + formatter in Rust, 100x faster than ESLint)","biome",{"claudeCode":12},"SKILL.md frontmatter at toolchains/javascript/tooling/biome/SKILL.md",[644],{"path":271,"priority":272},{"basePath":646,"description":647,"displayName":648,"installMethods":649,"rationale":650,"selectedPaths":651,"source":273,"sourceLanguage":18,"type":248},"toolchains/nextjs/api/validated-handler","Type-safe API route handler with automatic Zod validation for Next.js App Router...","validated-handler",{"claudeCode":12},"SKILL.md frontmatter at toolchains/nextjs/api/validated-handler/SKILL.md",[652],{"path":271,"priority":272},{"basePath":654,"description":655,"displayName":656,"installMethods":657,"rationale":658,"selectedPaths":659,"source":273,"sourceLanguage":18,"type":248},"toolchains/nextjs/core","Core Next.js patterns for App Router development including Server Components, Server Actions, route handlers, data fetching, and caching strategies","nextjs-core",{"claudeCode":12},"SKILL.md frontmatter at toolchains/nextjs/core/SKILL.md",[660,661,663,665,667,669,671],{"path":271,"priority":272},{"path":662,"priority":345},"references/authentication.md",{"path":664,"priority":345},"references/caching-and-rendering.md",{"path":666,"priority":345},"references/data-fetching.md",{"path":668,"priority":345},"references/routing.md",{"path":670,"priority":345},"references/server-actions.md",{"path":672,"priority":345},"references/testing.md",{"basePath":674,"description":675,"displayName":676,"installMethods":677,"rationale":678,"selectedPaths":679,"source":273,"sourceLanguage":18,"type":248},"toolchains/nextjs/v16","Next.js 16 migration guide (async request APIs, \"use cache\", Turbopack)","nextjs-v16",{"claudeCode":12},"SKILL.md frontmatter at toolchains/nextjs/v16/SKILL.md",[680,681,683,685],{"path":271,"priority":272},{"path":682,"priority":345},"references/cache-components.md",{"path":684,"priority":345},"references/migration-checklist.md",{"path":686,"priority":345},"references/turbopack.md",{"basePath":688,"description":689,"displayName":690,"installMethods":691,"rationale":692,"selectedPaths":693,"source":273,"sourceLanguage":18,"type":248},"toolchains/php/frameworks/espocrm","Comprehensive guide for developing on EspoCRM - metadata-driven CRM with service layer architecture","espocrm-development",{"claudeCode":12},"SKILL.md frontmatter at toolchains/php/frameworks/espocrm/SKILL.md",[694,695,697,699,701,703,705,707,709,711,713],{"path":271,"priority":272},{"path":696,"priority":345},"references/api-actions.md",{"path":698,"priority":345},"references/architecture.md",{"path":700,"priority":345},"references/common-tasks.md",{"path":702,"priority":345},"references/custom-field-types.md",{"path":704,"priority":345},"references/development-workflow.md",{"path":706,"priority":345},"references/extension-packages.md",{"path":708,"priority":345},"references/frontend-customization.md",{"path":710,"priority":345},"references/hooks-and-services.md",{"path":712,"priority":345},"references/select-builder.md",{"path":714,"priority":345},"references/testing-debugging.md",{"basePath":716,"description":717,"displayName":718,"installMethods":719,"rationale":720,"selectedPaths":721,"source":273,"sourceLanguage":18,"type":248},"toolchains/php/frameworks/wordpress/advanced-architecture","Advanced WordPress development with REST API endpoints, WP-CLI commands, performance optimization, and caching strategies for scalable applications.","wordpress-advanced-architecture",{"claudeCode":12},"SKILL.md frontmatter at toolchains/php/frameworks/wordpress/advanced-architecture/SKILL.md",[722],{"path":271,"priority":272},{"basePath":724,"description":725,"displayName":726,"installMethods":727,"rationale":728,"selectedPaths":729,"source":273,"sourceLanguage":18,"type":248},"toolchains/php/frameworks/wordpress/block-editor","Modern WordPress block development and Full Site Editing with theme.json, block themes, and custom blocks for WordPress 6.7+","wordpress-block-editor-fse",{"claudeCode":12},"SKILL.md frontmatter at toolchains/php/frameworks/wordpress/block-editor/SKILL.md",[730],{"path":271,"priority":272},{"basePath":732,"description":733,"displayName":734,"installMethods":735,"rationale":736,"selectedPaths":737,"source":273,"sourceLanguage":18,"type":248},"toolchains/php/frameworks/wordpress/plugin-fundamentals","Modern WordPress plugin development with PHP 8.3+, OOP architecture, hooks system, database interactions, and Settings API","wordpress-plugin-fundamentals",{"claudeCode":12},"SKILL.md frontmatter at toolchains/php/frameworks/wordpress/plugin-fundamentals/SKILL.md",[738,739],{"path":271,"priority":272},{"path":283,"priority":284},{"basePath":741,"description":742,"displayName":743,"installMethods":744,"rationale":745,"selectedPaths":746,"source":273,"sourceLanguage":18,"type":248},"toolchains/php/frameworks/wordpress/security-validation","Security-first WordPress development with nonces, sanitization, validation, and escaping to prevent XSS, CSRF, and SQL injection vulnerabilities.","wordpress-security-validation",{"claudeCode":12},"SKILL.md frontmatter at toolchains/php/frameworks/wordpress/security-validation/SKILL.md",[747],{"path":271,"priority":272},{"basePath":749,"description":750,"displayName":751,"installMethods":752,"rationale":753,"selectedPaths":754,"source":273,"sourceLanguage":18,"type":248},"toolchains/php/frameworks/wordpress/testing-qa","WordPress plugin and theme testing with PHPUnit integration tests, WP_Mock unit tests, PHPCS coding standards, and CI/CD workflows","wordpress-testing-qa",{"claudeCode":12},"SKILL.md frontmatter at toolchains/php/frameworks/wordpress/testing-qa/SKILL.md",[755,756],{"path":271,"priority":272},{"path":283,"priority":284},{"basePath":758,"description":759,"displayName":760,"installMethods":761,"rationale":762,"selectedPaths":763,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/auth/better-auth/better-auth-authentication","Better Auth authentication flows for TypeScript apps. Use when enabling email/password auth, configuring social providers, or implementing sign-up, sign-in, and verification flows.","better-auth-authentication",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/auth/better-auth/better-auth-authentication/SKILL.md",[764,765,767],{"path":271,"priority":272},{"path":766,"priority":345},"references/email-password.md",{"path":768,"priority":345},"references/providers.md",{"basePath":770,"description":771,"displayName":772,"installMethods":773,"rationale":774,"selectedPaths":775,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/auth/better-auth/better-auth-core","Better Auth core setup for TypeScript apps. Use when configuring the Better Auth instance, wiring server handlers and client instances, working with sessions, or calling server-side auth APIs.","better-auth-core",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/auth/better-auth/better-auth-core/SKILL.md",[776,777,779,781],{"path":271,"priority":272},{"path":778,"priority":345},"references/client-server.md",{"path":780,"priority":345},"references/setup-database.md",{"path":782,"priority":345},"references/typescript.md",{"basePath":784,"description":785,"displayName":786,"installMethods":787,"rationale":788,"selectedPaths":789,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/auth/better-auth/better-auth-integrations","Better Auth framework integrations for TypeScript. Use when wiring route handlers in Next.js, SvelteKit, Remix, Express, Hono, or other web frameworks.","better-auth-integrations",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/auth/better-auth/better-auth-integrations/SKILL.md",[790,791,793],{"path":271,"priority":272},{"path":792,"priority":345},"references/frameworks.md",{"path":794,"priority":345},"references/nextjs.md",{"basePath":796,"description":797,"displayName":798,"installMethods":799,"rationale":800,"selectedPaths":801,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/auth/better-auth/better-auth-plugins","Better Auth plugin system for TypeScript. Use when adding advanced auth features (2FA, magic link, passkey, username, JWT, organizations) via server and client plugins.","better-auth-plugins",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/auth/better-auth/better-auth-plugins/SKILL.md",[802,803],{"path":271,"priority":272},{"path":804,"priority":345},"references/plugins-index.md",{"basePath":806,"description":807,"displayName":808,"installMethods":809,"rationale":810,"selectedPaths":811,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/backend/supabase","Supabase open-source Firebase alternative with Postgres, authentication, storage, and realtime subscriptions. Use when building full-stack applications requiring integrated backend services with Next.js, React, or Vue.","supabase-backend-platform",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/backend/supabase/SKILL.md",[812],{"path":271,"priority":272},{"basePath":814,"description":815,"displayName":816,"installMethods":817,"rationale":818,"selectedPaths":819,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/database/neon","Neon serverless Postgres with autoscaling, instant database branching, and zero-downtime deployments. Use when building serverless applications, implementing database branching for dev/staging, or deploying with Vercel/Netlify.","neon-serverless-postgres",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/database/neon/SKILL.md",[820],{"path":271,"priority":272},{"basePath":822,"description":823,"displayName":824,"installMethods":825,"rationale":826,"selectedPaths":827,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-agentic-cloud","DigitalOcean Gradient AI agentic cloud and AI platform for building, training, and deploying AI agents on GPU infrastructure with foundation models, knowledge bases, and agent routes. Use when planning or operating AI agents on DigitalOcean.","digitalocean-agentic-cloud",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-agentic-cloud/SKILL.md",[828],{"path":271,"priority":272},{"basePath":830,"description":831,"displayName":832,"installMethods":833,"rationale":834,"selectedPaths":835,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-compute","DigitalOcean compute services covering Droplets, App Platform, Functions, Kubernetes (DOKS), GPU Droplets, and Bare Metal GPUs. Use when selecting or provisioning compute for applications, containers, or serverless workloads.","digitalocean-compute",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-compute/SKILL.md",[836],{"path":271,"priority":272},{"basePath":838,"description":839,"displayName":840,"installMethods":841,"rationale":842,"selectedPaths":843,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-containers-images","DigitalOcean containers and images including Container Registry, preconfigured images, and custom images. Use when building, storing, or deploying container images or Droplet images on DigitalOcean.","digitalocean-containers-images",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-containers-images/SKILL.md",[844],{"path":271,"priority":272},{"basePath":846,"description":847,"displayName":848,"installMethods":849,"rationale":850,"selectedPaths":851,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-managed-databases","DigitalOcean Managed Databases for PostgreSQL, MySQL, Redis, MongoDB, Kafka, OpenSearch, and Valkey. Use when provisioning, scaling, or operating managed database clusters on DigitalOcean.","digitalocean-managed-databases",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-managed-databases/SKILL.md",[852],{"path":271,"priority":272},{"basePath":854,"description":855,"displayName":856,"installMethods":857,"rationale":858,"selectedPaths":859,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-management","DigitalOcean management services for monitoring, uptime checks, and resource organization with Projects. Use when setting up observability, alerts, and operational visibility on DigitalOcean.","digitalocean-management",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-management/SKILL.md",[860],{"path":271,"priority":272},{"basePath":862,"description":863,"displayName":864,"installMethods":865,"rationale":866,"selectedPaths":867,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-networking","DigitalOcean networking services including VPC, firewalls, load balancers, reserved IPs, DNS, IPv6, and NAT gateway. Use when designing or securing network connectivity for DigitalOcean workloads.","digitalocean-networking",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-networking/SKILL.md",[868],{"path":271,"priority":272},{"basePath":870,"description":871,"displayName":872,"installMethods":873,"rationale":874,"selectedPaths":875,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-overview","DigitalOcean platform overview for account setup, projects, tooling (Control Panel, doctl, API, Terraform), and service selection across compute, storage, databases, networking, management, and teams. Use when onboarding or planning DigitalOcean usage.","digitalocean-overview",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-overview/SKILL.md",[876],{"path":271,"priority":272},{"basePath":878,"description":879,"displayName":880,"installMethods":881,"rationale":882,"selectedPaths":883,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-storage","DigitalOcean storage services including Spaces object storage, Volumes block storage, NFS, Snapshots, and Backups. Use when selecting or managing storage for DigitalOcean workloads.","digitalocean-storage",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-storage/SKILL.md",[884],{"path":271,"priority":272},{"basePath":886,"description":887,"displayName":888,"installMethods":889,"rationale":890,"selectedPaths":891,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/digitalocean-teams","DigitalOcean Teams and Organizations for billing, access control, roles, and membership. Use when managing team structure, permissions, and organization-wide billing on DigitalOcean.","digitalocean-teams",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/digitalocean-teams/SKILL.md",[892],{"path":271,"priority":272},{"basePath":894,"description":895,"displayName":896,"installMethods":897,"rationale":898,"selectedPaths":899,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/netlify","Netlify JAMstack deployment platform with serverless functions, forms, and identity","netlify-deployment-platform",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/netlify/SKILL.md",[900],{"path":271,"priority":272},{"basePath":902,"description":903,"displayName":904,"installMethods":905,"rationale":906,"selectedPaths":907,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-ai","Vercel AI platform guidance covering AI SDK, AI Gateway, Vercel Agent, and MCP. Use when building AI-powered or agentic workloads on Vercel.","vercel-ai",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-ai/SKILL.md",[908],{"path":271,"priority":272},{"basePath":910,"description":911,"displayName":912,"installMethods":913,"rationale":914,"selectedPaths":915,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-deployments-builds","Vercel deployment lifecycle for builds, deployments, previews, release phases, and rollback. Use when configuring build output, deployment workflows, or release controls on Vercel.","vercel-deployments-builds",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-deployments-builds/SKILL.md",[916],{"path":271,"priority":272},{"basePath":918,"description":919,"displayName":920,"installMethods":921,"rationale":922,"selectedPaths":923,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-functions-runtime","Vercel Functions and Edge Runtime, including cron jobs and routing middleware. Use when building APIs, serverless workloads, or scheduled tasks on Vercel.","vercel-functions-runtime",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-functions-runtime/SKILL.md",[924],{"path":271,"priority":272},{"basePath":926,"description":927,"displayName":928,"installMethods":929,"rationale":930,"selectedPaths":931,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-networking-domains","Vercel networking and routing for domains, DNS, redirects, rewrites, headers, CDN, edge cache, and regions. Use when configuring routing or traffic behavior on Vercel.","vercel-networking-domains",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-networking-domains/SKILL.md",[932],{"path":271,"priority":272},{"basePath":934,"description":935,"displayName":936,"installMethods":937,"rationale":938,"selectedPaths":939,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-observability","Vercel observability for Web Analytics, Speed Insights, logs, tracing, alerts, and observability tooling. Use when monitoring performance or debugging production behavior on Vercel.","vercel-observability",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-observability/SKILL.md",[940],{"path":271,"priority":272},{"basePath":942,"description":943,"displayName":944,"installMethods":945,"rationale":946,"selectedPaths":947,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-overview","Vercel platform overview for onboarding, projects, CLI, Git integration, environment variables, project configuration, REST API, and webhooks. Use when planning or operating workloads on Vercel.","vercel-overview",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-overview/SKILL.md",[948],{"path":271,"priority":272},{"basePath":950,"description":951,"displayName":952,"installMethods":953,"rationale":954,"selectedPaths":955,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-security-access","Vercel security and access controls including RBAC, SSO, deployment protection, firewall, bot defense, audit logs, and 2FA. Use when securing Vercel projects or managing access.","vercel-security-access",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-security-access/SKILL.md",[956],{"path":271,"priority":272},{"basePath":958,"description":959,"displayName":960,"installMethods":961,"rationale":962,"selectedPaths":963,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-storage-data","Vercel data and storage services including Postgres, Redis, Vercel Blob, Edge Config, and data cache. Use when selecting data storage or caching on Vercel.","vercel-storage-data",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-storage-data/SKILL.md",[964],{"path":271,"priority":272},{"basePath":966,"description":967,"displayName":968,"installMethods":969,"rationale":970,"selectedPaths":971,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/deployment/vercel-teams-billing","Vercel account, team, and billing management including plans and spend controls. Use when managing teams, accounts, or cost governance on Vercel.","vercel-teams-billing",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/deployment/vercel-teams-billing/SKILL.md",[972],{"path":271,"priority":272},{"basePath":974,"description":975,"displayName":976,"installMethods":977,"rationale":978,"selectedPaths":979,"source":273,"sourceLanguage":18,"type":248},"toolchains/platforms/observability/datadog","Full-stack observability with Datadog APM, logs, metrics, synthetics, and RUM. Use when implementing monitoring, tracing, alerting, or cost optimization for production systems.","datadog-observability",{"claudeCode":12},"SKILL.md frontmatter at toolchains/platforms/observability/datadog/SKILL.md",[980,981,983,985,987,989,991,993],{"path":271,"priority":272},{"path":982,"priority":345},"references/agent-installation.md",{"path":984,"priority":345},"references/alerting.md",{"path":986,"priority":345},"references/apm-instrumentation.md",{"path":988,"priority":345},"references/cost-optimization.md",{"path":990,"priority":345},"references/custom-metrics.md",{"path":992,"priority":345},"references/kubernetes.md",{"path":994,"priority":345},"references/log-management.md",{"basePath":996,"description":997,"displayName":998,"installMethods":999,"rationale":1000,"selectedPaths":1001,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/async/asyncio","Python asyncio - Modern concurrent programming with async/await, event loops, tasks, coroutines, primitives, aiohttp, and FastAPI async patterns","asyncio",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/async/asyncio/SKILL.md",[1002],{"path":271,"priority":272},{"basePath":1004,"description":1005,"displayName":1006,"installMethods":1007,"rationale":1008,"selectedPaths":1009,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/async/celery","Distributed task queue system for Python enabling asynchronous execution of background jobs, scheduled tasks, and workflows across multiple workers with Django, Flask, and FastAPI integration.","celery",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/async/celery/SKILL.md",[1010],{"path":271,"priority":272},{"basePath":1012,"description":1013,"displayName":1014,"installMethods":1015,"rationale":1016,"selectedPaths":1017,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/data/sqlalchemy","SQLAlchemy Python SQL toolkit and ORM with powerful query builder, relationship mapping, and database migrations via Alembic","sqlalchemy-orm",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/data/sqlalchemy/SKILL.md",[1018],{"path":271,"priority":272},{"basePath":1020,"description":1021,"displayName":1022,"installMethods":1023,"rationale":1024,"selectedPaths":1025,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/frameworks/django","Django full-featured Python web framework with batteries included (ORM, admin, auth)","django-framework",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/frameworks/django/SKILL.md",[1026],{"path":271,"priority":272},{"basePath":1028,"description":1029,"displayName":1030,"installMethods":1031,"rationale":1032,"selectedPaths":1033,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/frameworks/fastapi-local-dev","FastAPI dev/prod runbook (Uvicorn reload, Gunicorn)","fastapi-local-dev",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/frameworks/fastapi-local-dev/SKILL.md",[1034,1035,1037,1039,1041,1043,1045],{"path":271,"priority":272},{"path":1036,"priority":345},"references/dev-server.md",{"path":1038,"priority":345},"references/docker.md",{"path":1040,"priority":345},"references/process-management.md",{"path":1042,"priority":345},"references/production-gunicorn.md",{"path":1044,"priority":345},"references/templates.md",{"path":1046,"priority":345},"references/troubleshooting.md",{"basePath":1048,"description":1049,"displayName":1050,"installMethods":1051,"rationale":1052,"selectedPaths":1053,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/frameworks/flask","Flask - Lightweight Python web framework for microservices, REST APIs, and flexible web applications with extensive extension ecosystem","flask",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/frameworks/flask/SKILL.md",[1054],{"path":271,"priority":272},{"basePath":1056,"description":1057,"displayName":1058,"installMethods":1059,"rationale":1060,"selectedPaths":1061,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/testing/pytest","pytest - Python's most powerful testing framework with fixtures, parametrization, plugins, and framework integration for FastAPI, Django, Flask","pytest",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/testing/pytest/SKILL.md",[1062],{"path":271,"priority":272},{"basePath":1064,"description":1065,"displayName":1066,"installMethods":1067,"rationale":1068,"selectedPaths":1069,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/tooling/mypy","mypy - Static type checker for Python with gradual typing, strict mode, Protocol support, and framework integration","mypy",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/tooling/mypy/SKILL.md",[1070],{"path":271,"priority":272},{"basePath":1072,"description":1073,"displayName":1074,"installMethods":1075,"rationale":1076,"selectedPaths":1077,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/tooling/pyright","Pyright fast Python type checker from Microsoft with VS Code integration and strict type checking modes","pyright-type-checker",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/tooling/pyright/SKILL.md",[1078],{"path":271,"priority":272},{"basePath":1080,"description":1081,"displayName":1082,"installMethods":1083,"rationale":1084,"selectedPaths":1085,"source":273,"sourceLanguage":18,"type":248},"toolchains/python/validation/pydantic","Python data validation using type hints and runtime type checking with Pydantic v2's Rust-powered core for high-performance validation in FastAPI, Django, and configuration management.","pydantic",{"claudeCode":12},"SKILL.md frontmatter at toolchains/python/validation/pydantic/SKILL.md",[1086],{"path":271,"priority":272},{"basePath":1088,"description":1089,"displayName":1090,"installMethods":1091,"rationale":1092,"selectedPaths":1093,"source":273,"sourceLanguage":18,"type":248},"toolchains/rust/cli/clap","Build production Rust CLIs with Clap: subcommands, config layering, validation, exit codes, shell completions, and testable command surfaces","clap",{"claudeCode":12},"SKILL.md frontmatter at toolchains/rust/cli/clap/SKILL.md",[1094],{"path":271,"priority":272},{"basePath":1096,"description":1097,"displayName":1098,"installMethods":1099,"rationale":1100,"selectedPaths":1101,"source":273,"sourceLanguage":18,"type":248},"toolchains/rust/desktop-applications","Build cross-platform desktop applications with Rust using Tauri framework and native GUI alternatives","rust-desktop-applications",{"claudeCode":12},"SKILL.md frontmatter at toolchains/rust/desktop-applications/SKILL.md",[1102,1103,1105,1107,1109,1111,1113],{"path":271,"priority":272},{"path":1104,"priority":345},"references/architecture-patterns.md",{"path":1106,"priority":345},"references/native-gui-frameworks.md",{"path":1108,"priority":345},"references/platform-integration.md",{"path":1110,"priority":345},"references/state-management.md",{"path":1112,"priority":345},"references/tauri-framework.md",{"path":1114,"priority":345},"references/testing-deployment.md",{"basePath":1116,"description":1117,"displayName":1118,"installMethods":1119,"rationale":1120,"selectedPaths":1121,"source":273,"sourceLanguage":18,"type":248},"toolchains/rust/frameworks/axum","Axum (Rust) web framework patterns for production APIs: routers/extractors, state, middleware, error handling, tracing, graceful shutdown, and testing","axum",{"claudeCode":12},"SKILL.md frontmatter at toolchains/rust/frameworks/axum/SKILL.md",[1122],{"path":271,"priority":272},{"basePath":1124,"description":1125,"displayName":1126,"installMethods":1127,"rationale":1128,"selectedPaths":1129,"source":273,"sourceLanguage":18,"type":248},"toolchains/rust/frameworks/tauri","Advanced Tauri event patterns for bidirectional communication, streaming data, window-to-window messaging, and custom event handling","tauri-event-system",{"claudeCode":12},"SKILL.md frontmatter at toolchains/rust/frameworks/tauri/SKILL.md",[1130],{"path":271,"priority":272},{"basePath":1132,"description":1133,"displayName":1134,"installMethods":1135,"rationale":1136,"selectedPaths":1137,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/api/trpc","tRPC end-to-end type-safe APIs for TypeScript with React Query integration and full-stack type safety","trpc-type-safety",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/api/trpc/SKILL.md",[1138],{"path":271,"priority":272},{"basePath":1140,"description":1141,"displayName":1142,"installMethods":1143,"rationale":1144,"selectedPaths":1145,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/build/turborepo","High-performance monorepo build system with intelligent caching, task orchestration, and parallel execution for multi-package repositories and microservices.","turborepo",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/build/turborepo/SKILL.md",[1146],{"path":271,"priority":272},{"basePath":1148,"description":1149,"displayName":1150,"installMethods":1151,"rationale":1152,"selectedPaths":1153,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/core","Advanced TypeScript patterns and best practices for 2025","typescript-core",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/core/SKILL.md",[1154,1155,1157,1159,1161,1162,1164],{"path":271,"priority":272},{"path":1156,"priority":345},"references/advanced-patterns-2025.md",{"path":1158,"priority":345},"references/advanced-types.md",{"path":1160,"priority":345},"references/configuration.md",{"path":570,"priority":345},{"path":1163,"priority":345},"references/runtime-validation.md",{"path":1046,"priority":345},{"basePath":1166,"description":1167,"displayName":1168,"installMethods":1169,"rationale":1170,"selectedPaths":1171,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/data/drizzle","Type-safe SQL ORM for TypeScript with zero runtime overhead","drizzle-orm",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/data/drizzle/SKILL.md",[1172,1173,1175,1176,1178],{"path":271,"priority":272},{"path":1174,"priority":345},"references/advanced-schemas.md",{"path":576,"priority":345},{"path":1177,"priority":345},"references/query-patterns.md",{"path":1179,"priority":345},"references/vs-prisma.md",{"basePath":1181,"description":1182,"displayName":1183,"installMethods":1184,"rationale":1185,"selectedPaths":1186,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/data/drizzle-migrations","Migration-first database development workflow using Drizzle ORM for TypeScript/J...","drizzle-migrations",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/data/drizzle-migrations/SKILL.md",[1187],{"path":271,"priority":272},{"basePath":1189,"description":1190,"displayName":1191,"installMethods":1192,"rationale":1193,"selectedPaths":1194,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/data/kysely","Kysely type-safe SQL query builder - End-to-end type safety from schema to queries, migrations, transactions, plugins","kysely",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/data/kysely/SKILL.md",[1195],{"path":271,"priority":272},{"basePath":1197,"description":1198,"displayName":1199,"installMethods":1200,"rationale":1201,"selectedPaths":1202,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/data/prisma","Prisma ORM for TypeScript - Type-safe database toolkit with schema-first development, auto-generated client, migrations, relations, and Prisma Studio","prisma-orm",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/data/prisma/SKILL.md",[1203],{"path":271,"priority":272},{"basePath":1205,"description":1206,"displayName":1207,"installMethods":1208,"rationale":1209,"selectedPaths":1210,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/frameworks/fastify","Production Fastify (TypeScript) patterns: schema validation, plugins, typed routes, error handling, security hardening, logging, testing with inject, and graceful shutdown","fastify",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/frameworks/fastify/SKILL.md",[1211],{"path":271,"priority":272},{"basePath":1213,"description":1214,"displayName":1215,"installMethods":1216,"rationale":1217,"selectedPaths":1218,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/frameworks/nodejs-backend","Node.js backend development with TypeScript, Express/Fastify servers, routing, middleware, and database integration","nodejs-backend-typescript",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/frameworks/nodejs-backend/SKILL.md",[1219],{"path":271,"priority":272},{"basePath":1221,"description":1222,"displayName":1223,"installMethods":1224,"rationale":1225,"selectedPaths":1226,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/state/tanstack-query","TanStack Query (React Query) for asynchronous server-state management with automatic caching, background refetching, optimistic updates, and pagination in React applications.","tanstack-query",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/state/tanstack-query/SKILL.md",[1227],{"path":271,"priority":272},{"basePath":1229,"description":1230,"displayName":1231,"installMethods":1232,"rationale":1233,"selectedPaths":1234,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/state/zustand","Minimal, unopinionated state management library for React with simple hook-based API, no providers, and minimal boilerplate for global state without Redux complexity.","zustand",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/state/zustand/SKILL.md",[1235],{"path":271,"priority":272},{"basePath":1237,"description":1238,"displayName":1239,"installMethods":1240,"rationale":1241,"selectedPaths":1242,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/testing/jest","Jest with TypeScript - Industry standard testing framework with 70% market share, mature ecosystem, React Testing Library integration","jest-typescript",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/testing/jest/SKILL.md",[1243],{"path":271,"priority":272},{"basePath":1245,"description":1246,"displayName":1247,"installMethods":1248,"rationale":1249,"selectedPaths":1250,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/testing/vitest","Vitest - Modern TypeScript testing framework with Vite-native performance, ESM support, and TypeScript-first design","vitest",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/testing/vitest/SKILL.md",[1251,1252,1254],{"path":271,"priority":272},{"path":1253,"priority":345},"CODE_EXAMPLES_INDEX.md",{"path":1255,"priority":345},"IMPLEMENTATION_SUMMARY.md",{"basePath":1257,"description":1258,"displayName":1259,"installMethods":1260,"rationale":1261,"selectedPaths":1262,"source":273,"sourceLanguage":18,"type":248},"toolchains/typescript/validation/zod","TypeScript-first schema validation library with static type inference for form validation, API validation, and runtime type checking with compile-time types.","zod",{"claudeCode":12},"SKILL.md frontmatter at toolchains/typescript/validation/zod/SKILL.md",[1263],{"path":271,"priority":272},{"basePath":1265,"description":1266,"displayName":1267,"installMethods":1268,"rationale":1269,"selectedPaths":1270,"source":273,"sourceLanguage":18,"type":248},"toolchains/ui/components/daisyui","Tailwind CSS component library providing semantic class names for 50+ components with built-in themes, dark mode, and customization for rapid UI development.","daisyui",{"claudeCode":12},"SKILL.md frontmatter at toolchains/ui/components/daisyui/SKILL.md",[1271],{"path":271,"priority":272},{"basePath":1273,"description":1274,"displayName":1275,"installMethods":1276,"rationale":1277,"selectedPaths":1278,"source":273,"sourceLanguage":18,"type":248},"toolchains/ui/components/headlessui","Headless UI - Unstyled, fully accessible UI components for React and Vue with built-in ARIA patterns","headlessui",{"claudeCode":12},"SKILL.md frontmatter at toolchains/ui/components/headlessui/SKILL.md",[1279],{"path":271,"priority":272},{"basePath":1281,"description":1282,"displayName":1283,"installMethods":1284,"rationale":1285,"selectedPaths":1286,"source":273,"sourceLanguage":18,"type":248},"toolchains/ui/components/shadcn","shadcn/ui component library for React with Tailwind CSS - copy-paste accessible components with full code ownership","shadcn-ui",{"claudeCode":12},"SKILL.md frontmatter at toolchains/ui/components/shadcn/SKILL.md",[1287],{"path":271,"priority":272},{"basePath":1289,"description":1290,"displayName":1291,"installMethods":1292,"rationale":1293,"selectedPaths":1294,"source":273,"sourceLanguage":18,"type":248},"toolchains/ui/styling/tailwind","Tailwind CSS utility-first framework for rapid UI development with responsive design and dark mode","tailwind-css",{"claudeCode":12},"SKILL.md frontmatter at toolchains/ui/styling/tailwind/SKILL.md",[1295],{"path":271,"priority":272},{"basePath":1297,"description":1298,"displayName":1299,"installMethods":1300,"rationale":1301,"selectedPaths":1302,"source":273,"sourceLanguage":18,"type":248},"toolchains/universal/data/graphql","GraphQL query language and runtime for APIs enabling clients to request exactly the data they need with strongly-typed schemas and single endpoint architecture.","graphql",{"claudeCode":12},"SKILL.md frontmatter at toolchains/universal/data/graphql/SKILL.md",[1303],{"path":271,"priority":272},{"basePath":1305,"description":1306,"displayName":1307,"installMethods":1308,"rationale":1309,"selectedPaths":1310,"source":273,"sourceLanguage":18,"type":248},"toolchains/universal/dependency/audit","Dependency audit and cleanup workflow for maintaining healthy project dependencies. 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