{ "updatedAt": "2026-04-08T21:38:04.947Z", "count": 13, "registryReady": true, "items": [ { "slug": "codex-cli", "name": "Codex CLI", "category": "Coding agent", "skillType": "coding", "officialUrl": "https://github.com/openai/codex", "repoUrl": "https://github.com/openai/codex", "preferredSourceUrl": "https://github.com/openai/codex", "officialSourceLabel": "GitHub", "description": { "en": "Terminal-native coding agent workflow for implementing features, refactors, and technical reviews from a real repo.", "zh-TW": "終端機原生的 coding agent 工作流，可直接在真實 repo 中完成功能、重構與技術審查。" }, "providerId": "openai", "supportedProviderIds": [ "openai" ], "supportedHosts": [ "CLI", "Repo workspace" ], "capabilities": [ "multi-file edits", "repo-aware execution", "review loops", "commit assistance" ], "auth": { "type": "api-key", "notes": "Requires provider auth and repo access." }, "permissionProfile": { "level": "high", "notes": "Acts directly inside repositories." }, "installDifficulty": "Moderate", "installMethod": "npm", "deployment": "local", "utilityScore": 95, "compatibilityScore": 86, "reliabilityScore": 89, "docsScore": 84, "adoptionScore": 88, "safetyMaintenanceScore": 78, "overallScore": 88, "bestUseCases": [ "coding", "agent-automation" ], "worksWith": [ "OpenAI models", "Git repos", "terminal-first dev workflows" ], "tags": [ "terminal", "repo-aware", "coding" ], "strengths": [ { "en": "Excellent for shipping actual code, not just snippets", "zh-TW": "擅長交付真正可執行的程式碼，而不只是片段" }, { "en": "Strong fit for agent-orchestrated development loops", "zh-TW": "非常適合 agent 協作式開發流程" } ], "caveats": [ { "en": "Requires a disciplined repo environment and trust boundaries", "zh-TW": "需要乾淨 repo 環境與清楚的信任邊界" }, { "en": "Interactive behavior benefits from PTY-capable tooling", "zh-TW": "互動型行為很依賴支援 PTY 的工具環境" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:codex-cli", "status": "active", "displayName": "Codex CLI", "summary": { "en": "Terminal-native coding agent workflow for implementing features, refactors, and technical reviews from a real repo.", "zh-TW": "終端機原生的 coding agent 工作流，可直接在真實 repo 中完成功能、重構與技術審查。" }, "setupDifficulty": "moderate", "bestFor": [ "coding", "agent-automation" ], "sourceRefs": [ { "id": "github:codex-cli-repo", "label": "Codex CLI repo", "url": "https://github.com/openai/codex", "kind": "github", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "repoUrl" ] }, { "id": "manual-review:codex-cli-verdictlens-review", "label": "Codex CLI VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "claude-code", "name": "Claude Code", "category": "Coding agent", "skillType": "coding", "officialUrl": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview", "docsUrl": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview", "preferredSourceUrl": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview", "officialSourceLabel": "Docs", "description": { "en": "Strong coding and refactor assistant with especially high-quality explanations and calm change planning.", "zh-TW": "擅長程式與重構的助理，特別強在高品質說明與穩健的變更規劃。" }, "providerId": "anthropic", "supportedProviderIds": [ "anthropic" ], "supportedHosts": [ "CLI", "Repo workspace" ], "capabilities": [ "diff-aware refactors", "code review feedback", "change planning" ], "auth": { "type": "api-key" }, "permissionProfile": { "level": "high", "notes": "Designed for direct codebase operations." }, "installDifficulty": "Moderate", "installMethod": "npm", "deployment": "local", "utilityScore": 92, "compatibilityScore": 84, "reliabilityScore": 91, "docsScore": 86, "adoptionScore": 83, "safetyMaintenanceScore": 80, "overallScore": 87, "bestUseCases": [ "coding" ], "worksWith": [ "Anthropic models", "repo refactors", "review-oriented workflows" ], "tags": [ "coding", "refactor", "terminal" ], "strengths": [ { "en": "Great at diff-aware edits and review-style feedback", "zh-TW": "很擅長 diff-aware 修改與 review 式回饋" }, { "en": "Output quality is especially readable for teams", "zh-TW": "輸出可讀性高，團隊協作很舒服" } ], "caveats": [ { "en": "Tool conventions differ from PTY-first coding agents", "zh-TW": "工具操作習慣與 PTY 型 coding agent 不同" }, { "en": "Best performance assumes a clean, well-scoped prompt", "zh-TW": "要發揮最佳效果，提示範圍需要夠清楚" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:claude-code", "status": "active", "displayName": "Claude Code", "summary": { "en": "Strong coding and refactor assistant with especially high-quality explanations and calm change planning.", "zh-TW": "擅長程式與重構的助理，特別強在高品質說明與穩健的變更規劃。" }, "setupDifficulty": "moderate", "bestFor": [ "coding" ], "sourceRefs": [ { "id": "official-docs:claude-code-docs", "label": "Claude Code docs", "url": "https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "manual-review:claude-code-verdictlens-review", "label": "Claude Code VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "langgraph", "name": "LangGraph", "category": "Agent orchestration", "skillType": "workflow", "officialUrl": "https://langchain-ai.github.io/langgraph/", "docsUrl": "https://langchain-ai.github.io/langgraph/", "preferredSourceUrl": "https://langchain-ai.github.io/langgraph/", "officialSourceLabel": "Docs", "description": { "en": "Graph-based runtime for durable agent workflows, branching logic, and stateful multi-step execution.", "zh-TW": "圖狀工作流框架，適合有狀態、多分支、可恢復的 agent 執行流程。" }, "supportedProviderIds": [ "openai", "anthropic", "google", "meta" ], "supportedHosts": [ "Python apps", "Node apps", "agent backends" ], "capabilities": [ "durable state", "branching", "multi-agent routing", "checkpointing" ], "auth": { "type": "none" }, "permissionProfile": { "level": "medium", "notes": "Depends on connected tools and model permissions." }, "installDifficulty": "Advanced", "installMethod": "pip", "deployment": "hybrid", "utilityScore": 93, "compatibilityScore": 90, "reliabilityScore": 88, "docsScore": 82, "adoptionScore": 84, "safetyMaintenanceScore": 76, "overallScore": 86, "bestUseCases": [ "agent-automation", "research" ], "worksWith": [ "OpenAI", "Anthropic", "Google", "tool-rich workflows" ], "tags": [ "graph", "state", "multi-agent" ], "strengths": [ { "en": "Excellent for non-trivial agent state machines", "zh-TW": "處理複雜 agent 狀態機非常好用" }, { "en": "Supports inspection and controlled branching", "zh-TW": "方便觀察狀態與控制分支邏輯" } ], "caveats": [ { "en": "More framework overhead than simple workflow tools", "zh-TW": "相較簡單工作流工具，框架負擔較大" }, { "en": "Teams need architectural discipline to avoid graph sprawl", "zh-TW": "若缺乏架構紀律，圖會很快失控" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:langgraph", "status": "active", "displayName": "LangGraph", "summary": { "en": "Graph-based runtime for durable agent workflows, branching logic, and stateful multi-step execution.", "zh-TW": "圖狀工作流框架，適合有狀態、多分支、可恢復的 agent 執行流程。" }, "setupDifficulty": "advanced", "bestFor": [ "agent-automation", "research" ], "sourceRefs": [ { "id": "official-docs:langgraph-docs", "label": "LangGraph docs", "url": "https://langchain-ai.github.io/langgraph/", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "manual-review:langgraph-verdictlens-review", "label": "LangGraph VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "n8n", "name": "n8n", "category": "Automation", "skillType": "workflow", "officialUrl": "https://n8n.io/", "docsUrl": "https://docs.n8n.io/", "preferredSourceUrl": "https://docs.n8n.io/", "officialSourceLabel": "Website", "description": { "en": "Popular workflow builder for gluing APIs, LLM calls, and back-office tasks into practical automations.", "zh-TW": "高人氣工作流工具，適合把 API、LLM 呼叫與後台作業串成實用自動化。" }, "supportedProviderIds": [ "openai", "anthropic", "google", "cohere" ], "supportedHosts": [ "Hosted app", "Self-hosted", "browser UI" ], "capabilities": [ "drag-and-drop workflows", "connectors", "scheduled automations", "webhooks" ], "auth": { "type": "oauth" }, "permissionProfile": { "level": "high", "notes": "Often touches production systems and SaaS accounts." }, "installDifficulty": "Easy", "installMethod": "hosted", "deployment": "hybrid", "utilityScore": 90, "compatibilityScore": 92, "reliabilityScore": 84, "docsScore": 83, "adoptionScore": 91, "safetyMaintenanceScore": 74, "overallScore": 86, "bestUseCases": [ "agent-automation" ], "worksWith": [ "SaaS connectors", "LLM APIs", "ops workflows" ], "tags": [ "workflow", "low-code", "integrations" ], "strengths": [ { "en": "One of the fastest paths from idea to working automation", "zh-TW": "從想法走到可運作自動化流程的速度非常快" }, { "en": "Huge connector surface for business operations", "zh-TW": "商務整合連接器非常多" } ], "caveats": [ { "en": "Complex flows can become visually messy", "zh-TW": "複雜流程容易變得視覺上凌亂" }, { "en": "Still needs governance when touching sensitive systems", "zh-TW": "碰到敏感系統時仍需要治理與權限控管" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:n8n", "status": "active", "displayName": "n8n", "summary": { "en": "Popular workflow builder for gluing APIs, LLM calls, and back-office tasks into practical automations.", "zh-TW": "高人氣工作流工具，適合把 API、LLM 呼叫與後台作業串成實用自動化。" }, "setupDifficulty": "easy", "bestFor": [ "agent-automation" ], "sourceRefs": [ { "id": "official-docs:n8n-docs", "label": "n8n docs", "url": "https://docs.n8n.io/", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:n8n-official", "label": "n8n official", "url": "https://n8n.io/", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:n8n-verdictlens-review", "label": "n8n VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "playwright", "name": "Playwright", "category": "Browser automation", "skillType": "browser", "officialUrl": "https://playwright.dev/", "docsUrl": "https://playwright.dev/docs/intro", "preferredSourceUrl": "https://playwright.dev/docs/intro", "officialSourceLabel": "Docs", "description": { "en": "Reliable browser automation layer for agent actions, QA checks, scraping flows, and human-in-the-loop web tasks.", "zh-TW": "可靠的瀏覽器自動化層，適合 agent 操作、QA 檢查、爬取流程與人機協作網頁任務。" }, "supportedProviderIds": [ "any" ], "supportedHosts": [ "Node apps", "Python apps", "browser testing environments" ], "capabilities": [ "browser control", "test automation", "web extraction", "human-in-the-loop actions" ], "auth": { "type": "none" }, "permissionProfile": { "level": "high", "notes": "Acts on external web surfaces and authenticated sessions." }, "installDifficulty": "Moderate", "installMethod": "npm", "deployment": "local", "utilityScore": 91, "compatibilityScore": 95, "reliabilityScore": 90, "docsScore": 90, "adoptionScore": 89, "safetyMaintenanceScore": 71, "overallScore": 88, "bestUseCases": [ "agent-automation", "research" ], "worksWith": [ "any model", "web-actuation stacks", "QA automation" ], "tags": [ "browser", "qa", "web" ], "strengths": [ { "en": "Production-grade browser control with testable steps", "zh-TW": "可測試且偏正式環境的瀏覽器控制能力" }, { "en": "Pairs well with agents that need a web actuator", "zh-TW": "很適合當 agent 的網頁操作手腳" } ], "caveats": [ { "en": "Requires careful handling of flaky sites and auth flows", "zh-TW": "面對不穩網站與登入流程時要特別處理" }, { "en": "Maintenance cost rises when UI targets change often", "zh-TW": "目標網站 UI 常變時維護成本會升高" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:playwright", "status": "active", "displayName": "Playwright", "summary": { "en": "Reliable browser automation layer for agent actions, QA checks, scraping flows, and human-in-the-loop web tasks.", "zh-TW": "可靠的瀏覽器自動化層，適合 agent 操作、QA 檢查、爬取流程與人機協作網頁任務。" }, "setupDifficulty": "moderate", "bestFor": [ "agent-automation", "research" ], "sourceRefs": [ { "id": "official-docs:playwright-docs", "label": "Playwright docs", "url": "https://playwright.dev/docs/intro", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:playwright-official", "label": "Playwright official", "url": "https://playwright.dev/", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:playwright-verdictlens-review", "label": "Playwright VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "openai-whisper", "name": "OpenAI Whisper", "category": "Speech to text", "skillType": "extraction", "officialUrl": "https://github.com/openai/whisper", "repoUrl": "https://github.com/openai/whisper", "preferredSourceUrl": "https://github.com/openai/whisper", "officialSourceLabel": "GitHub", "description": { "en": "Battle-tested transcription layer for meetings, podcasts, multilingual notes, and voice-driven workflows.", "zh-TW": "成熟穩定的語音轉文字層，適合會議、Podcast、多語筆記與語音工作流。" }, "providerId": "openai", "supportedProviderIds": [ "openai", "local" ], "supportedHosts": [ "CLI", "Python apps", "local pipelines" ], "capabilities": [ "speech-to-text", "multilingual transcription", "batch audio processing" ], "auth": { "type": "none", "notes": "Local model usage does not require hosted auth." }, "permissionProfile": { "level": "low" }, "installDifficulty": "Easy", "installMethod": "pip", "deployment": "local", "utilityScore": 87, "compatibilityScore": 89, "reliabilityScore": 91, "docsScore": 84, "adoptionScore": 92, "safetyMaintenanceScore": 82, "overallScore": 87, "bestUseCases": [ "research", "agent-automation" ], "worksWith": [ "audio pipelines", "meeting notes", "local transcription stacks" ], "tags": [ "audio", "transcription", "multilingual" ], "strengths": [ { "en": "Still one of the most dependable transcription building blocks", "zh-TW": "依然是最可靠的轉錄基礎元件之一" }, { "en": "Useful across local and API-backed pipelines", "zh-TW": "可同時用於本地與 API 型流程" } ], "caveats": [ { "en": "Not a full audio intelligence stack by itself", "zh-TW": "它本身不是完整音訊 intelligence stack" }, { "en": "Post-processing is still needed for polished summaries", "zh-TW": "要做漂亮摘要仍需後處理" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:openai-whisper", "status": "active", "displayName": "OpenAI Whisper", "summary": { "en": "Battle-tested transcription layer for meetings, podcasts, multilingual notes, and voice-driven workflows.", "zh-TW": "成熟穩定的語音轉文字層，適合會議、Podcast、多語筆記與語音工作流。" }, "setupDifficulty": "easy", "bestFor": [ "research", "agent-automation" ], "sourceRefs": [ { "id": "github:openai-whisper-repo", "label": "OpenAI Whisper repo", "url": "https://github.com/openai/whisper", "kind": "github", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "repoUrl" ] }, { "id": "manual-review:openai-whisper-verdictlens-review", "label": "OpenAI Whisper VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "1password-cli", "name": "1Password CLI", "category": "Secrets", "skillType": "security", "officialUrl": "https://developer.1password.com/docs/cli/", "docsUrl": "https://developer.1password.com/docs/cli/", "preferredSourceUrl": "https://developer.1password.com/docs/cli/", "officialSourceLabel": "Docs", "description": { "en": "Practical secret access layer for agents and scripts that need secure credential injection without hardcoding.", "zh-TW": "讓 agent 與腳本安全讀取憑證的實用層，可避免把密鑰寫死在程式裡。" }, "supportedProviderIds": [ "any" ], "supportedHosts": [ "CLI", "local scripts", "CI environments" ], "capabilities": [ "secret injection", "vault access", "credential management" ], "auth": { "type": "local-config", "notes": "Requires local app/session sign-in." }, "permissionProfile": { "level": "high", "notes": "Touches secrets and credentials directly." }, "installDifficulty": "Moderate", "installMethod": "manual", "deployment": "hybrid", "utilityScore": 86, "compatibilityScore": 88, "reliabilityScore": 93, "docsScore": 87, "adoptionScore": 80, "safetyMaintenanceScore": 94, "overallScore": 88, "bestUseCases": [ "agent-automation", "coding" ], "worksWith": [ "agent runtimes", "CI jobs", "local developer machines" ], "tags": [ "secrets", "security", "cli" ], "strengths": [ { "en": "Strong security posture for credential-heavy workflows", "zh-TW": "對憑證密集流程的安全姿態很強" }, { "en": "Reduces copy-paste secret sprawl", "zh-TW": "能有效降低祕密資訊到處複製貼上的問題" } ], "caveats": [ { "en": "Onboarding is slower than plain env files", "zh-TW": "上手速度比純 env 檔案慢一些" }, { "en": "Desktop integration may be required for a smooth experience", "zh-TW": "順暢體驗通常需要桌面整合" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:1password-cli", "status": "active", "displayName": "1Password CLI", "summary": { "en": "Practical secret access layer for agents and scripts that need secure credential injection without hardcoding.", "zh-TW": "讓 agent 與腳本安全讀取憑證的實用層，可避免把密鑰寫死在程式裡。" }, "setupDifficulty": "moderate", "bestFor": [ "agent-automation", "coding" ], "sourceRefs": [ { "id": "official-docs:1password-cli-docs", "label": "1Password CLI docs", "url": "https://developer.1password.com/docs/cli/", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "manual-review:1password-cli-verdictlens-review", "label": "1Password CLI VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "weaviate", "name": "Weaviate", "category": "Vector retrieval", "skillType": "connector", "officialUrl": "https://weaviate.io/", "docsUrl": "https://docs.weaviate.io/", "preferredSourceUrl": "https://docs.weaviate.io/", "officialSourceLabel": "Website", "description": { "en": "Vector database and retrieval layer for grounding answers, semantic search, and memory-augmented agents.", "zh-TW": "向量資料庫與檢索層，適合做答案 grounding、語意搜尋與記憶增強 agent。" }, "supportedProviderIds": [ "openai", "anthropic", "google", "meta", "any" ], "supportedHosts": [ "Cloud", "Self-hosted", "Kubernetes" ], "capabilities": [ "vector search", "hybrid retrieval", "semantic memory", "RAG backends" ], "auth": { "type": "api-key" }, "permissionProfile": { "level": "medium" }, "installDifficulty": "Advanced", "installMethod": "hosted", "deployment": "hybrid", "utilityScore": 88, "compatibilityScore": 86, "reliabilityScore": 87, "docsScore": 80, "adoptionScore": 78, "safetyMaintenanceScore": 75, "overallScore": 82, "bestUseCases": [ "research", "agent-automation" ], "worksWith": [ "RAG systems", "memory-heavy agents", "semantic search" ], "tags": [ "retrieval", "memory", "vector-db" ], "strengths": [ { "en": "Useful backbone for high-recall retrieval systems", "zh-TW": "很適合做高召回檢索系統骨幹" }, { "en": "Supports semantic memory architectures cleanly", "zh-TW": "支援語意記憶架構相當自然" } ], "caveats": [ { "en": "Requires ongoing tuning for chunking and ranking quality", "zh-TW": "chunking 與排序品質需要持續調校" }, { "en": "Infrastructure overhead is non-trivial", "zh-TW": "基礎設施維護成本不低" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:weaviate", "status": "active", "displayName": "Weaviate", "summary": { "en": "Vector database and retrieval layer for grounding answers, semantic search, and memory-augmented agents.", "zh-TW": "向量資料庫與檢索層，適合做答案 grounding、語意搜尋與記憶增強 agent。" }, "setupDifficulty": "advanced", "bestFor": [ "research", "agent-automation" ], "sourceRefs": [ { "id": "official-docs:weaviate-docs", "label": "Weaviate docs", "url": "https://docs.weaviate.io/", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:weaviate-official", "label": "Weaviate official", "url": "https://weaviate.io/", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:weaviate-verdictlens-review", "label": "Weaviate VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "serpapi", "name": "SerpApi", "category": "Research search", "skillType": "search", "officialUrl": "https://serpapi.com/", "docsUrl": "https://serpapi.com/search-api", "preferredSourceUrl": "https://serpapi.com/search-api", "officialSourceLabel": "Website", "description": { "en": "Search data API that helps agents gather current web signals with consistent, parseable results.", "zh-TW": "搜尋資料 API，讓 agent 可以穩定取得最新網路訊號與易解析結果。" }, "supportedProviderIds": [ "any" ], "supportedHosts": [ "API backends", "automation tools", "research stacks" ], "capabilities": [ "search API", "SERP extraction", "current web signals" ], "auth": { "type": "api-key" }, "permissionProfile": { "level": "low" }, "installDifficulty": "Easy", "installMethod": "hosted", "deployment": "hosted", "utilityScore": 85, "compatibilityScore": 91, "reliabilityScore": 88, "docsScore": 85, "adoptionScore": 83, "safetyMaintenanceScore": 81, "overallScore": 85, "bestUseCases": [ "research", "agent-automation" ], "worksWith": [ "research agents", "market scans", "evidence gathering" ], "tags": [ "search", "web", "signals" ], "strengths": [ { "en": "Simple way to add current web signals to agents", "zh-TW": "快速幫 agent 補上即時網路資訊" }, { "en": "More parseable than raw HTML scraping flows", "zh-TW": "比直接抓 HTML 更容易解析與維護" } ], "caveats": [ { "en": "Search APIs still need ranking logic on top", "zh-TW": "搜尋 API 上層仍需要自行做 ranking 邏輯" }, { "en": "Coverage quality depends on the target domain", "zh-TW": "不同領域的覆蓋品質會有差異" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:serpapi", "status": "active", "displayName": "SerpApi", "summary": { "en": "Search data API that helps agents gather current web signals with consistent, parseable results.", "zh-TW": "搜尋資料 API，讓 agent 可以穩定取得最新網路訊號與易解析結果。" }, "setupDifficulty": "easy", "bestFor": [ "research", "agent-automation" ], "sourceRefs": [ { "id": "official-docs:serpapi-docs", "label": "SerpApi docs", "url": "https://serpapi.com/search-api", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:serpapi-official", "label": "SerpApi official", "url": "https://serpapi.com/", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:serpapi-verdictlens-review", "label": "SerpApi VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "mcp-toolbox", "name": "MCP Toolbox", "category": "Tool protocol", "skillType": "mcp", "officialUrl": "https://modelcontextprotocol.io/", "docsUrl": "https://modelcontextprotocol.io/introduction", "preferredSourceUrl": "https://modelcontextprotocol.io/introduction", "officialSourceLabel": "Docs", "description": { "en": "A practical toolbox around the Model Context Protocol for exposing actions, files, and resources to compatible agents.", "zh-TW": "圍繞 Model Context Protocol 的實用工具組，可把動作、檔案與資源暴露給相容 agent。" }, "supportedProviderIds": [ "openai", "anthropic", "any" ], "supportedHosts": [ "desktop agents", "local runtimes", "tool servers" ], "capabilities": [ "tool exposure", "resource sharing", "agent protocol normalization" ], "auth": { "type": "custom", "notes": "Depends on host and server design." }, "permissionProfile": { "level": "high", "notes": "Permission model depends on connected tools." }, "installDifficulty": "Advanced", "installMethod": "manual", "deployment": "hybrid", "utilityScore": 89, "compatibilityScore": 82, "reliabilityScore": 81, "docsScore": 77, "adoptionScore": 79, "safetyMaintenanceScore": 73, "overallScore": 81, "bestUseCases": [ "agent-automation", "coding" ], "worksWith": [ "OpenAI-compatible agents", "Anthropic-compatible agents", "tool servers" ], "tags": [ "mcp", "tools", "agent-interfaces" ], "strengths": [ { "en": "Powerful abstraction for standardizing agent tools", "zh-TW": "很適合標準化 agent 工具介面" }, { "en": "Helps decouple capabilities from model vendors", "zh-TW": "有助於把能力層從模型供應商中解耦" } ], "caveats": [ { "en": "Protocol maturity and conventions are still evolving", "zh-TW": "協議成熟度與慣例仍在演進" }, { "en": "Needs careful permission design", "zh-TW": "權限設計要做得很仔細" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:mcp-toolbox", "status": "active", "displayName": "MCP Toolbox", "summary": { "en": "A practical toolbox around the Model Context Protocol for exposing actions, files, and resources to compatible agents.", "zh-TW": "圍繞 Model Context Protocol 的實用工具組，可把動作、檔案與資源暴露給相容 agent。" }, "setupDifficulty": "advanced", "bestFor": [ "agent-automation", "coding" ], "sourceRefs": [ { "id": "official-docs:mcp-toolbox-docs", "label": "MCP Toolbox docs", "url": "https://modelcontextprotocol.io/introduction", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:mcp-toolbox-official", "label": "MCP Toolbox official", "url": "https://modelcontextprotocol.io/", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:mcp-toolbox-verdictlens-review", "label": "MCP Toolbox VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "obsidian-memory-vault", "name": "Obsidian Memory Vault", "category": "Knowledge memory", "skillType": "memory", "officialUrl": "https://obsidian.md/", "docsUrl": "https://help.obsidian.md/", "preferredSourceUrl": "https://help.obsidian.md/", "officialSourceLabel": "Website", "description": { "en": "Personal knowledge layer that turns agent memory into editable markdown instead of opaque hidden state.", "zh-TW": "把 agent 記憶做成可編輯 Markdown，而不是不可見黑盒狀態的個人知識層。" }, "supportedProviderIds": [ "any" ], "supportedHosts": [ "desktop app", "local markdown repos" ], "capabilities": [ "editable memory", "markdown knowledge base", "human-readable context" ], "auth": { "type": "none" }, "permissionProfile": { "level": "medium", "notes": "Can expose personal knowledge if poorly scoped." }, "installDifficulty": "Easy", "installMethod": "manual", "deployment": "local", "utilityScore": 84, "compatibilityScore": 86, "reliabilityScore": 85, "docsScore": 78, "adoptionScore": 76, "safetyMaintenanceScore": 88, "overallScore": 82, "bestUseCases": [ "research", "agent-automation" ], "worksWith": [ "assistant continuity", "markdown-based memory", "human review loops" ], "tags": [ "memory", "markdown", "knowledge" ], "strengths": [ { "en": "Human-readable memory is easier to trust and audit", "zh-TW": "人類可讀的記憶更容易信任與稽核" }, { "en": "Pairs well with assistant continuity workflows", "zh-TW": "很適合有持續上下文需求的助理流程" } ], "caveats": [ { "en": "Manual curation is still needed for quality", "zh-TW": "品質仍需要人工整理與維護" }, { "en": "Not a substitute for robust retrieval design at scale", "zh-TW": "無法完全取代大規模檢索設計" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:obsidian-memory-vault", "status": "active", "displayName": "Obsidian Memory Vault", "summary": { "en": "Personal knowledge layer that turns agent memory into editable markdown instead of opaque hidden state.", "zh-TW": "把 agent 記憶做成可編輯 Markdown，而不是不可見黑盒狀態的個人知識層。" }, "setupDifficulty": "easy", "bestFor": [ "research", "agent-automation" ], "sourceRefs": [ { "id": "official-docs:obsidian-memory-vault-docs", "label": "Obsidian Memory Vault docs", "url": "https://help.obsidian.md/", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:obsidian-memory-vault-official", "label": "Obsidian Memory Vault official", "url": "https://obsidian.md/", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:obsidian-memory-vault-verdictlens-review", "label": "Obsidian Memory Vault VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "zapier-ai-actions", "name": "Zapier AI Actions", "category": "Automation", "skillType": "workflow", "officialUrl": "https://zapier.com/ai", "docsUrl": "https://zapier.com/apps", "preferredSourceUrl": "https://zapier.com/ai", "officialSourceLabel": "Website", "description": { "en": "Fast path to business automation through prebuilt actions across SaaS tools and operational systems.", "zh-TW": "透過大量 SaaS 預建動作，快速把商務系統串成 AI 自動化流程。" }, "supportedProviderIds": [ "openai", "anthropic", "google", "any" ], "supportedHosts": [ "Hosted app", "SaaS integrations", "browser UI" ], "capabilities": [ "prebuilt actions", "business automation", "SaaS orchestration" ], "auth": { "type": "oauth" }, "permissionProfile": { "level": "high", "notes": "Can operate across business systems." }, "installDifficulty": "Easy", "installMethod": "hosted", "deployment": "hosted", "utilityScore": 86, "compatibilityScore": 93, "reliabilityScore": 83, "docsScore": 84, "adoptionScore": 90, "safetyMaintenanceScore": 72, "overallScore": 84, "bestUseCases": [ "agent-automation" ], "worksWith": [ "SaaS-heavy businesses", "no-code ops teams", "AI action layers" ], "tags": [ "business", "automation", "saas" ], "strengths": [ { "en": "Very quick to launch high-value business automations", "zh-TW": "很快就能啟動高價值的商務自動化流程" }, { "en": "Broad integration surface reduces engineering overhead", "zh-TW": "整合面廣，可降低工程負擔" } ], "caveats": [ { "en": "Custom logic can hit platform limits quickly", "zh-TW": "遇到客製化邏輯時很快會碰到平台限制" }, { "en": "Costs can stack once usage scales", "zh-TW": "規模化後費用容易疊高" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:zapier-ai-actions", "status": "active", "displayName": "Zapier AI Actions", "summary": { "en": "Fast path to business automation through prebuilt actions across SaaS tools and operational systems.", "zh-TW": "透過大量 SaaS 預建動作，快速把商務系統串成 AI 自動化流程。" }, "setupDifficulty": "easy", "bestFor": [ "agent-automation" ], "sourceRefs": [ { "id": "official-docs:zapier-ai-actions-docs", "label": "Zapier AI Actions docs", "url": "https://zapier.com/apps", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:zapier-ai-actions-official", "label": "Zapier AI Actions official", "url": "https://zapier.com/ai", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:zapier-ai-actions-verdictlens-review", "label": "Zapier AI Actions VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" }, { "slug": "e2b-sandbox", "name": "E2B Sandbox", "category": "Execution runtime", "skillType": "connector", "officialUrl": "https://e2b.dev/", "docsUrl": "https://e2b.dev/docs", "preferredSourceUrl": "https://e2b.dev/docs", "officialSourceLabel": "Website", "description": { "en": "Ephemeral execution environment for agent-generated code, notebooks, and dynamic analysis tasks.", "zh-TW": "提供臨時執行環境，適合 agent 產生的程式、notebook 與動態分析任務。" }, "supportedProviderIds": [ "any" ], "supportedHosts": [ "cloud runtime", "agent backends", "notebook flows" ], "capabilities": [ "ephemeral sandboxes", "code execution", "runtime isolation" ], "auth": { "type": "api-key" }, "permissionProfile": { "level": "high", "notes": "Executes generated code in isolated environments." }, "installDifficulty": "Moderate", "installMethod": "hosted", "deployment": "hosted", "utilityScore": 88, "compatibilityScore": 85, "reliabilityScore": 82, "docsScore": 79, "adoptionScore": 75, "safetyMaintenanceScore": 84, "overallScore": 82, "bestUseCases": [ "coding", "agent-automation" ], "worksWith": [ "generated-code flows", "analysis notebooks", "agent sandboxes" ], "tags": [ "sandbox", "execution", "code" ], "strengths": [ { "en": "Improves safety posture for generated-code execution", "zh-TW": "能改善執行生成程式碼時的安全姿態" }, { "en": "Helpful for notebook and experiment workflows", "zh-TW": "對 notebook 與實驗流程很有幫助" } ], "caveats": [ { "en": "Still requires policy design and runtime controls", "zh-TW": "仍然需要政策設計與執行環境控管" }, { "en": "Cold-start and environment setup can affect UX", "zh-TW": "冷啟動與環境設定可能影響體驗" } ], "updatedAt": "2026-04-09T04:20:00+08:00", "id": "skill:e2b-sandbox", "status": "active", "displayName": "E2B Sandbox", "summary": { "en": "Ephemeral execution environment for agent-generated code, notebooks, and dynamic analysis tasks.", "zh-TW": "提供臨時執行環境，適合 agent 產生的程式、notebook 與動態分析任務。" }, "setupDifficulty": "moderate", "bestFor": [ "coding", "agent-automation" ], "sourceRefs": [ { "id": "official-docs:e2b-sandbox-docs", "label": "E2B Sandbox docs", "url": "https://e2b.dev/docs", "kind": "official-docs", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "docsUrl" ] }, { "id": "official-site:e2b-sandbox-official", "label": "E2B Sandbox official", "url": "https://e2b.dev/", "kind": "official-site", "trustTier": 5, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "officialUrl" ] }, { "id": "manual-review:e2b-sandbox-verdictlens-review", "label": "E2B Sandbox VerdictLens review", "url": "https://verdictlens.local/manual-review", "kind": "manual-review", "trustTier": 3, "fetchedAt": "2026-04-09T04:20:00+08:00", "fieldPaths": [ "bestFor", "worksWith", "capabilities", "permissionProfile" ] } ], "lastVerifiedAt": "2026-04-09T04:20:00+08:00" } ] }