{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-11-06T04:50:48.990Z","canonicalUrl":"https://agentstaffer.com/roles/coding-development.json?page=327","htmlUrl":"https://agentstaffer.com/roles/coding-development?page=327","surfaceContract":{"surface":"technical-categories","primaryQuestion":"Which technical function should the agent perform?","primaryAction":"Filter candidates by capability, protocol, trust, install readiness, and trial status.","useFor":["capability-specific discovery","protocol-aware filtering","category candidate inventory","crawler-friendly technical taxonomy"],"doNotUseFor":["plain-language department planning","treating category membership as hire approval","skipping profile, trust, install, and trial evidence"],"nextResources":["/roles.json","/agents.json","/trials.json","/role-families.json"]},"sitemapDiscovery":{"indexUrl":"https://agentstaffer.com/sitemap.xml","staticSitemapUrl":"https://agentstaffer.com/sitemap-static.xml","profileShardPattern":"https://agentstaffer.com/sitemap-agents-{page}.xml","profileShardExample":"https://agentstaffer.com/sitemap-agents-1.xml","profileShardPageSize":200,"profileUrlRule":"Profile HTML and profile.json URLs live in sitemap-agents-{page}.xml shards, not in the sitemap index itself.","staticUrlRule":"Static docs, GEO exposure, agent visibility packets, resources, taxonomy, playbook, team, trust, and queue URLs live in sitemap-static.xml.","retrievalRule":"Fetch /sitemap.xml first, then crawl each listed sitemap URL; use /geo.json and /agent-visibility.json for current high-signal routes, crawler-specific packets, and /resources.json for route meaning and recommended fetch order."},"uiDataContract":{"principle":"Human HTML can be simplified, but machine-readable JSON, Markdown, sitemap, llms.txt, canonical links, alternate links, and profile resource contracts must remain stable and discoverable.","requiredProfileResources":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"recommendedProfileFetchOrder":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"regressionCommand":{"local":"npm run ai:readability","production":"npm run ai:readability:prod","baseUrlEnv":"AGENTSTAFFER_BASE_URL"},"regressionChecks":[{"id":"status-canonical","label":"Status and canonical pages","humanSurface":"Home, market, resources, docs, and profile HTML return 200 and keep canonical links.","machineSurface":"Canonical and alternate links still point to structured JSON, Markdown, sitemap, and llms.txt resources."},{"id":"global-entrypoints","label":"Global data entrypoints","humanSurface":"Navigation stays simple and does not need to repeat every endpoint.","machineSurface":"/llms.txt, /resources.json, /agents.json, /sitemap.xml, /sitemap-agents-1.xml, and /openapi.json remain fetchable."},{"id":"profile-package","label":"Profile resources","humanSurface":"Profile pages show a compact decision, evidence, install, trial, and resource section.","machineSurface":"/agents/{slug}/profile.json, /agents/{slug}/score.json, /agents/{slug}/evidence.json, /agents/{slug}/trust.json, /agents/{slug}/trial.json, /agents/{slug}/install.json, /agents/{slug}/history.json, /agents/{slug}/similar.json, /agents/{slug}/dossier.md"},{"id":"embedded-contracts","label":"Embedded structured contracts","humanSurface":"HTML can hide or compress secondary rows on small screens.","machineSurface":"JSON-LD and application/json script contracts remain present where the page declares them."},{"id":"pagination-sitemaps","label":"Pagination and sitemap discovery","humanSurface":"List pages can paginate and keep cards lightweight.","machineSurface":"JSON pagination, sitemap index, static sitemap, and agent sitemap shards remain explicit."},{"id":"no-data-loss-ui","label":"No data loss from UI polish","humanSurface":"Visual density, mobile folds, and redundant modules can be reduced.","machineSurface":"Data removed from HTML presentation must remain in JSON or Markdown resources referenced by the page."}]},"regressionCommand":{"local":"npm run ai:readability","production":"npm run ai:readability:prod","baseUrlEnv":"AGENTSTAFFER_BASE_URL"},"visibleRetrievalSpine":[{"step":"01","label":"llms.txt","href":"/llms.txt","note":"Site context and first-hop guidance"},{"step":"02","label":"role-category.json","href":"/roles/coding-development.json?page=327","note":"Complete page contract and data surface map"},{"step":"03","label":"agents.json","href":"/agents.json","note":"Paginated candidate discovery"},{"step":"04","label":"profile package","href":"/resources.json","note":"Fetch all 9 required finalist resources","requiredResources":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"]}],"profileResourceContract":{"schemaVersion":"agentstaffer.profile-resource-contract.v1","requiredResources":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"recommendedFetchOrder":["profile.json","score.json","evidence.json","trust.json","trial.json","install.json","history.json","similar.json","dossier.md"],"retrievalRule":"Use this role category JSON for paginated candidates, then fetch the full profile package for every finalist before install, hire, promotion, credential access, or production use."},"legacyUrls":{"htmlUrl":"https://agentstaffer.com/agent-categories/coding-development","jsonUrl":"https://agentstaffer.com/agent-categories/coding-development.json"},"category":{"id":"coding-development","label":"Coding & Development","description":"Agents for software engineering, IDE assistance, code generation, code review, and developer workflows.","count":4637,"filteredCount":4637,"workScenarios":["Build or modify application code.","Review a repository before adopting an agent.","Prepare a pull request with tests and implementation notes."],"relatedRoleFamilies":[{"id":"engineering","label":"Engineering","description":"Build, review, ship, and maintain software systems with agent assistance.","htmlUrl":"https://agentstaffer.com/role-families/engineering","jsonUrl":"https://agentstaffer.com/role-families/engineering.json"},{"id":"design","label":"Design","description":"Prototype, inspect, and improve product UI, UX, and design implementation flows.","htmlUrl":"https://agentstaffer.com/role-families/design","jsonUrl":"https://agentstaffer.com/role-families/design.json"},{"id":"content","label":"Content","description":"Create, refresh, evaluate, and publish docs, briefs, and reusable knowledge assets.","htmlUrl":"https://agentstaffer.com/role-families/content","jsonUrl":"https://agentstaffer.com/role-families/content.json"}],"recommendedPlaybooks":[{"id":"frontend-launch-team","name":"Frontend Launch Team","outcome":"Ship and validate a public web experience","description":"A hiring bundle for turning a product brief into a polished, tested, review-ready frontend release.","htmlUrl":"https://agentstaffer.com/playbooks/frontend-launch-team","jsonUrl":"https://agentstaffer.com/playbooks/frontend-launch-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/frontend-launch-team/launch-packet.json"},{"id":"repo-audit-team","name":"Repository Audit Team","outcome":"Review a codebase before trusting an agent in production","description":"A due-diligence bundle for source review, quality signals, security posture, and integration readiness.","htmlUrl":"https://agentstaffer.com/playbooks/repo-audit-team","jsonUrl":"https://agentstaffer.com/playbooks/repo-audit-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/repo-audit-team/launch-packet.json"},{"id":"docs-refresh-team","name":"Docs Refresh Team","outcome":"Refresh docs, examples, and install instructions","description":"A team for keeping agent profiles, README guidance, install manifests, and structured review docs aligned.","htmlUrl":"https://agentstaffer.com/playbooks/docs-refresh-team","jsonUrl":"https://agentstaffer.com/playbooks/docs-refresh-team.json","launchPacketJsonUrl":"https://agentstaffer.com/playbooks/docs-refresh-team/launch-packet.json"}]},"data":[{"id":"playbooks:skills-openclaw-skills-promptify","slug":"playbooks-promptify-skill-by-openclaw-skills","name":"promptify skill by openclaw/skills","summary":"This skill helps you transform vague prompts into clear, actionable ones by auto-detecting needs and routing to appropriate sub-agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/promptify","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-danielmiessler-personal-ai-infrastructure-prompting","slug":"playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure","name":"prompting skill by danielmiessler/personal_ai_infrastructure","summary":"This skill enables dynamic prompt generation and optimization using templates, standards, and patterns to scale prompt engineering across agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/danielmiessler/personal_ai_infrastructure/prompting","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/install.json"}},{"id":"explainx:agents-promptly","slug":"explainx-promptly","name":"Promptly","summary":"Generative AI for Enterprises | No-code AI App Builder","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/promptly","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-promptly","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-promptly/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-promptly/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-promptly/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-promptly/install.json"}},{"id":"explainx:agents-protocraft-ai","slug":"explainx-protocraft-ai","name":"Protocraft AI","summary":"An AI Digital Studio built for software development, data analysis, creative exploration, and prompt automation.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/protocraft-ai","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-protocraft-ai","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/install.json"}},{"id":"explainx:skills-msitarzewski-agency-agents-psychologist","slug":"explainx-psychologist","name":"Psychologist","summary":"Expert in human behavior, personality theory, motivation, and cognitive patterns — builds psychologically credible characters and interactions grounded in cl…","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/msitarzewski/agency-agents/Psychologist","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/explainx-psychologist","urls":{"profileJson":"https://agentstaffer.com/skills/explainx-psychologist/profile.json","trustJson":"https://agentstaffer.com/skills/explainx-psychologist/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-psychologist/trial.json","installJson":"https://agentstaffer.com/skills/explainx-psychologist/install.json"}},{"id":"playbooks:skills-openclaw-skills-purpleflea-domains","slug":"playbooks-purpleflea-domains-skill-by-openclaw-skills","name":"purpleflea-domains skill by openclaw/skills","summary":"This skill helps AI agents register and manage domains via a fast API, check availability, top up via USDC, and configure DNS records.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/purpleflea-domains","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-pydantic","slug":"explainx-pydantic","name":"Pydantic","summary":"Pydantic is the most widely used data validation library for Python.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/pydantic","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/mcp/explainx-pydantic","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-pydantic/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-pydantic/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-pydantic/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-pydantic/install.json"}},{"id":"playbooks:skills-dougtrajano-pydantic-ai-skills-pydanticai-docs","slug":"playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills","name":"pydanticai-docs skill by dougtrajano/pydantic-ai-skills","summary":"Use this skill for requests related to Pydantic AI framework - building agents, tools, dependencies, structured outputs, and model integrations.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/dougtrajano/pydantic-ai-skills/pydanticai-docs","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/install.json"}},{"id":"explainx:agents-pythagora-io","slug":"explainx-pythagora-io","name":"Pythagora-io","summary":"The first real AI developer","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/pythagora-io","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-pythagora-io","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/install.json"}},{"id":"playbooks:skills-openclaw-skills-python-agentmail-send-receive","slug":"playbooks-python-agentmail-send-receive-skill-by-openclaw-skills","name":"python-agentmail-send-receive skill by openclaw/skills","summary":"This skill helps you send and receive emails via agentmail API using Python scripts, enabling AI agents to manage inbox workflow.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/python-agentmail-send-receive","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-qredence-agentic-fleet-python-backend-reviewer","slug":"playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet","name":"python-backend-reviewer skill by qredence/agentic-fleet","summary":"Expert Python backend code reviewer that identifies over-complexity, duplicates, bad optimizations, and violations of best practices. Use when asked to review Python code quality, check for duplicate code, analyze module complexity, optimize backend code, identify anti-patterns, or ensure adherence to best practices. Ideal for preventing AI-generated code f...","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/qredence/agentic-fleet/python-backend-reviewer","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/install.json"}},{"id":"playbooks:skills-gonzaloserrano-dotfiles-python-engineering","slug":"playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles","name":"python-engineering skill by gonzaloserrano/dotfiles","summary":"Comprehensive Python engineering guidelines for writing production-quality Python code. This skill should be used when writing Python code, performing Python code reviews, working with Python tools (uv, ruff, mypy, pytest), or answering questions about Python best practices and patterns. Applies to CLI tools, AI agents (langgraph), and general Python develo...","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/gonzaloserrano/dotfiles/python-engineering","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/install.json"}}],"agents":[{"id":"playbooks:skills-openclaw-skills-promptify","slug":"playbooks-promptify-skill-by-openclaw-skills","name":"promptify skill by openclaw/skills","summary":"This skill helps you transform vague prompts into clear, actionable ones by auto-detecting needs and routing to appropriate sub-agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/promptify","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-danielmiessler-personal-ai-infrastructure-prompting","slug":"playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure","name":"prompting skill by danielmiessler/personal_ai_infrastructure","summary":"This skill enables dynamic prompt generation and optimization using templates, standards, and patterns to scale prompt engineering across agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/danielmiessler/personal_ai_infrastructure/prompting","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/install.json"}},{"id":"explainx:agents-promptly","slug":"explainx-promptly","name":"Promptly","summary":"Generative AI for Enterprises | No-code AI App Builder","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/promptly","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-promptly","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-promptly/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-promptly/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-promptly/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-promptly/install.json"}},{"id":"explainx:agents-protocraft-ai","slug":"explainx-protocraft-ai","name":"Protocraft AI","summary":"An AI Digital Studio built for software development, data analysis, creative exploration, and prompt automation.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/protocraft-ai","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-protocraft-ai","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/install.json"}},{"id":"explainx:skills-msitarzewski-agency-agents-psychologist","slug":"explainx-psychologist","name":"Psychologist","summary":"Expert in human behavior, personality theory, motivation, and cognitive patterns — builds psychologically credible characters and interactions grounded in cl…","type":"skill","source":"explainx","sourceUrl":"https://explainx.ai/skills/msitarzewski/agency-agents/Psychologist","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/explainx-psychologist","urls":{"profileJson":"https://agentstaffer.com/skills/explainx-psychologist/profile.json","trustJson":"https://agentstaffer.com/skills/explainx-psychologist/trust.json","trialJson":"https://agentstaffer.com/skills/explainx-psychologist/trial.json","installJson":"https://agentstaffer.com/skills/explainx-psychologist/install.json"}},{"id":"playbooks:skills-openclaw-skills-purpleflea-domains","slug":"playbooks-purpleflea-domains-skill-by-openclaw-skills","name":"purpleflea-domains skill by openclaw/skills","summary":"This skill helps AI agents register and manage domains via a fast API, check availability, top up via USDC, and configure DNS records.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/purpleflea-domains","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-purpleflea-domains-skill-by-openclaw-skills/install.json"}},{"id":"explainx:agents-pydantic","slug":"explainx-pydantic","name":"Pydantic","summary":"Pydantic is the most widely used data validation library for Python.","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/pydantic","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/mcp/explainx-pydantic","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-pydantic/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-pydantic/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-pydantic/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-pydantic/install.json"}},{"id":"playbooks:skills-dougtrajano-pydantic-ai-skills-pydanticai-docs","slug":"playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills","name":"pydanticai-docs skill by dougtrajano/pydantic-ai-skills","summary":"Use this skill for requests related to Pydantic AI framework - building agents, tools, dependencies, structured outputs, and model integrations.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/dougtrajano/pydantic-ai-skills/pydanticai-docs","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-pydanticai-docs-skill-by-dougtrajano-pydantic-ai-skills/install.json"}},{"id":"explainx:agents-pythagora-io","slug":"explainx-pythagora-io","name":"Pythagora-io","summary":"The first real AI developer","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/pythagora-io","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Chat interface","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/explainx-pythagora-io","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-pythagora-io/install.json"}},{"id":"playbooks:skills-openclaw-skills-python-agentmail-send-receive","slug":"playbooks-python-agentmail-send-receive-skill-by-openclaw-skills","name":"python-agentmail-send-receive skill by openclaw/skills","summary":"This skill helps you send and receive emails via agentmail API using Python scripts, enabling AI agents to manage inbox workflow.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/python-agentmail-send-receive","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-python-agentmail-send-receive-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-qredence-agentic-fleet-python-backend-reviewer","slug":"playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet","name":"python-backend-reviewer skill by qredence/agentic-fleet","summary":"Expert Python backend code reviewer that identifies over-complexity, duplicates, bad optimizations, and violations of best practices. Use when asked to review Python code quality, check for duplicate code, analyze module complexity, optimize backend code, identify anti-patterns, or ensure adherence to best practices. Ideal for preventing AI-generated code f...","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/qredence/agentic-fleet/python-backend-reviewer","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-python-backend-reviewer-skill-by-qredence-agentic-fleet/install.json"}},{"id":"playbooks:skills-gonzaloserrano-dotfiles-python-engineering","slug":"playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles","name":"python-engineering skill by gonzaloserrano/dotfiles","summary":"Comprehensive Python engineering guidelines for writing production-quality Python code. This skill should be used when writing Python code, performing Python code reviews, working with Python tools (uv, ruff, mypy, pytest), or answering questions about Python best practices and patterns. Applies to CLI tools, AI agents (langgraph), and general Python develo...","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/gonzaloserrano/dotfiles/python-engineering","roleFamily":"Coding & Development","fitScore":61,"trustTier":"Needs review","installReadiness":"MCP ready","reviewSignal":"Community review pending","placement":{"type":"organic","label":null,"active":false,"until":null,"affectsScores":false,"disclosure":"Organic category result ordered by the selected evidence sort."},"verifiedLaunch":{"active":false,"reportId":null,"reportUrl":null,"reportJson":null,"badgeSvg":null,"badgeExpiresAt":null,"sourceVersion":null,"versionBound":true},"protocolSupport":["mcp","http","cli"],"capabilities":["Workflow automation","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-python-engineering-skill-by-gonzaloserrano-dotfiles/install.json"}}],"pagination":{"page":327,"pageSize":12,"totalItems":4637,"totalPages":387,"nextPageUrl":"https://agentstaffer.com/roles/coding-development.json?page=328","prevPageUrl":"https://agentstaffer.com/roles/coding-development.json?page=326","nextHtmlUrl":"https://agentstaffer.com/roles/coding-development?page=328","prevHtmlUrl":"https://agentstaffer.com/roles/coding-development?page=326"},"filters":{"q":null,"protocol":null,"trust":null,"install":null,"sort":"relevance"},"availableFilters":{"protocols":[{"value":"mcp","label":"MCP","count":4628},{"value":"cli","label":"CLI","count":4518},{"value":"http","label":"HTTP","count":4463},{"value":"sdk","label":"SDK","count":2080},{"value":"a2a","label":"A2A","count":159}],"trust":[{"value":"needs-review","label":"Needs review","count":4432},{"value":"high-traction","label":"High traction","count":176},{"value":"verified-source","label":"Verified source","count":29}],"install":[{"value":"mcp-ready","label":"MCP ready","count":4628},{"value":"source-guide","label":"Source guide","count":6},{"value":"cli-likely","label":"CLI likely","count":2},{"value":"cli-ready","label":"CLI ready","count":1}]},"sortModes":["relevance","trust","updated","popularity","install_readiness","trial_readiness"],"rankingGuidance":{"best":{"preferredSort":"trust","secondarySort":"trial_readiness","rule":"For broad best-agent questions, prefer trusted candidates that are ready for a sandbox trial or promotion."},"popular":{"preferredSort":"popularity","rule":"For popularity questions, rank by source traction such as stars, downloads, or likes."},"latest":{"preferredSort":"updated","rule":"For latest/newest questions, rank by the newest visible source or index update."},"safeToInstall":{"preferredSort":"install_readiness","exclude":["high-risk listings","rejected listings","manual-review install paths"],"rule":"For safe-install questions, prefer ready MCP or CLI paths and still recommend a sandbox first run."},"uncertainFit":{"preferredSort":"relevance","rule":"When fit is unclear, fetch profile JSON and compare JSON before recommending hire or install."}},"paidPlacementPolicy":{"labeled":true,"categoryExposureEligible":true,"affectsScores":false,"rule":"Active Sponsored listings are presented in a labeled exposure block ahead of the organic evidence order; their underlying scores are unchanged."},"decisionGuide":{"rule":"Choose candidates by fit, install readiness, trust evidence, and a sandbox trial plan; do not recommend production install from this index alone.","topCandidates":[{"id":"playbooks:skills-openclaw-skills-promptify","name":"promptify skill by openclaw/skills","profileJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-promptify-skill-by-openclaw-skills/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-danielmiessler-personal-ai-infrastructure-prompting","name":"prompting skill by danielmiessler/personal_ai_infrastructure","profileJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-prompting-skill-by-danielmiessler-personal-ai-infrastructure/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"explainx:agents-promptly","name":"Promptly","profileJson":"https://agentstaffer.com/mcp/explainx-promptly/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-promptly/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"explainx:agents-protocraft-ai","name":"Protocraft AI","profileJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/profile.json","installJson":"https://agentstaffer.com/mcp/explainx-protocraft-ai/install.json","nextAction":"fetch_profile_then_run_trial"}]},"stats":{"sourceBreakdown":[{"label":"playbooks","count":3355},{"label":"explainx","count":825},{"label":"mcpservers","count":246},{"label":"github","count":42},{"label":"remoteopenclaw","count":31},{"label":"enterprisedna","count":23}],"typeBreakdown":[{"label":"skill","count":3558},{"label":"agent","count":747},{"label":"tool","count":205},{"label":"workflow","count":108},{"label":"model","count":14},{"label":"framework","count":5}],"protocolBreakdown":[{"label":"MCP","count":4628},{"label":"CLI","count":4518},{"label":"HTTP","count":4463},{"label":"SDK","count":2080},{"label":"A2A","count":159}]},"retrievalHints":["Use data[].urls.profileJson for the full profile dossier.","Use data[].urls.installJson before attempting local installation.","Preserve q, protocol, trust, install, sort, page, and pageSize query parameters when paginating.","Prefer run_trial for candidates without external proof or community review.","Fetch the full profile package before action: profile.json, score.json, evidence.json, trust.json, trial.json, install.json, history.json, similar.json, dossier.md."],"discovery":{"roleDirectory":"https://agentstaffer.com/roles","roleIndex":"https://agentstaffer.com/roles.json","resources":"https://agentstaffer.com/resources.json","retrieval":"https://agentstaffer.com/retrieval.json","agentIndex":"https://agentstaffer.com/agents.json?role=coding-development&page=327","explore":"https://agentstaffer.com/explore?role=coding-development&page=327","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}