{"schemaVersion":"agentstaffer.function-category-lite.v1","generatedAt":"2026-11-09T17:04:07.972Z","canonicalUrl":"https://agentstaffer.com/roles/coding-development.json?page=382","htmlUrl":"https://agentstaffer.com/roles/coding-development?page=382","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=382","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":"aiagentstore:ai-agent-apiclaw","slug":"aiagentstore-apiclaw","name":"APIClaw","summary":"An agent-native commerce data platform that gives AI agents structured Amazon market, product, review, and competitor intelligence.","type":"agent","source":"aiagentstore","sourceUrl":"https://aiagentstore.ai/ai-agent/apiclaw","roleFamily":"Coding & Development","fitScore":55,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/aiagentstore-apiclaw","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/install.json"}},{"id":"aiagentsdirectory:agent-askpandi","slug":"aiagentsdirectory-askpandi","name":"AskPandi","summary":"Get accurate answers from multiple sources, save time and enjoy learning.","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/askpandi","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["RAG","Workflow automation","Multi-agent orchestration","Chat interface","Coding assistance","Web data extraction","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/install.json"}},{"id":"npm:astra-os","slug":"npm-astra-os","name":"astra-os","summary":"AstraOS — The most complete AI agent operating system. Multi-LLM, MCP, A2A, GraphRAG, Computer Use, RBAC, Multi-Tenancy, Marketplace (55+ skills), Admin Dashboard, Workflow Builder, SSO (SAML+OIDC), Audit Log, Data Residency, Billing (Stripe), Edge Runtim","type":"skill","source":"npm","sourceUrl":"https://www.npmjs.com/package/astra-os","roleFamily":"Coding & Development","fitScore":55,"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","a2a"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Computer use","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/npm-astra-os","urls":{"profileJson":"https://agentstaffer.com/skills/npm-astra-os/profile.json","trustJson":"https://agentstaffer.com/skills/npm-astra-os/trust.json","trialJson":"https://agentstaffer.com/skills/npm-astra-os/trial.json","installJson":"https://agentstaffer.com/skills/npm-astra-os/install.json"}},{"id":"playbooks:skills-letta-ai-skills-bn-fit-modify","slug":"playbooks-bn-fit-modify-skill-by-letta-ai-skills","name":"bn-fit-modify skill by letta-ai/skills","summary":"This skill guides structure learning, parameter estimation, and interventions for Bayesian networks, enabling reliable DAG recovery and causal analysis from","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/skills/bn-fit-modify","roleFamily":"Coding & Development","fitScore":55,"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","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-bot","slug":"playbooks-bot-skill-by-openclaw-skills","name":"bot skill by openclaw/skills","summary":"This skill enables autonomous reasoning and tool use in AI agents, grounding actions to human values and adapting through feedback loops.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/bot","roleFamily":"Coding & Development","fitScore":55,"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","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-bot-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-truongnat-agentic-sdlc-brain","slug":"playbooks-brain-skill-by-truongnat-agentic-sdlc","name":"brain skill by truongnat/agentic-sdlc","summary":"This skill supervises and optimizes SDLC workflows by monitoring, routing, scoring quality, and driving self-improvement across all agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/truongnat/agentic-sdlc/brain","roleFamily":"Coding & Development","fitScore":55,"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","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-brain-skill-by-truongnat-agentic-sdlc","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/install.json"}},{"id":"aiagentsdirectory:agent-bumpgen","slug":"aiagentsdirectory-bumpgen","name":"Bumpgen","summary":"AI-powered npm package upgrader that automates dependency updates and fixes breaking changes.","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/bumpgen","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["Coding assistance","Workflow automation","Chat interface","Design assistance","Multi-agent orchestration","RAG","Web data extraction","MCP integration"],"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/install.json"}},{"id":"explainx:agents-chat-whisperer","slug":"explainx-chat-whisperer","name":"Chat Whisperer","summary":"Ai Assistant & AI Chatbots for Businesses","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chat-whisperer","roleFamily":"Coding & Development","fitScore":55,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Chat interface","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/explainx-chat-whisperer","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/install.json"}},{"id":"playbooks:for-ci-cd","slug":"playbooks-ci-cd-skills-for-ai-agents","name":"Ci Cd skills for AI agents","summary":"Browse Ci Cd skills for Claude Code, Cursor, Codex and more AI coding agents.","type":"workflow","source":"playbooks","sourceUrl":"https://playbooks.com/for/ci-cd","roleFamily":"Coding & Development","fitScore":55,"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","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/install.json"}},{"id":"agentlocker:agent-claros","slug":"agentlocker-claros","name":"Claros","summary":"Helps users make informed buying decisions by summarizing product reviews and finding the best deals.","type":"agent","source":"agentlocker","sourceUrl":"https://agentlocker.ai/agent/claros","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","RAG","Chat interface","Coding assistance","Web data extraction","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/agentlocker-claros","urls":{"profileJson":"https://agentstaffer.com/mcp/agentlocker-claros/profile.json","trustJson":"https://agentstaffer.com/mcp/agentlocker-claros/trust.json","trialJson":"https://agentstaffer.com/mcp/agentlocker-claros/trial.json","installJson":"https://agentstaffer.com/mcp/agentlocker-claros/install.json"}},{"id":"skillsdirectory:skills-juanibiapina-code-design","slug":"skillsdirectory-code-design","name":"Code Design","summary":"Use when discussing modules, interfaces, implementation, depth, seams, adapters, leverage, locality, or code design terminology.","type":"skill","source":"skillsdirectory","sourceUrl":"https://www.skillsdirectory.com/skills/juanibiapina-code-design","roleFamily":"Coding & Development","fitScore":55,"trustTier":"Verified source","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/skillsdirectory-code-design","urls":{"profileJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/profile.json","trustJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/trust.json","trialJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/trial.json","installJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/install.json"}},{"id":"agencymarketplace:agents-codeium","slug":"agencymarketplace-codeium","name":"Codeium","summary":"Your modern coding superpowers.","type":"agent","source":"agencymarketplace","sourceUrl":"https://marketplace.agen.cy/agents/codeium","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Chat interface","Reusable skill package","Design assistance","Web data extraction"],"profileUrl":"https://agentstaffer.com/mcp/agencymarketplace-codeium","urls":{"profileJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/profile.json","trustJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/trust.json","trialJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/trial.json","installJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/install.json"}}],"agents":[{"id":"aiagentstore:ai-agent-apiclaw","slug":"aiagentstore-apiclaw","name":"APIClaw","summary":"An agent-native commerce data platform that gives AI agents structured Amazon market, product, review, and competitor intelligence.","type":"agent","source":"aiagentstore","sourceUrl":"https://aiagentstore.ai/ai-agent/apiclaw","roleFamily":"Coding & Development","fitScore":55,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/aiagentstore-apiclaw","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/install.json"}},{"id":"aiagentsdirectory:agent-askpandi","slug":"aiagentsdirectory-askpandi","name":"AskPandi","summary":"Get accurate answers from multiple sources, save time and enjoy learning.","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/askpandi","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["RAG","Workflow automation","Multi-agent orchestration","Chat interface","Coding assistance","Web data extraction","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/install.json"}},{"id":"npm:astra-os","slug":"npm-astra-os","name":"astra-os","summary":"AstraOS — The most complete AI agent operating system. Multi-LLM, MCP, A2A, GraphRAG, Computer Use, RBAC, Multi-Tenancy, Marketplace (55+ skills), Admin Dashboard, Workflow Builder, SSO (SAML+OIDC), Audit Log, Data Residency, Billing (Stripe), Edge Runtim","type":"skill","source":"npm","sourceUrl":"https://www.npmjs.com/package/astra-os","roleFamily":"Coding & Development","fitScore":55,"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","a2a"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Computer use","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/skills/npm-astra-os","urls":{"profileJson":"https://agentstaffer.com/skills/npm-astra-os/profile.json","trustJson":"https://agentstaffer.com/skills/npm-astra-os/trust.json","trialJson":"https://agentstaffer.com/skills/npm-astra-os/trial.json","installJson":"https://agentstaffer.com/skills/npm-astra-os/install.json"}},{"id":"playbooks:skills-letta-ai-skills-bn-fit-modify","slug":"playbooks-bn-fit-modify-skill-by-letta-ai-skills","name":"bn-fit-modify skill by letta-ai/skills","summary":"This skill guides structure learning, parameter estimation, and interventions for Bayesian networks, enabling reliable DAG recovery and causal analysis from","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/letta-ai/skills/bn-fit-modify","roleFamily":"Coding & Development","fitScore":55,"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","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/install.json"}},{"id":"playbooks:skills-openclaw-skills-bot","slug":"playbooks-bot-skill-by-openclaw-skills","name":"bot skill by openclaw/skills","summary":"This skill enables autonomous reasoning and tool use in AI agents, grounding actions to human values and adapting through feedback loops.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/openclaw/skills/bot","roleFamily":"Coding & Development","fitScore":55,"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","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-bot-skill-by-openclaw-skills","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-bot-skill-by-openclaw-skills/install.json"}},{"id":"playbooks:skills-truongnat-agentic-sdlc-brain","slug":"playbooks-brain-skill-by-truongnat-agentic-sdlc","name":"brain skill by truongnat/agentic-sdlc","summary":"This skill supervises and optimizes SDLC workflows by monitoring, routing, scoring quality, and driving self-improvement across all agents.","type":"skill","source":"playbooks","sourceUrl":"https://playbooks.com/skills/truongnat/agentic-sdlc/brain","roleFamily":"Coding & Development","fitScore":55,"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","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-brain-skill-by-truongnat-agentic-sdlc","urls":{"profileJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/profile.json","trustJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/trust.json","trialJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/trial.json","installJson":"https://agentstaffer.com/skills/playbooks-brain-skill-by-truongnat-agentic-sdlc/install.json"}},{"id":"aiagentsdirectory:agent-bumpgen","slug":"aiagentsdirectory-bumpgen","name":"Bumpgen","summary":"AI-powered npm package upgrader that automates dependency updates and fixes breaking changes.","type":"agent","source":"aiagentsdirectory","sourceUrl":"https://aiagentsdirectory.com/agent/bumpgen","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["Coding assistance","Workflow automation","Chat interface","Design assistance","Multi-agent orchestration","RAG","Web data extraction","MCP integration"],"profileUrl":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen","urls":{"profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/profile.json","trustJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/trust.json","trialJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/trial.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-bumpgen/install.json"}},{"id":"explainx:agents-chat-whisperer","slug":"explainx-chat-whisperer","name":"Chat Whisperer","summary":"Ai Assistant & AI Chatbots for Businesses","type":"agent","source":"explainx","sourceUrl":"https://explainx.ai/agents/chat-whisperer","roleFamily":"Coding & Development","fitScore":55,"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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Chat interface","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/explainx-chat-whisperer","urls":{"profileJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/profile.json","trustJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/trust.json","trialJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/trial.json","installJson":"https://agentstaffer.com/mcp/explainx-chat-whisperer/install.json"}},{"id":"playbooks:for-ci-cd","slug":"playbooks-ci-cd-skills-for-ai-agents","name":"Ci Cd skills for AI agents","summary":"Browse Ci Cd skills for Claude Code, Cursor, Codex and more AI coding agents.","type":"workflow","source":"playbooks","sourceUrl":"https://playbooks.com/for/ci-cd","roleFamily":"Coding & Development","fitScore":55,"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","cli"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Web data extraction","MCP integration","Reusable skill package","Design assistance"],"profileUrl":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents","urls":{"profileJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/profile.json","trustJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/trust.json","trialJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/trial.json","installJson":"https://agentstaffer.com/mcp/playbooks-ci-cd-skills-for-ai-agents/install.json"}},{"id":"agentlocker:agent-claros","slug":"agentlocker-claros","name":"Claros","summary":"Helps users make informed buying decisions by summarizing product reviews and finding the best deals.","type":"agent","source":"agentlocker","sourceUrl":"https://agentlocker.ai/agent/claros","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["Workflow automation","Multi-agent orchestration","RAG","Chat interface","Coding assistance","Web data extraction","MCP integration","Reusable skill package"],"profileUrl":"https://agentstaffer.com/mcp/agentlocker-claros","urls":{"profileJson":"https://agentstaffer.com/mcp/agentlocker-claros/profile.json","trustJson":"https://agentstaffer.com/mcp/agentlocker-claros/trust.json","trialJson":"https://agentstaffer.com/mcp/agentlocker-claros/trial.json","installJson":"https://agentstaffer.com/mcp/agentlocker-claros/install.json"}},{"id":"skillsdirectory:skills-juanibiapina-code-design","slug":"skillsdirectory-code-design","name":"Code Design","summary":"Use when discussing modules, interfaces, implementation, depth, seams, adapters, leverage, locality, or code design terminology.","type":"skill","source":"skillsdirectory","sourceUrl":"https://www.skillsdirectory.com/skills/juanibiapina-code-design","roleFamily":"Coding & Development","fitScore":55,"trustTier":"Verified source","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"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","MCP integration","Reusable skill package","Design assistance","Prompt operations"],"profileUrl":"https://agentstaffer.com/skills/skillsdirectory-code-design","urls":{"profileJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/profile.json","trustJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/trust.json","trialJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/trial.json","installJson":"https://agentstaffer.com/skills/skillsdirectory-code-design/install.json"}},{"id":"agencymarketplace:agents-codeium","slug":"agencymarketplace-codeium","name":"Codeium","summary":"Your modern coding superpowers.","type":"agent","source":"agencymarketplace","sourceUrl":"https://marketplace.agen.cy/agents/codeium","roleFamily":"Coding & Development","fitScore":55,"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","sdk"],"capabilities":["Workflow automation","RAG","Multi-agent orchestration","Coding assistance","Chat interface","Reusable skill package","Design assistance","Web data extraction"],"profileUrl":"https://agentstaffer.com/mcp/agencymarketplace-codeium","urls":{"profileJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/profile.json","trustJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/trust.json","trialJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/trial.json","installJson":"https://agentstaffer.com/mcp/agencymarketplace-codeium/install.json"}}],"pagination":{"page":382,"pageSize":12,"totalItems":4637,"totalPages":387,"nextPageUrl":"https://agentstaffer.com/roles/coding-development.json?page=383","prevPageUrl":"https://agentstaffer.com/roles/coding-development.json?page=381","nextHtmlUrl":"https://agentstaffer.com/roles/coding-development?page=383","prevHtmlUrl":"https://agentstaffer.com/roles/coding-development?page=381"},"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":"aiagentstore:ai-agent-apiclaw","name":"APIClaw","profileJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/profile.json","installJson":"https://agentstaffer.com/mcp/aiagentstore-apiclaw/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"aiagentsdirectory:agent-askpandi","name":"AskPandi","profileJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/profile.json","installJson":"https://agentstaffer.com/mcp/aiagentsdirectory-askpandi/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"npm:astra-os","name":"astra-os","profileJson":"https://agentstaffer.com/skills/npm-astra-os/profile.json","installJson":"https://agentstaffer.com/skills/npm-astra-os/install.json","nextAction":"fetch_profile_then_run_trial"},{"id":"playbooks:skills-letta-ai-skills-bn-fit-modify","name":"bn-fit-modify skill by letta-ai/skills","profileJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/profile.json","installJson":"https://agentstaffer.com/skills/playbooks-bn-fit-modify-skill-by-letta-ai-skills/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=382","explore":"https://agentstaffer.com/explore?role=coding-development&page=382","sitemap":"https://agentstaffer.com/sitemap.xml","llmsTxt":"https://agentstaffer.com/llms.txt","openApi":"https://agentstaffer.com/openapi.json"}}