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AI Frontend Coding

Query this niche via MCPniche_report({ niche: "ai-frontend-coding" })
active marketmarket pulse 48/1004 new builders in 30d30 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$49/mo
3 providers
MCP servers · median
$39/mo
2 providers
1.3×

Agents cost 1.3× MCPs across all tiers — median $49 vs $39. Two different markets; a blended figure would mislead either buyer.

All plansAgents vs MCPs

each dot = one provider · log scale
Agents $49
kombai · $20
V0 Dev · $49
V0 Dev · $19
anima · $150
MCP servers $39
marmoui · $10
Kevin Froeba Motionspec · $39
$10
$25
$50
$100
AgentsMCP serversshaded = middle half · line = median

All plans

6 priced
Providervs its cohort medianMonthly
marmouimcp
$10 below
V0 Devagent
$19 below
kombaiagent
$20 below
Kevin Froeba Motionspecmcp
$39 ~median
V0 Devagent
$49 ~median
animaagent
$150 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
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              {
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              {
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      "evidence_quality": "medium",
      "upvotes": 0
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    {
      "agent_id": "kevin_froeba_motionspec",
      "name": "Kevin Froeba Motionspec",
      "url": "https://motionspec.dev",
      "short_summary": "The official MotionSpec server. Verifies and compiles the UI animation inside AI-generated web apps.\n\nTwo keyless tools. motion_catalog returns the 40 verified…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "From $29/mo",
        "summary": "From $29/mo. MotionSpec offers a $29 one-time motion audit, a $39/month developer subscription, and a $249/month agency plan for up to 10 domains."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "marmoui",
      "name": "Marmoui",
      "url": "https://www.marmoui.com",
      "short_summary": "Design-system knowledge for AI agents: live React component APIs, patterns, and generated-code validation. Agents build real dashboards, not slop.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "Free tier, then from $9.99/mo",
        "summary": "Free tier, then from $9.99/mo. Marmo UI offers a free open-source tier and a Pro subscription at $9.99 per month for branded generation and additional design-system features."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "aceto",
      "name": "Aceto",
      "url": "https://github.com/alexzeitler/aceto",
      "short_summary": "An open-source local development server with a browser overlay and MCP interface for building and editing HTML/Tailwind mockups with an AI agent.",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for Aceto was observed on its homepage or repository documentation."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "aspnetzero_blazor_telerik",
      "name": "Aspnetzero Blazor Telerik",
      "url": "https://github.com/qmmughal/aspnetzero-blazor-telerik-skill",
      "short_summary": "Claude Code Agent Skill for building and reviewing Telerik UI for Blazor in ASP.NET Zero and ABP solutions on .NET 10+, covering integration, backend services,…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a free plan, Team at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "aspnetzero_blazor_telerik_2",
      "name": "Aspnetzero Blazor Telerik 2",
      "url": "https://github.com/qmmughal/aspnetzero-blazor-telerik.skill",
      "short_summary": "A Claude Code Agent Skill for building and reviewing Telerik UI for Blazor in ASP.NET Zero and ABP solutions on .NET 10+, covering hosting, DI, ABP services, p…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "basecoat_ui_mcp",
      "name": "Basecoat Ui",
      "url": "https://github.com/Sorbh/basecoat-ui-mcp",
      "short_summary": "MCP server providing programmatic access to Basecoat CSS components and documentation. Enables AI assistants to help developers build HTML interfaces using the…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was found for the Basecoat MCP Server."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "blazor_crud_standards",
      "name": "Blazor Crud Standards",
      "url": "https://github.com/qmmughal/blazor-crud-standards.skill",
      "short_summary": "A Claude Code skill that scaffolds and reviews CRUD interfaces for Blazor Web Apps, Server, WebAssembly, and Hybrid projects using Microsoft-aligned architectu…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "chara_codes",
      "name": "Chara Codes",
      "url": "https://github.com/chara-codes/chara",
      "short_summary": "AI-powered development environment for frontend workflows with multi-provider AI integration, MCP support, real-time collaboration, and 15+ built-in tools. Com…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for Chara is shown in the supplied context."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "glaze",
      "name": "Glaze",
      "url": "https://glaze.app/",
      "short_summary": "AI-powered desktop app builder that creates native Mac applications through natural language descriptions. Build local-first apps with OS integration, file sys…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 20,
        "monthly_usd": 20,
        "headline": "Free tier, then from $20/mo",
        "summary": "Free tier, then from $20/mo. Glaze offers a free plan with one-time launch credits, plus Pro at $20 per month and Team at $30 per seat per month."
      },
      "home_niche": "ai-app-builder",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "windsurf",
      "name": "Windsurf AI Editor",
      "url": "https://windsurf.dev",
      "short_summary": "AI-powered coding assistance including code generation, refactoring, debugging, testing, and automation within an AI editor",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown in the supplied Windsurf.dev homepage content."
      },
      "home_niche": "ide-coding-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-frontend-coding",
  "summary": {
    "niche": "ai-frontend-coding",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for ai-frontend-coding yet — too few comparable priced providers. Observed offers are listed.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            20,
            49
          ]
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            19,
            150
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            9.99,
            39
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-frontend-coding"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-frontend-coding",
    "counts": {
      "listings_with_price_capture": 31,
      "listings_with_observed_public_price": 12,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "like_for_like_comparable_pairs": 5
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 9.45,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "v0_dev",
            "usd": 9
          },
          {
            "provider": "buoooou_supaui_mcp",
            "usd": 9.9
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 29.5,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "marmoui",
            "usd": 9.99
          },
          {
            "provider": "kombai",
            "usd": 20
          },
          {
            "provider": "kevin_froeba_motionspec",
            "usd": 39
          },
          {
            "provider": "v0_dev",
            "usd": 49
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 150,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "v0_dev",
            "usd": 19
          },
          {
            "provider": "anima",
            "usd": 150
          },
          {
            "provider": "kevin_froeba_motionspec",
            "usd": 249
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 31,
      "listings_with_observed_public_price": 12,
      "normalized_observations": 11,
      "comparable_providers": 6,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "ambiguous_cadence": 1,
        "unrankable_or_unparseable": 4,
        "one_time": 3
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 1,
      "unrankable_or_unparseable": 4,
      "one_time": 3
    },
    "billing_mix": {
      "free": 5,
      "freemium": 3,
      "subscription": 4
    },
    "free_tier_share": 0.67,
    "top_providers": [
      {
        "agent_id": "anima",
        "name": "Anima",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 20,
          "monthly_usd": 20,
          "headline": "Free tier, then from $20/mo",
          "summary": "Free tier, then from $20/mo. Anima offers a permanent free plan, per-seat Starter and Pro plans at $20 and $40 per month, and Business pricing starting at $150 per month."
        },
        "observed": true
      },
      {
        "agent_id": "buoooou_supaui_mcp",
        "name": "SupaUI MCP",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 9.9,
          "monthly_usd": 9.9,
          "headline": "From $9.9/mo",
          "summary": "From $9.9/mo. BuouUI offers a $9.9/month Basic plan plus $79 and $189 one-time lifetime bundle options."
        },
        "observed": true
      },
      {
        "agent_id": "kevin_froeba_motionspec",
        "name": "Kevin Froeba Motionspec",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "From $29/mo",
          "summary": "From $29/mo. MotionSpec offers a $29 one-time motion audit, a $39/month developer subscription, and a $249/month agency plan for up to 10 domains."
        },
        "observed": true
      },
      {
        "agent_id": "marmoui",
        "name": "Marmoui",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9.99,
          "monthly_usd": 9.99,
          "headline": "Free tier, then from $9.99/mo",
          "summary": "Free tier, then from $9.99/mo. Marmo UI offers a free open-source tier and a Pro subscription at $9.99 per month for branded generation and additional design-system features."
        },
        "observed": true
      },
      {
        "agent_id": "aceto",
        "name": "Aceto",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing for Aceto was observed on its homepage or repository documentation."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-frontend-coding"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-frontend-coding",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "anima"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "anima"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

10 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

ProviderTypeFromVs niche medianLiveness
AnimaGenerates production-ready websites and web apps from Figma designs, text prompts, images, or by cloning existing websites, with AI-driven iteration
mcp$20from / mo32.2% below100% livemcp32.2% below median100% live
SupaUI MCPgenerates UI components and integrates with Claude and Windsurf AI assistants for custom component query and generation
mcp$9.90from / mo66.4% below100% livemcp66.4% below median100% live
Kevin Froeba MotionspecThe official MotionSpec server. Verifies and compiles the UI animation inside AI-generated web apps. Two keyless tools. motion_catalog returns the 40 verified…
mcp$29from / mo1.7% below100% livemcp1.7% below median100% live
MarmouiDesign-system knowledge for AI agents: live React component APIs, patterns, and generated-code validation. Agents build real dashboards, not slop.
mcp$9.99from / mo66.1% below100% livemcp66.1% below median100% live
Eleva JsLightweight vanilla JavaScript frontend framework (~2.5KB gzipped) with built-in AI agent support, signal-based reactivity, and zero dependencies. Designed for…
agentFreefree to use100% liveagent100% live
KombaiAI design engineer that creates standout website and product UIs, then generates production-ready frontend code using your tech stack. Syncs designs, code, and…
agent$20from / mo32.2% below100% liveagent32.2% below median100% live
LayrrCLI tool that turns your browser into a visual code editor for local web apps. Select DOM elements and describe changes; an AI coding agent updates your source…
agentFreefree to use100% liveagent100% live
RisaldashESP32/ESP8266 web dashboard library with MCP integration. Creates responsive real-time dashboards with 30+ widgets, AI control via Model Context Protocol, and…
mcpFreefree to use100% livemcp100% live
V0 DevAn AI coding-agent skill for generating React and shadcn/ui components, landing pages, dashboards, forms, and other UI prototypes with v0 by Vercel.
agent$9from / mo69.5% below100% liveagent69.5% below median100% live
Wind UiTailwind CSS utility-first styling framework for Flutter with AI agent integration. Includes MCP server for live docs lookup and Claude Code plugin for AI-assi…
agentFreefree to use100% liveagent100% live
Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.