Design agents do not need prettier code. They need code they can read, merge, and check. Locofy’s homepage states the problem directly: “AI coding agents are great at logic and iteration — but they don’t truly understand Figma structure, layouts, constraints, or design systems.” That is vendor positioning from Locofy’s homepage, and this comparison tests it against documentation, not output.
For an agent, three things matter more than visual polish: whether the tool exposes an agent-facing interface, whether the result lands in a repository the agent can inspect, and what the pricing unit does to the cost of each run. This guide compares Locofy, Anima, and Builder.io Visual Copilot, with Figma Dev Mode as the baseline. It draws only on official pricing and docs pages. Nothing was run hands-on, and no fidelity claims are made.
What each tool is
Locofy
Locofy is a design-to-frontend-code converter. Its homepage lists “Figma, Penpot, Adobe XD” as design inputs and React, React Native, Angular, HTML, Flutter, Next.js, Vue, Gatsby, SwiftUI, and Compose as frameworks. Its docs describe four workflows: a plugin for Figma or Penpot, a CLI that converts from a Figma URL, an MCP route for agents and copilots, and an Import from URL route that needs no plugin. Pricing runs from Free to Enterprise on the Locofy pricing page.
Anima (animaapp.com)
This guide covers the Figma-to-code tool at animaapp.com only. Searches for “Anima” can surface a different, similarly named company’s 3D-people product, and none of the Anima facts here come from it. The Anima homepage lists inputs as Import Figma, Clone website, Turn any image into an app, and Import artifacts and code. Outputs are HTML (“clean CSS, Tailwind, or inline styles”) and React (“TypeScript or JavaScript”). The page also describes a Design.md file for visual consistency and an Anima MCP. Pricing is on the Anima pricing page.
Builder.io Visual Copilot
Builder.io’s pricing page separates Code (Visual IDE) plans from Content (Visual CMS) plans. The Code plans include a Figma plugin and VS Code extension on Free, built-in MCP servers on Pro, and custom MCP servers on Team. Visual Copilot’s own documentation could not be retrieved. Both Visual Copilot docs URLs (the /c/docs/visual-copilot and /c/docs/figma-to-code paths) returned 404 at fetch time, so no Visual Copilot documentation link is cited here. What Visual Copilot outputs is therefore not established here.
Figma Dev Mode (baseline)
Figma’s Dev Mode guide calls Dev Mode “a developer-focused workspace for inspecting designs, viewing properties and generated code, downloading assets, comparing changes, and managing design handoff.” Its generated code is inspection snippets. The page does not describe a layout-to-framework generator. It is the baseline: what a team already has before adding an exporter.
Comparison at a glance
Every cell below comes from the captured pricing and docs pages. Unverified or missing items are marked as such.
| Attribute | Locofy | Anima (animaapp.com) | Builder.io Visual Copilot | Figma Dev Mode |
|---|---|---|---|---|
| Free entry | $0; 2,000 LDMtokens; 7-day Hobby trial | 5 chat messages, 5 design imports or website clones, 5 plugin code generations | $0 per user/mo; 60 Credits/month (15/day max) | Not among the listed eligible plans |
| Paid tiers | Hobby $40/mo, billed monthly (2,000 LDMtokens, 10 frames per project); Pro $80/mo, billed monthly (4,000 LDMtokens, 25 frames per project); Enterprise custom | Pro and Team prices unverified (cards did not render); Enterprise from $500/mo, paid annually | Pro $24/user/mo (500 monthly Credits); Team $40/user/mo (up to 20 users); Enterprise custom | Professional, Education, Organization, Government, Enterprise; price not captured |
| Usage unit | LDMtokens, “consumed when you convert your designs into frontend code” | Each code generation, including MCP calls | Agent credit: “a fixed dollar value” covering model costs plus margin | Full or Dev seat required |
| Inputs | Figma, Penpot, Adobe XD; plugin, CLI, MCP, Import from URL | Import Figma; Clone website; Turn any image into an app; Import artifacts and code | Figma plugin (Free, Pro, Team); design files (.fig, .md) for design systems | Figma Design files |
| Outputs | React, React Native, Angular, HTML, Flutter, Next.js, Vue, Gatsby, SwiftUI, Compose; delivered to VSCode, GitHub, or zip | HTML (clean CSS, Tailwind, or inline styles); React (TypeScript or JavaScript) | Not established; Visual Copilot docs returned 404 | Autogenerated code snippets; custom snippets for Code Connect–mapped components |
| MCP / agent access | Cursor, Claude Code, Windsurf, Gemini CLI, GitHub Copilot; MCP on Hobby and Pro | Anima MCP; API and SDK via sales contact | Built-in MCP Servers (Pro); custom MCP servers (Team) | Not established in this guide; Figma MCP page returned 404 |
| Training policy | Hobby: “may be used to improve the platform”; Pro: “never used to train”; Enterprise: “Full data privacy”; the homepage says “We DO NOT use customer data for training”, which sits alongside the Hobby wording, so check the written terms | Not stated in captured extracts | Team: AI training opt-out; Enterprise: privacy mode; Free and Pro not stated | Not in scope |
The usage units are not interchangeable. LDMtokens, Anima code generations, and Builder Agent credits measure different things, so per-run cost cannot be compared across tools from these pages alone.
Agent-perception analysis
For each tool, this section asks three questions: what an agent can read, what it can verify, and what it cannot reach. “Verify” means a check the agent can run itself on the artifacts it receives. It does not mean vendor-reported quality.
Locofy: the most documented surface in these pages
Read. Locofy’s MCP quickstart says that during its design analysis, Locofy “understands: Components, Design systems, Variables, Layout structures, Responsive patterns, Visual hierarchy.” That is the vendor’s list of what it interprets. The pages do not show how completely any item is captured.
Verify. The most concrete check is structural. The docs say the IDE assistant merges Locofy’s output “into your codebase—respecting the base code, file structure, and conventions already in your project instead of overwriting it.” Because the result lands in the repository, an agent can read the diff and check the file layout against what it already knows; running the project’s own tests is an inference, not a documented feature. The docs also require Agent mode: “Use Agent mode in your AI coding assistant—not Ask or Edit mode—so the MCP tools can run and merge code into your existing project.”
Cannot. Custom components need a human. The docs state that “your designer completes Figma-side mapping in the Locofy plugin (Design Mode),” and an agent cannot perform that mapping. The FAQ also ties output quality to file hygiene: “Properly grouping layers, using clear layer names, and applying tools like Auto Layout in Figma can significantly improve the quality of the generated code.” If the source file is poorly structured, the captured docs give the agent no way to repair it upstream.
Anima: MCP access with a quota the agent must budget
Read. The homepage says Anima MCP gives agents “access to Figma-to-code, design systems, and project context.” The Design.md file is the most agent-friendly artifact in the captured material: a plain document an agent can read before it builds, intended to keep output visually consistent. How Anima’s build process uses it beyond that claim is not established.
Verify. The MCP description says agents can “create, inspect, and continue building,” which implies a feedback loop. The captured pages do not show what inspection returns. In practice, an agent can verify the HTML, CSS, or React source it receives using its own tools.
Cannot, or can only at a cost. The pricing page says a code generation counts “each time Anima produces code for you,” and explicitly includes “using the Anima MCP server.” An agent iterating over MCP spends the same quota as a person exporting from the plugin. The Free plan lists five code generations in the Figma plugin; the pages do not say whether MCP calls share that allowance, so an agent loop needs a budget before it starts. Paid Pro and Team prices are unverified, so the budget beyond Free cannot be sized from these sources. The training policy is also not stated.
Builder.io Visual Copilot: a gap, not a verdict
Read. The pricing page lists Figma plugin access on Free, Pro, and Team, design files (.fig, .md) as design-system inputs, built-in MCP servers on Pro, and custom MCP servers on Team. These are access signals, not descriptions of what an agent receives.
Verify. Nothing can be verified here. Visual Copilot’s output behaviour is unestablished because its docs returned 404. An agent cannot assess output whose characteristics are unknown.
Cannot. Credits complicate agent loops. Builder describes an Agent credit as “a fixed dollar value that covers the underlying model costs plus Builder’s service margin.” The sources do not give a credit-to-operation conversion for Visual Copilot. The Free tier provides 60 Credits per month, capped at 15 per day. The pricing page uses “Credits” for the plan allowance and the FAQ calls the same unit an “Agent credit”; this guide treats them as one unit.
Figma Dev Mode: a human inspection surface
Read. Dev Mode offers an inspect panel with a “Code (default)” and “List” toggle for layer properties, autogenerated snippets, and asset downloads. Code Connect lets teams map components so that developers see design-system code from their libraries instead of auto-generated code for those components. Code Connect is described as a tool for design systems and engineering teams to bring component code into Dev Mode.
Verify. An agent can read the snippets and compare them against code it already has. The captured Figma page does not document any agent pipeline built on Dev Mode. The Figma MCP page did not load, so this guide makes no claim about Figma’s agent interfaces.
Cannot. Dev Mode does not generate full frontend apps, and it should not be compared with exporters on that basis. Access requires a Full or Dev seat on an eligible plan.
What the sources do not establish
These gaps are as important as the findings. Treat each as something a buyer must verify directly.
- Accuracy or pixel fidelity of any tool’s output. No independent benchmark was captured for Locofy, Anima, Builder, or Dev Mode.
- Builder Visual Copilot output details. Frameworks, CSS strategy, and export routes are unknown because both docs URLs returned 404.
- Anima Pro and Team prices. The paid plan cards did not render. Treat any figure beyond Free and Enterprise as unverified.
- Training policies. Anima’s policy is absent, and Builder’s Free and Pro policies are absent.
- Builder credit conversion. The sources give no mapping from credits to Visual Copilot operations.
- Locofy behaviour on non-Auto Layout frames. The FAQ line is the only statement captured on layer structure. The MCP quickstart adds that “Well-structured designs produce cleaner, more predictable code.”
- Figma MCP. The page returned 404, so no claims are made about it.
- Vendor marketing. Anima’s “Trusted by 1.8 Million humans and leading AI agents” is unverified copy, not evidence.
A pilot is the cheapest way to close these gaps. Run one representative frame through each candidate, inspect the merged diff, and get the data policy in writing before connecting proprietary files.
FAQ
Which tool documents MCP support most clearly?
Of the pages captured here, Locofy documents the most detail. Its MCP quickstart lists Cursor, Claude Code, Windsurf, Gemini CLI, and GitHub Copilot as clients, and it describes a merge into existing code that respects file structure. Anima’s homepage describes an Anima MCP, and Builder lists built-in and custom MCP servers by plan. None of these was tested, so the detail reflects documentation only.
What is an LDMtoken, and how does it compare to an Anima code generation?
LDMtokens are Locofy’s usage unit, consumed when you convert designs into frontend code. Anima counts each code generation, including MCP calls, against its quota. Builder uses Agent credits, each a fixed dollar value covering model costs plus margin. The units are not interchangeable, so cost per agent run cannot be compared from these pages alone.
Which plans keep content out of model training?
Locofy’s Pro tier says “Your content is never used to train or improve the platform,” while its Hobby tier says content “may be used to improve the platform.” Builder’s Team plan lists an AI training opt-out, and Enterprise lists privacy mode. Anima’s captured extracts state no training policy. The Locofy homepage also says “We DO NOT use customer data for training”, which sits alongside Hobby’s wording. Read the current terms before connecting proprietary files to any service. This is a summary of the captured pages, not legal advice.
Is Figma Dev Mode a code generator?
No. Figma describes Dev Mode as a workspace for inspecting designs and viewing properties and generated code. Its generated code is inspection snippets, and the Dev Mode guide does not describe a layout-to-framework generator. Code Connect lets teams replace auto-generated snippets with custom ones for mapped components. Dev Mode is the baseline for comparison, not an exporter.
The Bottom Line
Agent-heavy pipelines that merge into an existing repository: Locofy has the best-documented surface of the pages captured here. Anima’s and Builder’s MCP docs were not captured, so this is a documentation comparison only. It names its MCP clients, states a merge rule, requires Agent mode, and publishes a training policy for Pro. Budget designer time for custom-component mapping.
Iterative HTML or React work with quota awareness: Anima is worth piloting on its Free tier, which allows five code generations, to measure your own loop before paying. Confirm paid prices and the training policy first.
Builder.io Visual Copilot: Use it for pricing and MCP signals only. Its docs were unavailable, so verify output in a pilot before committing.
Figma Dev Mode: Treat it as baseline inspection for teams on eligible plans. It is not a generator.
How This Guide Was Built
This post is based on official pricing and documentation pages fetched on 2026-10-28. The sources were Locofy’s pricing page, homepage, docs index, and MCP quickstart; Anima’s homepage and pricing page; Builder.io’s pricing page; and Figma’s Dev Mode guide. Builder’s Visual Copilot docs and Figma’s MCP page returned 404 and are not used for any claim. Anima’s paid plan cards did not render. No tool was run hands-on, and no output was generated, tested, or measured for this post.