Skip to main content
AllMCPs
BrowseBestCategoriesStackCompareToolsGuidesBlog
Log in Submit MCP

Stay in the loop

Get new MCP servers and top picks in your inbox.

AllMCPs

The open directory for discovering and installing Model Context Protocol servers.

AllMCPs on GitHub (opens in a new tab)
Launched onTiny Startupstinystartups.com
Explore
  • Browse servers
  • Best MCP servers
  • Categories
  • MCP clients
  • Agent prompts
  • Stack Builder
  • Compare servers
  • Random discovery New
  • Submit a server
  • Pricing & Boost Boost
Learn
  • Guides hub
  • What is MCP?
  • Install guide
  • Build an MCP server
  • Deploy an MCP server
  • Security guide
  • Troubleshooting
  • MCP for SEO & AEO
  • Protocol versioning
  • Blog & updates
Tools
  • All developer tools
  • Config generator
  • Config validator
  • Config auditor
  • MCP playground
  • Token calculator
  • OpenAPI โ†’ MCP
  • Badge generator
For agents
  • REST API docs
  • Trust & traffic Live
  • Remote MCP server SSE โ†— (opens in a new tab)
  • llms.txt โ†— (opens in a new tab)
  • Catalog JSON โ†— (opens in a new tab)
Company
  • About
  • Advertise Sponsor
  • Contact
  • GitHub โ†— (opens in a new tab)
  • Terms
  • Privacy
AllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZoneAllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZone
ยฉ 2026 Jackalope Digital LLC. All rights reserved.
  1. Home
  2. ๐Ÿ“ Architecture & Design
  3. Memi
Memi logo
Health: ActiveRecent health check succeeded.Last checked 9/11/2026, 6:15:57 PM

Memi

User RatingsBe the first to rate and review this MCP server!
View Repository42 GitHub StarsTotal stargazers on GitHub for the source repository (42 stars).Visit Website
design-systemsfrontendui-auditsaccessibilitydeveloper-tools

Design-system context and deterministic UI audits for coding agents, local repositories, and CI workflows.

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent โ€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Not yet automatically verified

We haven't yet run this listing's install command through our automated sandbox check. This isn't a red flag โ€” we're steadily working through the catalog.

Manual Client & Custom JSON ConfigExpand JSON โ–พ

Client Config & Setup

Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "sarveshsea-memi": {
      "command": "npx",
      "args": [
        "-y",
        "@memi-design/cli@latest"
      ]
    }
  }
}

๐Ÿ’ก Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing Alternatives๐Ÿ“ More in Architecture & Design

Overview

Memi maps frontend repositories, identifies accessibility and design-system risks, and returns file-and-line evidence for agent workflows. Its CLI can run non-destructive audits locally or in GitHub Actions without an account, API key, Figma file, global install, or daemon. Use it to brief agents before interface changes and detect newly introduced interface debt before merge.

Use cases

โ€ขAudit frontend repositories for interface and accessibility risks
โ€ขBrief coding agents with existing components, tokens, routes, and states
โ€ขCheck pull requests for newly introduced interface debt
โ€ขGenerate JSON findings with normalized IDs and file-line evidence
โ€ขBuild and verify native SwiftUI interfaces

Key features

โ€ข46 MCP tools for design-system and interface workflows
โ€ขFrontend interface audits
โ€ขTailwind token extraction
โ€ขshadcn registry workflows
โ€ขFigma context and design documentation
โ€ขDeterministic GitHub Actions checks with SARIF support

Capabilities & Tool Schemas

Inspect callable tools, capabilities, and parameters exposed to AI agents by Memi.

Extracted Tool Capabilities
46 MCP tools for design-system and interface workflows
Frontend interface audits
Tailwind token extraction
shadcn registry workflows
Figma context and design documentation
Deterministic GitHub Actions checks with SARIF support

Documentation Overview

Memi โ€” the design layer for agentic AI.

npm version weekly npm downloads CI GitHub stars MIT license

Memi

The design layer for agentic AI.

Give your coding agent an interface brief before it edits. Memi maps the UI already in your repository, surfaces file-anchored accessibility and design-system risks, and gives you a deterministic check to rerun before merge. Start with the CLI, then add the same gate to every pull request.

Memi Studio is available today; Memi Canvas is currently in development. No account, API key, Figma file, global install, or daemon is required for the first audit.

Start with your next interface ยท Get Memi Studio ยท Read the research

Quickstart: find your first interface issue

Run one non-destructive audit in any frontend repository. It needs no account, API key, Figma file, global install, or daemon.

Terminal
npx -y @memi-design/cli@latest diagnose . --json --no-write --fail-on none

The result carries normalized finding IDs, confidence, provenance, and file:line evidence so an agent can act on a specific finding instead of guessing.

Give the same context to your coding agent:

Terminal
npx skills add memi-design/memi --skill audit-frontend-design

Then ask:

Audit this frontend before editing it. Prioritize the five changes that will matter most to users, reuse the existing system, and verify the result after the patch.

If Memi catches a real interface issue in your project, share the finding. Real reports are the most useful signal for what to improve next.

Cost and offline operation

Local source diagnosis uses deterministic rules: no model call, API key, or model fee. It checks the repository you provide and returns findings your agent can verify. Installation, CPU time, CI runners, and any agent you choose still have costs. The published research has not established an end-to-end dollar or token savings advantage.

Start with one diagnosis, address the highest-confidence finding, and rerun the same check. Use --agent-context for a bounded file index instead of sending a whole repository to a model. Its routing is heuristic; a smaller context is not proof of a cheaper successful task. --files scopes reported findings without launching Git; it still scans the tree for aggregate statistics.

Published beta: Install the exact 2.8.0-beta.2 package for the 2.8 frontend workflow. Stable remains 2.7.9; the beta is not a stable release. See current release state and known limitations.

The beta2 npm release record identifies its published source and immutable artifact evidence. The beta1 npm release record preserves the earlier release's history; it does not validate beta2. The 2.8 locked default and explicit capability contract do not apply retroactively to 2.7.9.

Terminal
npx -y @memi-design/cli@2.8.0-beta.2 --version
npx -y @memi-design/cli@2.8.0-beta.2 agent brief . --frontend --intent "Improve this interface" --json

The beta keeps managed security review, SwiftUI parity, and full DesignWorkbench certification explicitly pending. It is not stable or employer-approved. Publication provenance and platform receipts belong to the exact released artifact.

The beta prevents local diagnosis from writing project files by default, keeps paid integrations optional, and requires explicit grants for networking, subprocesses, and source report persistence. An npm install needs registry access; offline first-run claims require the separately verified bundle. See the acceptance ledger, known limitations, and release truth.

The 2.8 frontend workflow: the beta provides a repository-aware frontend brief, four useful locked MCP tools, validated Figma/Paper evidence inputs, and explicit component-reuse conflicts. See the frontend workflow for runnable beta commands and the release plan for remaining gates. Managed independent security scanning and the reviewed-candidate-audit and swiftui-rendered-rerun receipts remain pending for stable. Paper pixel parity is unassessed. Of 158 inventoried CLI paths, 105 remain deferred; broad grants do not enable them. No complete-task dollar or token savings claim is established.

What 2.8 changes for frontend agents

In 2.7.9In the 2.8 beta
Diagnosis, agent briefs, token tools, Figma bridge, and skills already existed.agent brief --frontend joins actual exports, props, CSS/DTCG tokens, and CSF stories in a 2โ€“16 KiB JSON response.
Harness configuration exposed a broad tool catalog.Locked stdio starts without sockets or project writes; four read tools are available without grants.
A design mapping could become stale or a generator warning could be ignored.Explicit mappings are checked against current exports, required props, token references, and optional source hashes. Registry specs marked as mapped block duplicate generation; a host envelope supplies reuse guidance.
Paper had no dedicated integration.Codex can supply selected Paper or Figma context through the same validated envelope; no extra model session or bundled connector is required.
Static diagnosis could present unassessed categories as passing.Quality scores cover assessed categories only; coverage and scan omissions are separate. Browser verification remains unassessed until actually run.

The practical benefit is more useful local evidence and clearer failure signals: a brief identifies an existing component before an agent duplicates it, diagnosis distinguishes unchecked categories from assessed findings, and diagnose --receipt-only provides a separate metadata-only result without persisting a source report. Regression tests also exposed and corrected candidate defects in bounded file reads, malformed event handling, and failure exit codes. Those corrections improve specific behavior; they do not establish universal design quality, security certification, or lower task cost.

Earlier packed results at source 2a6d0e44 are historical evidence for those exact bytes. Later defensive runtime fixes supersede that artifact as a release candidate; each corrected source checkpoint is verified through a separate local package and digest. See the verification record for the source, artifact, and scope of each result. Local candidate receipts remain evidence for their original bytes; they do not replace the published npm record.

The repository remains authoritative for code. Memi supplies evidence; Codex edits and runs the project's actual checks. Existing custom CSS and component systems do not need a shadcn migration. This beta deliberately defers many legacy command paths; it is not yet a drop-in upgrade for every 2.7 workflow.

Put the check on every pull request

Copy examples/github-actions/memi-design.yml into your repository as .github/workflows/memi-design.yml. The starter is pinned to the reviewed public Action commit and gives reviewers:

  • a PR check that fails only on newly introduced interface debt;
  • a memi-design-health artifact with the human-readable report; and
  • SARIF annotations when the repository grants security-events: write.

The workflow does not need an API key or a Memi secret. Fork pull requests still receive the check and report; SARIF upload is skipped automatically when GitHub does not grant that permission.

If you prefer to configure it by hand, the complete GitHub Action guide documents every input, output, permission, and evidence file.

One product layer, three surfaces

SurfaceWhat it isStatus
Memi CLIInterface intelligence and deterministic checks for local repositories, agents, and CI.Available today
Memi StudioA macOS workbench for bringing project context, agent workflows, and verification together.Available today
Memi CanvasA visual workspace for design-system context and controlled agent proposals.currently in development

See the product

Read the full README โ†’View source on GitHub โ†’

Related MCP Servers

View all in Architecture & Design View all alternatives
  • Uxloom logoUxloom

    Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists โ€” then verify the code implements the contract. Deterministic CI gates (uxloom check, uxloom audit), one-command setup (npx uxloom init).

    ๐Ÿ“ Architecture & Design3 views
    Compare vs Uxloom โ†’
  • Figma Context MCP logoFigma Context MCP

    Provide coding agents direct access to Figma data to help them one-shot design implementation.

    ๐Ÿ“ Architecture & Design3 views
    Compare vs Figma Context MCP โ†’
  • Brandkit MCP logoBrandkit MCP

    Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports marketing vs product contexts with shared overrides; ships 12 tools, 16+ resources under brandkit://, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: npx -y brandkit-mcp serve.

    ๐Ÿ“ Architecture & Design3 views
    Compare vs Brandkit MCP โ†’
  • Saglitzdesign MCP logoSaglitzdesign MCP

    Expert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call createdesignsystem. Offline, no API key, reads only local files. Install via NPM: npx -y saglitzdesign-mcp.

    ๐Ÿ“ Architecture & Design4 views
    Compare vs Saglitzdesign MCP โ†’

Adoption & maintenance

Factual signals from GitHub, npm, and our automated checks โ€” not a rating.

GitHub stars
42
Stargazers on the source repository.
Last commit
3d ago
Most recent push to the default branch.
Directory activity
2 views
Config copies, upvotes, and views on AllMCPs.

Reviews

No reviews yet โ€” be the first to share how this listing worked for you.

Frequently Asked Questions about Memi

No. The README states that the first audit requires no account, API key, Figma file, global install, or daemon.

AllMCPs Directory Badge

Full Badge Customizer

Showcase your server listing on GitHub or your project documentation. Embed this dynamic SVG badge to highlight official listing status and live engagement.

Badge Style:
Live Dynamic SVG PreviewMemi AllMCPs Directory Badge
Markdown (GitHub README)
[![AllMCPs](https://allmcps.com/api/badge/sarveshsea-memi?style=directory)](https://allmcps.com/mcp/sarveshsea-memi)
HTML Embed
<a href="https://allmcps.com/mcp/sarveshsea-memi"><img src="https://allmcps.com/api/badge/sarveshsea-memi?style=directory" alt="Memi on AllMCPs" /></a>

Technical Specs & Signals

Category๐Ÿ“Architecture & Design
PricingFree
More technical detailsExpand โ–พ
TransportSTDIO
RuntimeNode.js
AuthNo auth required
LicenseMIT
Last updatedSep 8, 2026
9/10 checks healthy over the last 32d
Views2
Unique ViewsTotal visits recorded for this listing page on AllMCPs.
Installs0
Installs & Copy ActionsTotal times users copied install commands or configuration snippets for this server.
GitHub stars42
GitHub Star CountTotal stargazers on GitHub representing community popularity (42 stars).
Last commit3d ago
Last Repository CommitThe most recent commit or push recorded for this server's GitHub repository.Last commit on Sep 8, 2026
55Quality signal: Good ยท 55/100How this signal is calculated โ–พ
Server availabilityNot measured

Not scored for repo-hosted servers โ€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools24/30
Adoption & activity7/15
Community engagement0/10

A guidance signal from public completeness & health data โ€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

Supply-chain signal

No high-severity advisories surfaced by our automated scan.

Critical 0High 0Medium 0Low 0

Scanned 22d ago via OSV.dev ยท @memi-design/cli@latest (npm)

โ˜… Spotlight Slot

Feature Your MCP Server

Get maximum visibility for your server across our directory, search results, and detail pages.

Spotlight Your Server

Own this project?

This directory is pre-filled from public sources. Claim via GitHub README, site badge, or DNS TXT to unlock edit access and the Official badge โ€” proof is checked automatically, then reviewed by our team.

Free dofollow backlink: add your website and place the AllMCPs badge on it โ€” no claim needed. We detect it automatically and keep it verified as long as the badge stays live.

Claim & get free dofollow

Share & Embed

Add our SVG badge (dark/light directory styles) or embeddable widget to your site.

Explore more

More in ๐Ÿ“ Architecture & Design โ†’Alternatives to Memi โ†’Install in Claude DesktopInstall in CursorInstall in VS Code