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\n $\"Memi$ \n

\n\n

\n $\"npm$ \n $\"weekly$ \n $\"CI\"$ \n $\"GitHub$ \n $\"MIT$ \n

\n\n# Memi\n\n**The design layer for agentic AI.**\n\nGive 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.\n\nMemi 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.\n\n

\n Start with your next interface ·\n Get Memi Studio ·\n Read the research\n

\n\n## Quickstart: find your first interface issue\n\nRun one non-destructive audit in any frontend repository. It needs no account, API key, Figma file, global install, or daemon.\n\n```bash\nnpx -y @memi-design/cli@latest diagnose . --json --no-write --fail-on none\n```\n\nThe result carries normalized finding IDs, confidence, provenance, and `file:line` evidence so an agent can act on a specific finding instead of guessing.\n\nGive the same context to your coding agent:\n\n```bash\nnpx skills add memi-design/memi --skill audit-frontend-design\n```\n\nThen ask:\n\n> 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.\n\nIf Memi catches a real interface issue in your project, [share the finding](https://github.com/memi-design/memi/discussions/categories/show-and-tell). Real reports are the most useful signal for what to improve next.\n\n## Put the check on every pull request\n\nCopy [`examples/github-actions/memi-design.yml`](https://github.com/memi-design/memi/blob/main/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:\n\n- a PR check that fails only on newly introduced interface debt;\n- a `memi-design-health` artifact with the human-readable report; and\n- SARIF annotations when the repository grants `security-events: write`.\n\nThe 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.\n\nIf you prefer to configure it by hand, the complete [GitHub Action guide](https://github.com/memi-design/memi/blob/main/docs/GITHUB_ACTION_MARKETPLACE.md) documents every input, output, permission, and evidence file.\n\n## One product layer, three surfaces\n\n| Surface | What it is | Status |\n| --- | --- | --- |\n| **Memi CLI** | Interface intelligence and deterministic checks for local repositories, agents, and CI. | Available today |\n| **Memi Studio** | A macOS workbench for bringing project context, agent workflows, and verification together. | [Available today](https://memoire.cv/download) |\n| **Memi Canvas** | A visual workspace for design-system context and controlled agent proposals. | currently in development |\n\n## See the product\n\n| Memi Studio | Memi Canvas — in development |\n| --- | --- |\n| $\"Memi$ | $\"Memi$ |\n| Bring an agent prompt, project memory, and a verification surface into one workbench. | Preview design-system context, inspect a proposal, and keep a human in the loop. This preview shows an active development build, not a released product guarantee. |\n\n## What Memi adds to an agent workflow\n\n| Before the edit | During the edit | Before merge |\n| --- | --- | --- |\n| Discover components, tokens, routes, states, and accessibility gaps. | Give the agent a scoped brief that names the system it must preserve. | Rerun deterministic checks and surface new interface debt in CI. |\n\n| Need | Start with |\n| --- | --- |\n| Find UI risks and product-system context | `audit-frontend-design` |\n| Plan a change around existing components and tokens | `remember-design-system` |\n| Keep new interface debt out of pull requests | `enforce-design-ci` |\n| Build and verify native Apple interfaces | `build-swiftui-interface` |\n\nCompatible with the [shadcn registry](https://ui.shadcn.com/docs/registry/getting-started) and [v0 design systems](https://v0.app/docs/design-systems).\n\n## Evidence at a glance\n\nThe [V15 confirmatory audit](https://github.com/memi-design/memi/tree/main/docs/research/memi-2.7-prospective-study/v15-2.7.3-confirmatory) is a public technical disclosure, not a leaderboard. It separates receipt admission, rendered design quality, functional acceptance, and resource observations.\n\n| Measured record | Exact reading |\n| --- | --- |\n| 36 / 36 frozen receipts admitted | Every preregistered agent cell had an auditable receipt. This is receipt admission, not universal performance. |\n| **10 complete model-graded matched pairs** | Rendered design-quality comparisons that survived the prespecified screen. This is model-graded evidence, not independent practitioner review. |\n| Buzzr / Expo: mean **+1.4**; Paraform / web: mean **−0.4** | The scoped non-inferiority gate passed on both graded task families. It does not establish general superiority. |\n| **0 / 21** corrected task-by-resource tests rejected | The study did not establish a speed, cost, or token-use advantage. |\n\n**Separate historical release record:** the 2.7 candidate record reported **2,187 / 2,187** tests passed. It is release evidence, not part of V15 and not proof that every project benefits.\n\n## Benchmarks and paper\n\n

\n \n $\"V15$ \n \n

\n\nQuality non-inferiority passed for the scoped Buzzr and Paraform task families. The full paper reports exclusions, failed paths, and limitations without imputation. **No superiority, speed, or dollar-savings claim is made.** Read the [conference-style audit PDF](https://github.com/memi-design/memi/blob/main/docs/research/memi-2.7-prospective-study/v15-2.7.3-confirmatory/memi-2.7.3-confirmatory-audit.pdf), inspect the [protocol and receipts](https://github.com/memi-design/memi/tree/main/docs/research/memi-2.7-prospective-study/v15-2.7.3-confirmatory), or review the [V17 preregistration](https://github.com/memi-design/memi/blob/main/docs/research/memi-2.7-prospective-study/v17-routing-quality/README.md).\n\n**Memi InterfaceBench v1** is a 100 target tasks specification with 5 pinned seed tasks; it is not an aggregate performance score. The historical candidate record reported 2,187/2,187 tests and 70.57% statements coverage. The greater-than-25% claim remains **not verified**. Inspect the [benchmark contract](https://github.com/memi-design/memi/blob/main/benchmarks/interfacebench-v1.json) and [workflow evidence](https://github.com/memi-design/memi/blob/main/docs/case-studies/memi-2.7-workflow-proof/results.json).\n\n**Memi DesignWorkBench v2** holds 300 task contracts and requires practitioner calibration before any certification claim.\n\n## Prompts that map to real workflows\n\n| Goal | Copy-paste prompt | Supporting workflow |\n| --- | --- | --- |\n| Establish a baseline before a UI change | **Audit this frontend before editing it.** Prioritize the five changes with the clearest `file:line` evidence. | `audit-frontend-design` |\n| Turn evidence into a scoped plan | **Turn the findings into a scoped UI change plan.** Reuse existing components and tokens before editing. | `remember-design-system` |\n| Protect a pull request | **Set up a deterministic design CI gate for this pull request.** Fail only on newly introduced interface debt and save SARIF plus the HTML report. | `enforce-design-ci` |\n\n## Research, stated plainly\n\nThe research is disclosure material, not a product leaderboard. It keeps functional, rendered-quality, and resource evidence separate so a result cannot be made to say more than the study supports.\n\n## Choose your integration\n\n| Surface | Start here | Best for |\n| --- | --- | --- |\n| One-time CLI run | `npx -y @memi-design/cli@2.7.9 diagnose . --no-write` | Trying Memi without installing |\n| Global CLI | `npm i -g @memi-design/cli` | Daily local use |\n| Agent Skill | `npx skills add memi-design/memi --skill audit-frontend-design` | Codex, Claude Code, Cursor, and compatible agents |\n| GitHub Action | [Copy the starter workflow](https://github.com/memi-design/memi/blob/main/examples/github-actions/memi-design.yml) | Pull-request design CI |\n| MCP server | `memi mcp start --no-figma` | Any MCP client |\n| Studio | `brew install --cask memi-design/memi/memi-studio` | Supervised macOS workflows |\n\n### GitHub Action\n\n```yaml\nname: design\non: [pull_request]\n\npermissions:\n contents: read\n\njobs:\n memi:\n runs-on: ubuntu-latest\n permissions:\n contents: read\n security-events: write\n steps:\n - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1\n with:\n fetch-depth: 0\n - uses: memi-design/memi@5fcbf39e1255af0c14c5a17ba6bde8cf1206e525 # v2.7.9\n with:\n version: \"2.7.9\"\n report: true\n upload-sarif: true\n```\n\nThe Action adds code-scanning annotations, a step summary, and a `memi-design-health` artifact. Existing debt can be baselined while newly introduced debt fails the gate.\n\n[GitHub Action guide](https://github.com/memi-design/memi/blob/main/docs/GITHUB_ACTION_MARKETPLACE.md) · [CI recipes](https://github.com/memi-design/memi/blob/main/docs/CI_RECIPES.md) · [current versions](https://github.com/memi-design/memi/blob/main/docs/CURRENT_RELEASE.md)\n\n### Agent and MCP setup\n\n```bash\nmemi agent install codex --project .\nmemi agent install claude-code --project .\nmemi agent install cursor --project .\nmemi agent install grok-build --project .\n```\n\n```json\n{\n \"mcpServers\": {\n \"memoire\": {\n \"command\": \"memi\",\n \"args\": [\"mcp\", \"start\", \"--no-figma\"]\n }\n }\n}\n```\n\nCodex plugin marketplace:\n\n```bash\ncodex plugin marketplace add memi-design/memi --ref main --sparse .agents/plugins --sparse plugins/memoire\n```\n\n[Agent stack guide](https://github.com/memi-design/memi/blob/main/docs/AGENT_STACKS.md) · [copy-paste recipes](https://github.com/memi-design/memi/blob/main/docs/AGENT_RECIPES.md) · [full skill router](https://github.com/memi-design/memi/blob/main/skills/memoire-design-tooling/SKILL.md)\n\n## Trust and proof\n\n- [Release gates](https://github.com/memi-design/memi/blob/main/docs/RELEASE_GATES.md) — package, provenance, clean-install, MCP, plugin, binary, and public-surface checks.\n- [Current release truth](https://github.com/memi-design/memi/blob/main/docs/CURRENT_RELEASE.md) — the public versions for CLI, Studio, and website.\n- [Reproducible case studies](https://github.com/memi-design/memi/tree/main/docs/case-studies) — pinned evidence, abstentions, and paired protocols.\n- [Dependency trust ledger](https://github.com/memi-design/memi/blob/main/docs/DEPENDENCY_TRUST.md) — direct dependency purpose, dynamic boundaries, and review policy.\n- [`llms.txt`](https://github.com/memi-design/memi/blob/main/llms.txt) — compact machine-readable product map.\n\nMemi has no npm install-time lifecycle scripts, no source upload or covert telemetry, explicit Figma connection, agent-kit `--dry-run --json`, immutable Action pins, and documented third-party boundaries in [NOTICE](https://github.com/memi-design/memi/blob/main/NOTICE).\n\n## Community\n\nWe welcome contributions. See [CONTRIBUTING.md](https://github.com/memi-design/memi/blob/main/CONTRIBUTING.md) for setup and pull-request guidance. Bugs and feature requests belong in [issues](https://github.com/memi-design/memi/issues); questions and real project reports belong in [Discussions](https://github.com/memi-design/memi/discussions).\n\nUseful contributions include reproducible audit fixtures, framework adapters, skill improvements, accessible UI cases, motion checks, and before/after reports.\n\n## License\n\nStudio interface references and adapted components include Hermes WebUI and the MIT Warp UI framework boundary around `warpui_core` and `warpui`; Warp AGPL application and client code is not copied into Memi.\n\nMIT. 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