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Scry

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

Search your team's Storybook components by text or image, so agents reuse what exists.

Quick Install

Automated & IDE Setup

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

One-click editor setup isn’t available for this listing yet β€” we don’t have a confirmed install command, and we’d rather show nothing than point your editor at the wrong package or host. Follow the project’s own setup instructions, linked above.

Manual Client & Custom JSON ConfigExpand JSON β–Ύ
No confirmed setup config for this listing yet. We only publish a config block when the install details come from the project itself β€” its README, its docs, or a verified owner. We haven’t found those for Scry, and we’d rather show nothing than a guess you’d paste into your client. Follow the project’s own setup instructions for the current steps.
Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

Scry MCP Server

A spec-compliant remote MCP server on Cloudflare Workers that exposes multi-modal vector search over the Scry component database. Authenticates users via Firebase and issues its own OAuth tokens to MCP clients.

Compatible with Claude Desktop, ChatGPT, Cursor, and any MCP client via mcp-remote.

Architecture

Code
Claude Desktop / ChatGPT / Any MCP Client
    β”‚
    β”‚  (stdio via mcp-remote)
    β–Ό
mcp-remote (local proxy)
    β”‚
    β”‚  (Streamable HTTP + OAuth 2.1)
    β–Ό
Cloudflare Worker ──────────────► Firebase Auth (upstream IdP)
  β”œβ”€ OAuthProvider (token mgmt)
  β”œβ”€ FirebaseAuthHandler (login UI + token verify)
  └─ ScryMCP (Durable Object)
         β”‚
         β–Ό
  Scry Search API (Next.js)
    β”œβ”€ POST /api/search         β€” vector search (text, image, hybrid)
    β”œβ”€ GET  /api/image/...      β€” image proxy (CDN auth)
    └─ POST /api/image/presign  β€” presigned URL generation

The Worker acts as both an OAuth server to MCP clients (issuing its own tokens) and an OAuth client to Firebase (authenticating users upstream). The MCP client never sees the Firebase token.

Tools

ToolDescription
search_componentsText-based semantic + keyword hybrid search over UI components. scope: "project" (default) never widens; scope: "org" also returns opted-in, readable sibling projects' rows, marked crossProject
search_by_imageVisual similarity search using base64 image input; same scope semantics
get_component_screenshotFetch a component screenshot (returns image block + presigned URL)
generate_imageGemini image generation (fast / quality), billed in AI credits; routed through Cloudflare AI Gateway when LLM_GATEWAY_URL is set
whoamiReturns the authenticated user's info

Issue resolution tools (stage; ISSUE_TOOLS_ENABLED="1")

Design-drift issues a human has promoted in the dashboard, resolvable in code or in Figma. All six call the dashboard's /api/agent/issues/* with a signed X-Scry-Caller (audience scry-dashboard-agent, claims sub = uid and agent_client = the MCP client's name); the dashboard checks membership and role and records actor_kind: "agent". Needs SCRY_DASHBOARD_API_URL, SCRY_AGENT_ASSERTION_SECRET (a secret shared only with the dashboard, separate from the search secret; unset = SERVER_MISCONFIGURED) and, for the protected stage dashboard, the SCRY_DASHBOARD_BYPASS_TOKEN secret. Writes are capped at 30/min/user on top of the 60 req/min limit.

ToolDescription
list_design_issuesPromoted issues in a project, filterable by link, Figma node, story, fix side, status, side status, severity, assignee, changed_since
get_design_issueOne issue with both crops, Figma file key + node id, story + source files, expected value, tracks, last re-check, how to fix
claim_design_issueClaim (15-min lease) or release the code or design side
mark_design_issue_fixedRecord a fix with a PR URL / commit / Figma version
request_verifyRe-check now (free, 20/project/hour, 200/day) or rediff: true (10 credits)
comment_design_issueTimeline comment, optionally proposing a fix side

Usage analytics

Each tool handler invocation records one Workers Analytics Engine data point for use by the dashboard's staff-only KPI page. The only recorded values are the tool name (blob1), environment (blob2), and Firebase uid (blob3 and index1), plus double1 = 1 for counting. Missing environment/uid values become unknown and anonymous. No query text, prompts, image data, tokens, or other tool data is sent to Analytics Engine. Internal diagnostic logs do not add usage points. Missing or failing analytics bindings never affect tool responses.

The MCP_USAGE binding writes to scry_mcp_usage in production and scry_mcp_usage_staging in staging. Query production with the Analytics Engine SQL API (substitute the staging dataset name for staging):

Dockerfile
SELECT blob1 AS tool, count() AS n FROM scry_mcp_usage WHERE timestamp > NOW() - INTERVAL '30' DAY GROUP BY tool

Request ids and error tracking

Every tool call has one x-scry-request-id (feature observability-request-id; contract in scry-management/features/observability-request-id/briefs/_request-id-contract.md).

  • Minted per tool call as a ULID (26 chars, Crockford base32, time-sortable). An inbound x-scry-request-id is always ignored: the MCP server faces end users and API clients, so under the contract's trust rule it never accepts a caller-chosen id. Code: src/lib/request-id.ts, src/lib/tool-request.ts.
  • Langfuse sampling uses a server-side random draw per call (serverDraw in src/telemetry/producer.ts), never the id.
  • Forwarded on every Scry hop: search (/api/search, /api/image/presign, /api/image/upload), the dashboard issue API, and the diff-service credits ledger. It is not sent to Google.
  • Tool errors carry it: every JSON error body gets "request_id": "<id>" (added by the tool wrapper, so no tool has to remember), e.g. {"error":"SEARCH_API_500","message":"…","retryable":true,"request_id":"01M3…"}. A handler that throws becomes INTERNAL_ERROR / UPSTREAM_TIMEOUT with the id.
  • One request line per call, written at the end, keys from a fixed allow-list: {"msg":"request","request_id":"01M…","route":"search_components","outcome":"ok","ms":412,"project_id":"4vR5…"} (code is added when outcome is error). No uid, email, query text or body. Find a call in Workers Logs by request_id. This replaces the old entry-only {tool, userId} line; Analytics Engine counts are unchanged.
  • generate_image uses the request id as its run id: the AI Gateway run metadata, the Langfuse trace (metadata.request_id; the trace id is the ULID's 128 bits in hex, traceIdFor in src/telemetry/ids.ts). The request id is for tracing only and is never a billing or idempotency key: the credits hold ref_id stays a server-minted UUID per call (mcp-image:<uuid>), so a reused inbound id cannot replay a hold or merge two charges.
  • Sentry (src/lib/sentry-options.ts): environment = SCRY_ENV (staging | production), sendDefaultPii: false, no bodies, and a scrubber (src/lib/sentry-scrub.ts, copied from build-processing) on events and breadcrumbs. The tool Durable Object is instrumented too, so a tool that throws reaches Sentry tagged request_id and tool. Without SENTRY_DSN the SDK is a no-op. Stage DSN: wrangler secret put SENTRY_DSN --env staging (the shared Workers project, tagged service=scry-mcp).

Project Structure

Code
scry-mcp/
β”œβ”€β”€ src/
β”‚   β”œβ”€β”€ index.ts                # Entry point β€” OAuthProvider wrapper
β”‚   β”œβ”€β”€ firebase-handler.ts     # Auth handler β€” login UI + Firebase verification
β”‚   β”œβ”€β”€ mcp.ts                  # MCP server β€” 5 tools (search, screenshot, generate_image, whoami)
β”‚   β”œβ”€β”€ credits.ts / wallet.ts  # AI-credits hold/settle against the diff-service ledger
β”‚   β”œβ”€β”€ llm-gateway.ts          # Cloudflare AI Gateway routing for Gemini
β”‚   β”œβ”€β”€ telemetry/              # Langfuse spans -> TELEMETRY_QUEUE producer
β”‚   └── utils/
β”‚       └── firebase-verify.ts  # Firebase ID token verification (Workers-compatible)
β”œβ”€β”€ test/
β”‚   β”œβ”€β”€ firebase-verify.test.ts # Unit tests for token verification
β”‚   β”œβ”€β”€ firebase-handler.test.ts# Integration tests for auth handler
β”‚   β”œβ”€β”€ mcp.test.ts             # Tests for MCP tools
β”‚   β”œβ”€β”€ e2e.test.ts             # E2E smoke tests (requires dev server)
β”‚   └── fixtures/
β”‚       └── tokens.ts           # Test JWT fixtures
β”œβ”€β”€ vitest.config.ts
β”œβ”€β”€ wrangler.jsonc
β”œβ”€β”€ package.json
β”œβ”€β”€ tsconfig.json
β”œβ”€β”€ eslint.config.mjs
└── worker-configuration.d.ts

Prerequisites

  • Node.js v22+
  • A Cloudflare account
  • A Firebase project with Authentication enabled
  • The Scry Next.js search API running (provides /api/search and /api/image/presign)

Local Development

1. Install dependencies

Terminal
npm install

2. Create local environment file

bash
cp .dev.vars.example .dev.vars

Edit .dev.vars with your values:

Code
FIREBASE_API_KEY=your-firebase-api-key
FIREBASE_AUTH_DOMAIN=your-project.firebaseapp.com
FIREBASE_PROJECT_ID=your-project-id
SCRY_SEARCH_API_URL=http://localhost:3000
SCRY_SEARCH_API_KEY=your-search-api-key
SCRY_CALLER_ASSERTION_SECRET=same-value-as-scry-nextjs-SCRY_CALLER_ASSERTION_SECRET
COOKIE_ENCRYPTION_KEY=any-random-string-for-dev

SCRY_SEARCH_API_KEY is transport auth: it proves a request came from this worker. SCRY_CALLER_ASSERTION_SECRET signs the short-lived X-Scry-Caller JWT that tells the search API which user the worker is acting for; it is the only channel that carries the uid, and the search API verifies it with the same secret before it trusts the uid. Without the secret the search tools return SERVER_MISCONFIGURED rather than searching anonymously.

3. KV configuration

The production and staging KV namespaces already exist and are configured in wrangler.jsonc. Local development uses Wrangler's local KV emulator; no cloud namespace creation is needed.

4. Start the dev server

Terminal
npm run dev

The server runs at http://localhost:8787.

5. Test with MCP Inspector

Terminal
npx @modelcontextprotocol/inspector
# Enter: http://localhost:8787/mcp

Running Tests

bash
# Unit + integration tests
npm test

# With verbose output
npx vitest run --reporter=verbose

# Watch mode
npm run test:watch

# E2E tests (requires dev server running in another terminal)
npm run dev          # terminal 1
npm run test:e2e     # terminal 2

# Full verification (typecheck + lint + tests)
npm run verify

Deployment

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

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Frequently Asked Questions about Scry

We don't have a confirmed install command for Scry yet, so we don't publish a generated one β€” a guessed package name would point at the wrong package or none at all. Follow the project's own README or setup instructions (https://github.com/epinnock/scry-mcp) for the current steps.

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Technical Specs & Signals

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Last updatedSep 28, 2026
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27Quality signal: Emerging Β· 27/100How this signal is calculated β–Ύ
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Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

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