Skip to main content
Glama
Niraven

MCP Launch Lens

by Niraven

MCP Launch Lens

Inspect a live MCP server. Separate endpoint facts from supplied proof. Turn launch gaps into a scorecard and ship plan.

MCP Launch Lens is a widget-backed MCP App deployed on Manufact Cloud. It connects to a public Streamable HTTP MCP endpoint, reads the server identity and paginated tools/list surface, normalizes the available metadata, and scores six practical launch dimensions: trust, agent tool UX, documentation, observability, marketplace readiness, and partner narrative.

TypeScript MCP Manufact Cloud License: MIT

MCP Launch Lens evidence-aware scorecard

Try the live app

Related MCP server: checkyourself

The problem

A server can complete an MCP handshake and still be hard to launch.

A real launch also needs:

  • tool names and schemas that models can select correctly;

  • honest side-effect and open-world annotations;

  • a clear authentication and data-boundary story;

  • examples that a developer can reproduce;

  • deployment and observability proof;

  • a visual client experience when the workflow benefits from one; and

  • a partner narrative tied to a concrete user outcome.

MCP Launch Lens makes those launch requirements visible in one artifact. It is deliberately broader than a security scanner and narrower than a penetration test.

How it works

flowchart LR
    A[Public HTTPS MCP endpoint] --> B[URL and DNS guard]
    B --> C[MCP initialize + paginated tools/list]
    C --> D[Normalize names, schemas and annotations]
    E[Supplied evidence links] --> F[Evidence set]
    D --> G[Six-area readiness heuristic]
    F --> G
    G --> H[Structured MCP output]
    G --> I[Interactive scorecard widget]
    G --> J[Ship plan + partner brief]
  1. Inspect — initialize a Streamable HTTP MCP session and read up to ten pages of tools/list.

  2. Normalize — map tool descriptions, JSON Schemas, and MCP annotations into a conservative internal model.

  3. Separate — keep inspected endpoint metadata distinct from user-supplied README, screenshot, dashboard, auth, and partner links.

  4. Score — apply a deterministic heuristic across six launch-readiness areas.

  5. Act — return structured findings, priority actions, launch-path guidance, and an interactive MCP Apps widget.

No inspected tool is executed.

MCP tools

Tool

What it does

Output

assess-mcp-launch

Inspects a public HTTPS MCP endpoint or accepts an explicit manual manifest; missing evidence fails closed

Structured report + interactive widget

generate-partner-brief

Turns a partner, integration goal, and target client into a short DevRel launch motion

Structured brief + proof checklist

compare-launch-paths

Compares Manufact Cloud, ChatGPT Apps, Claude Connectors, and generic MCP clients against the stated goal

Recommendation + fit/proof/risk matrix

All three tools use described Zod inputs, structured output schemas, and MCP annotations. The assessment tool is read-only but marked openWorldHint: true because it connects to the supplied public endpoint.

Evidence model

Launch Lens distinguishes three states:

State

Meaning

complete

Every evidence category required for this assessment was supplied, including a live tool manifest

partial

Some endpoint metadata or evidence exists, but at least one category is missing

insufficient

No meaningful tool surface or evidence was supplied

The six evidence categories are:

  1. live MCP tool manifest;

  2. README or developer documentation;

  3. widget or product screenshots;

  4. cloud observability;

  5. authentication and data-boundary documentation; and

  6. partner brief, launch plan, or outcome evidence.

Important: “complete” means the evidence set is complete, not that Launch Lens independently validated every linked artifact. The live MCP metadata is inspected directly; external proof links are recorded as supplied evidence. Unknowns remain unknown.

Readiness heuristic

Area

Signals used

Trust & safety

Read/write/destructive posture, open-world hints, explicit auth gaps, timeout declarations

Agent tool UX

Capability-specific names, useful descriptions, meaningful object schemas

Developer docs

Linked README and explicit example evidence when available

Cloud observability

Linked deployment, logs, analytics, dashboard, or eval artifact

Marketplace readiness

Visual proof, target-client fit, install/demo story, auth boundaries for write tools

Partner narrative

Multiple client paths plus linked partner or outcome evidence

The score is a deterministic launch heuristic, not a certification, vulnerability scan, or guarantee of client compatibility. Its job is to expose missing proof and force weak claims to stay visible.

Run a live self-assessment

npx -y mcp-use@latest client connect launch-lens \
  https://keen-steel-bs1nz.run.mcp-use.com/mcp

npx -y mcp-use@latest client launch-lens tools call assess-mcp-launch '{
  "mcpUrl": "https://keen-steel-bs1nz.run.mcp-use.com/mcp",
  "description": "Evidence-aware launch readiness for MCP Apps.",
  "targetClients": ["ChatGPT Apps", "Claude Connectors"],
  "readmeUrl": "https://github.com/Niraven/mcp-launch-lens#readme",
  "screenshotUrls": [
    "https://raw.githubusercontent.com/Niraven/mcp-launch-lens/main/launch-lens-v1.1-evidence.png"
  ],
  "observabilityUrl": "https://manufact.com/cloud/org-bb5b108a-sifrx/servers/38b23d2a-f688-47b7-8425-59e143dcd6e1",
  "authDocsUrl": "https://github.com/Niraven/mcp-launch-lens#endpoint-safety-and-data-boundaries",
  "partnerEvidenceUrl": "https://github.com/Niraven/mcp-launch-lens/blob/main/APPLICATION_PROOF.md#positioning"
}' --screenshot --screenshot-output ./launch-lens.png

The call returns a typed report and renders the scorecard. A complete evidence set can still remain nearly-ready: missing auth, timeout, or network-scope declarations block launch-ready even when every proof category has a link. Re-run the command rather than treating any score as permanent—the endpoint and evidence can change.

Companion calls

npx -y mcp-use@latest client launch-lens tools call generate-partner-brief \
  company='Manufact' \
  integrationGoal='Turn an MCP launch into visible deployment and observability proof' \
  targetClient='ChatGPT Apps'

npx -y mcp-use@latest client launch-lens tools call compare-launch-paths \
  product='MCP Launch Lens' \
  primaryGoal='visual product demo'

Endpoint safety and data boundaries

Remote MCP inspection is a server-side request boundary, so the implementation is intentionally restrictive:

  • public HTTPS endpoints only;

  • Streamable HTTP transport only;

  • credentials in URLs and all query parameters are rejected;

  • localhost, .local, private, loopback, link-local, reserved, documentation, and mixed public/private DNS answers are rejected;

  • DNS is checked before the initial request and every transport fetch;

  • redirects are not followed;

  • each connection/request has a bounded timeout;

  • tool listing is capped at ten pages;

  • inspected tools are never called; and

  • the client closes in a finally block.

The application code has no database or persistence layer. Manufact Cloud may retain platform-level deployment and request logs according to the host environment. Launch Lens currently does not accept authorization headers, so it is for public MCP endpoints—not private or authenticated servers.

Relevant implementation: src/inspectEndpoint.ts.

Widget experience

The assessment renders a responsive MCP Apps widget with:

  • a launch score and verdict;

  • explicit evidence completeness;

  • six selectable readiness areas;

  • filters for Fix, Watch, and Pass findings;

  • a prioritized ship plan;

  • a generated partner brief;

  • a follow-up action for a 60-second walkthrough; and

  • direct links to the inspected endpoint and supplied cloud proof.

The widget uses typed props, structured output, persisted UI state, theme awareness, reduced-motion support, accessible pressed states, and <McpUseProvider autoSize>.

Local development

Requirements

  • Node.js 20+

  • npm

git clone https://github.com/Niraven/mcp-launch-lens.git
cd mcp-launch-lens
npm install
npm test
npm run build
npm run dev

Use the port printed by mcp-use dev; if 3000 is occupied, the inspector may start elsewhere.

npx -y mcp-use@latest client connect launch-lens-local \
  http://localhost:<printed-port>/mcp
npx -y mcp-use@latest client launch-lens-local tools list

Verification suite

npm test covers:

  • empty input failing closed;

  • complete and partial evidence states;

  • destructive and unauthenticated tool penalties;

  • partner-evidence requirements;

  • MCP annotation/schema mapping;

  • private/reserved IP rejection;

  • credential-bearing query rejection; and

  • launch-path and partner-brief behavior.

npm run build compiles the server and widget, generates registry types, and runs the TypeScript type check.

Project structure

index.ts                                      MCP server and tool contracts
src/inspectEndpoint.ts                        guarded live MCP inspection
src/launchLens.ts                             deterministic scoring and briefs
resources/product-search-result/widget.tsx    interactive MCP Apps widget
resources/product-search-result/types.ts      widget/report schemas
resources/styles.css                           theme and responsive UI
scripts/test-launch-lens.ts                    deterministic regression checks
APPLICATION_PROOF.md                           deployment verification evidence

Deploy to Manufact Cloud

Verify authentication first:

npx -y mcp-use@latest whoami

Then deploy from the pushed GitHub revision:

npx -y mcp-use@latest deploy -y --org org-bb5b108a-sifrx

For a platform-managed source upload instead:

npx -y mcp-use@latest deploy --no-github -y --org org-bb5b108a-sifrx

Launch Lens connects three layers of MCP work:

  • protocol and guardrails: @niraven/mcp-gateway;

  • agent memory and workflow learning: myelin; and

  • launch, adoption, and partner proof: this repository.

That progression is intentional: reliable infrastructure matters, but DevRel turns infrastructure into something developers can understand, trust, adopt, and advocate for.

License

MIT

A
license - permissive license
-
quality - not tested
B
maintenance

Maintenance

Maintainers
Response time
Release cycle
Releases (12mo)
Commit activity

Resources

Unclaimed servers have limited discoverability.

Looking for Admin?

If you are the server author, to access and configure the admin panel.

Related MCP Servers

View all related MCP servers

Related MCP Connectors

  • MCP server providing access to the Scorecard API to evaluate and optimize LLM systems.

  • Grade MCP servers A to F with the open behavioral litmus. npm: full toolset; hosted: lookups only.

  • MCP Spec Compliance MCP — audits any MCP server.json against the official Model Context Protocol

View all MCP Connectors

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/Niraven/mcp-launch-lens'

If you have feedback or need assistance with the MCP directory API, please join our Discord server