Spree Commerce developer docs for AI agents
Spree Commerce docs for AI coding agents: build headless B2B and marketplace ecommerce on its APIs.
Runs in the cloud
Roc MCP Server
What it does
Creator commerce intelligence for TikTok Shop brands — benchmarks, ROC calculator, and brand fit.
- Connects Runs in the cloud
- Account or key No key needed
- Category Online shops & payments
Install
Pick the AI app you use, then copy the settings.
Passed 2/4 checks · Runs on your computer
We hid some of the commands
Connect by URL: the server address did not answer when we checked
No install path has passed yet. See the maker’s instructions or pick another server in this category · Maker’s install instructions · Others in this category
First: which AI do you use?
Pick your app and the steps appear below.
Claude cannot connect Roc MCP Server yet
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ChatGPT cannot connect Roc MCP Server yet
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What you can do instead
B · Others in Online shops & payments that work with ChatGPT
Picked from the most used in the same category, only ones that connect by address with no key
- Spree Commerce developer docs for AI agents✓ ChatGPT
- Stripe MCP✓ ChatGPT
- earnrate✓ ChatGPT
Claude Code cannot connect Roc MCP Server yet
No install path has passed yet. See the maker’s instructions or pick another server in this category
Cursor cannot connect Roc MCP Server yet
No install path has passed yet. See the maker’s instructions or pick another server in this category
VS Code cannot connect Roc MCP Server yet
No install path has passed yet. See the maker’s instructions or pick another server in this category
No install path has passed yet. See the maker’s instructions or pick another server in this category
At a glance
- Downloads per weeki
- Not on npm/PyPI
- Connection
- Runs in the cloud
- Transport
- sse
- Latest versioni
- 1.0.0
- Categoryi
- Online shops & payments
- Published to registryi
- Apr 17, 2026
- Code last changedi
- Apr 18, 2026
- Maker
- sugar-co-dev
- Website
- returnoncreators.com
- Registry status
- Active
Which apps can use it
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Connect over the internet in
GooseLM StudioMsty StudioCherry StudioVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
Related guides
What it can do
The server did not answer when we last checked, so we could not read its tools.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 14, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account sugar-co-dev, which owns the repo
- ! Caution
Still maintained
Code last changed 7 months ago, more than 6 months ago
- ✓ Pass
Has a licence
Uses MIT
- ✕ Fail
Endpoint responds
Did not respond within 6 seconds when we checked
- – Not applicable
Sign-in with OAuth
Did not respond within 6 seconds when we checked
- … Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint
Discussion
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Posts here are written by users, not the PopNx team.
User reviews
No reviews yet
Compared with others in Online shops & paymentsi
- More stars than 0% of the other 2787 servers in this category
- Published to the registry more recently than 4% of the other 2787 servers in this category
- Basic checks equal to or better than 15% of the other 2787 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is Roc MCP Server safe?
It passed 2 of 4 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
Is it still maintained?
The GitHub repo last changed 7 months ago, and the latest version (1.0.0) reached the registry 7 months ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT on the web (full MCP on Business and above; Pro read-only).
What can I use instead?
In the same category: Spree Commerce developer docs for AI agents, Stripe MCP, Sessy — Amazon SES observability
Others in the same category
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Stripe MCP
Stripe’s official server lets AI view and manage customers, products, payments and invoices. Connect to Stripe’s cloud and sign in with OAuth.
Runs in the cloud✓ service owner · stripe.com
Sessy — Amazon SES observability
Read-only Amazon SES observability: search events, inspect bounces, pull delivery stats.
Runs in the cloud
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
RoC MCP Server
Creator commerce intelligence for TikTok Shop brands — powered by Return on Creators.
Built on the Model Context Protocol, this server gives AI assistants real benchmark data from 100+ TikTok Shop brands and $20M+ GMV processed.
Tools
| Tool | Description |
|---|---|
roc_get_category_benchmarks | Median + top-quartile GMV, AOV, creator activation rates, and top content formats by category |
roc_calculate_projected_roc | Calculate projected Return on Creators multiple with vertical-specific coefficients |
roc_get_creator_profile | Ideal creator tier, engagement benchmarks, match scoring rubric, and recruitment targets |
roc_get_content_formats | Highest-converting TikTok content formats ranked by GMV contribution |
roc_get_commission_guidance | Market-rate commission guidance with tiered structure and sample strategy |
roc_analyze_brand_fit | Full brand fit analysis — fit score, blockers, expected GMV range |
roc_get_tiktok_shop_readiness | Readiness score with prioritized action plan for TikTok Shop launch |
roc_get_amplifier_fit | Creator program gap analysis — constraints, projections, weekly priority actions |
Categories Supported
beauty · cpg · fashion · wellness · home · supplements
Running the Server
HTTP (default)
npm installnpm start
Server runs at http://localhost:3000/mcp
stdio
TRANSPORT=stdio npm startCustom port
PORT=8080 npm startConnecting to Claude Desktop
Add to your claude_desktop_config.json:
{"mcpServers": { "roc": { "command": "node", "args": ["/absolute/path/to/roc-mcp-server/src/index.js"], "env": { "TRANSPORT": "stdio" } } } }
Connecting via HTTP
Use any MCP client that supports Streamable HTTP transport:
http://localhost:3000/mcpResponse Envelope
Every tool response includes:
{"result": { ... }, "confidence": "high", "dataSource": "RoC platform data — 100+ brands, $20M+ GMV processed", "dataAsOf": "2026-Q1", "disclaimer": "Estimates based on RoC platform benchmarks. Actual results vary by brand, execution quality, and market conditions." }
Data Sources
Benchmarks sourced from:
- RoC platform data (100+ brands, $20M+ GMV)
- syncly.app TikTok Affiliate Playbook 2026
- 360om.agency commission benchmark analysis
- accio.com TikTok Shop US Top Categories 2025
- redstagfulfillment.com AOV data 2025
- marketingltb.com TikTok Shop Stats 2025
Data as of: 2026-Q1
License
MIT
mcp-name: io.github.sugar-co-dev/roc-mcp-server