MCP.Market

RyRank MCP server

by trigeochiral·io.github.trigeochiral/ryrank·v1.0.0

Cohere-compatible pay-per-call reranker, no signup, x402/USDC

B75/100grade B
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Safety scan
B75/100

full report

Adoption
New

0 stars18 downloads/wk

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If you have run it, two minutes of your experience saves the next person an afternoon.

RyRank tools

No tool declarations could be read from the package source. They show once the server is installed.

Public scan report

scanner v0.1.10 · 2026-10-16 · same rubric, same numbers if you re-run it

no findings
  • Code scan2 source files scanned25/25
  • –Live reliabilityno gateway calls yet and no remote to proben/a
  • –Tool poisoningtools not inspected (local package is not executed); not countedn/a
  • Auth qualitystatic API keys via environment variables6/15
  • Maintenancelast push 42 days ago12/15
  • Maintainer identityregistry namespace matches repository owner6/10
Overall 75/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How RyRank compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
75/100
higher than 45% of 48,243 servers
Downloads a week
18
more than 5% of 12,306 servers with a package

Install RyRank in Claude Code, Cursor or VS Code

claude mcp add ryrank -- uvx ryrank-mcp
Add to Cursor

What the publisher says

From the RyRank repository's README, as published. We do not edit it. Read it on GitHub

RyRank — MCP server

<!-- mcp-name: io.github.trigeochiral/ryrank -->

A Cohere-compatible reranker, pay-per-call in USDC on Base (x402), free tier, no signup.

Hosted API: https://trigeochiral.com — set it as RYRANK_API.

Tool

Why

A hybrid reranker, not a cross-encoder: strong when the candidates already share vocabulary with the query, which is the common case for RAG retrieval output and document/tool shortlists. Built for high-volume, latency- and cost-sensitive reranking — narrowing a retrieval candidate set, deduping, triage — rather than close semantic disambiguation between near-identical phrasings. Pay-per-call and about half the price is the trade for that.

Verified against the real cohere.Client, cohere.ClientV2 and voyageai.Client SDKs: point base_url at this API and existing rerank code runs unmodified.

Install

pip install ryrank-mcp
claude mcp add ryrank --env RYRANK_API=https://trigeochiral.com -- ryrank-mcp

or with uvx (no install):

claude mcp add ryrank --env RYRANK_API=https://trigeochiral.com -- uvx ryrank-mcp

Optional: RYRANK_XPAYMENT = a base64 x402 X-PAYMENT payload, to make paid calls past the free tier. Without it you get 25 free calls/day per IP.

Direct HTTP (no MCP)

curl -sX POST https://trigeochiral.com/v1/rerank -H 'content-type: application/json' \
  -d '{"query":"how do I reset my password","documents":["Go to Settings > Security and click Reset Password.","Our refund policy allows returns within 30 days."],"top_n":2}'

Also speaks the exact Cohere v2 (POST /v2/rerank) and Voyage (POST /voyage/v1/rerank) request and response shapes, so their official SDKs work unmodified with just a base_url override — see https://trigeochiral.com for details.

License

MIT

Nothing above is checked by us. What we check is on the safety report.

RyRank: common questions

Is RyRank MCP server safe?
Mostly: it is graded B (75/100). Read the RyRank safety report
How do I install RyRank?
It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
Does RyRank need an API key?
Yes. The registry entry asks for RYRANK_XPAYMENT.
Is RyRank maintained?
The last commit was 62 days ago (2026-09-04). The latest release is v1.0.0.
How does RyRank compare with other MCP servers?
safety score 75/100 (higher than 45% of 48,243 servers); downloads a week 18 (more than 5% of 12,306 servers with a package). Full comparison.

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