Brier
Rank #149,366glama/cinderline/brier
Brier is an MCP server that enables AI shopping agents to search products, compare them against a user's brief, and provide ranked recommendations with reasons, while keeping sponsored offers labeled and requiring approval before checkout.
What you can do with Brier
Brier is a Model Context Protocol (MCP) server published by jdshfhds. It ranks #149,366 of 168,415 active servers on MCP Toplist. Brier is listed on Glama; no version information is available from the registries that list it or from its repository. It was first listed on Aug 17, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What Brier can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Brier
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Nov 4, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect Brier and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
No task-specific alternatives are catalogued for Brieryet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Aug 17, 2026
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Nov 4, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Nov 4, 2026
Do you maintain Brier? to correct or enrich this profile.
Version information unavailable
The registries that list this server do not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 19,049 of 168,415 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fcinderline%2Fbrier)<a href="https://mcptoplist.com/server/glama%2Fcinderline%2Fbrier"><img src="https://mcptoplist.com/badge/glama%2Fcinderline%2Fbrier.svg" alt="MCP Toplist: #149,366 of 168,415" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Brier?
- Brier is maintained by jdshfhds, which publishes 2 MCP servers (3 total versions) tracked on MCP Toplist.
- Is Brier listed on the Official MCP Registry?
- Brier is not on the Official MCP Registry. It is listed on Glama.
- How many versions does Brier have?
- Version information is unavailable for Brier: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for Brier?
- The source code for Brier is hosted at github.com/jdshfhds/brier.
Do you run this server?
Community projects list the MCP servers behind real agents and apps. Publish yours and this page will link to it.