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Other integrations · MCP server

Percolate: MCP server, setup and security

Percolate is an open-source MCP server published on GitHub that lets an AI agent search specialty coffees, compare flavor profiles and retrieve brewing recipes. Its repository has 0 stars and its last commit is from October 5, 2026 and it is licensed under MIT.

Score
60/100
Adoption (stars) 0/40
Maintenance 30/30
Framework (licence, registry, official) 30/30
OfficialActively maintainedRemote server

What Percolate does

According to its repository: “Read-only Percolate specialty coffee database: search coffees with tasting profiles, get per-coffee brew recipes, compare coffees and get brew suggestions.”

The Model Context Protocol (MCP) is a standard plug between an AI agent and an outside service: once the server is connected, its tools show up in the agent, which decides when to call them. Percolate is listed under Other integrations, a category of 194 servers in the directory, where it ranks #192 by stars.

Topics declared by the repository: agent-tools, ai-agents, brewing, coffee, specialty-coffee, gemini-cli-extension.

Installing and connecting Percolate

Distribution modes declared in the official MCP registry:

  • npm package (Node.js, usually started with npx)
  • remote server (streamable-http): you connect to it by URL, with nothing to install locally

It works with any MCP-compatible client (Claude Desktop, Claude Code, Cursor, VS Code, Codex and most recent agents). You add one entry to the client's MCP configuration: server name, start command or URL, environment variables. Project language: TypeScript. Listed systems: macOS, Windows, Linux.

Security: what to check

Connecting an MCP server means installing software that talks straight to your agent: it runs with your rights and the model trusts its tool descriptions. The risk therefore depends on what it can touch and how far its code can be trusted.

None of the risk signals we track (system access, secrets, missing licence, abandonment) applies to Percolate. That does not replace reading the code.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on August 13, 2026, the bguillow-rgb/percolate-mcp repository has 0 stars and 0 forks, with 0 open issues. It has more stars than 4% of the servers in the directory. It received changes this month. Version published in the registry: 1.0.2 (September 16, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

Server everythingServer everything : 91.5K91.5KCompiler ExplorerCompiler Explorer : 19.1K19.1KMobilerunMobilerun : 9.8K9.8KLicensed House PaintersLicensed House Painters : 7.4K7.4KYouTubeYouTube : 5.8K5.8KDraw.ioDraw.io : 5.7K5.7KFluxDownFluxDown : 5K5KMCP obsidianMCP obsidian : 4.5K4.5KPercolatePercolate : 00
GitHub stars of the most followed servers in the category (log scale); Percolate in orange. Checked October 25, 2026.

Verdict

Percolate is a reasonable choice; check the points below before connecting it.

Strengths

  • Maintained by the service's own vendor
  • Active project: recent commit
  • Listed in the official MCP registry
  • Usable remotely, without installation
  • Permissive licence (MIT)

Limitations

  • Few visible users

Frequently asked questions

How do I install Percolate?

Percolate is distributed as npm package (Node.js, usually started with npx) and a remote server. Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of bguillow-rgb/percolate-mcp.

Is Percolate free?

The code is published under the MIT licence and can be used free of charge.

Is Percolate safe?

No risk signal found (system access, secrets, licence, abandonment). As with any MCP server, keep rights minimal and read the code before sensitive use.

Is it an official server?

Yes: the awesome-mcp-servers list marks it as the service vendor's official implementation.

What are the alternatives to Percolate?

In the same category: Azure MCP Server, Draw.io, Compiler Explorer, and Mobilerun. Azure MCP Server and Draw.io score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score