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Describe the job. Find the server that can do it.
Explore real capabilities, then see what each connection can reach.

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DESCRIBE THE JOB702 SERVERS / PUBLISHED CAPABILITIES
THE DIRECTORY

Popular for a reason.

702 servers · ranked by real popularity signals

Stars, downloads & growth
POPULARITY RANK 55

gcloud MCP Server

OFFICIAL SERVER

Runs Google Cloud CLI (gcloud) commands on your behalf through a single MCP tool

LocalCan change things
947GitHub stars
63k/wknpm downloads
89popularity score
POPULARITY RANK 56

Ruflo

Agent swarms with shared vector memory and task routing for Claude Code and other MCP clients

LocalCan change things
81kGitHub stars
87k/wknpm downloads
89popularity score
POPULARITY RANK 57

Databuddy MCP server

OFFICIAL SERVER

Query Databuddy web and product analytics and manage goals, funnels, flags and short links from a chat client

RemoteCan change things
1.2kGitHub stars
29k/wknpm downloads
89popularity score
POPULARITY RANK 58

Kubernetes MCP Server

Manage Kubernetes and OpenShift clusters from an assistant through the cluster's API

LocalCan change things
2.2kGitHub stars
69k/wknpm downloads
88popularity score
POPULARITY RANK 59

Excel MCP Server

Create, read and edit Excel workbooks, charts, PivotTables and formulas without Microsoft Excel

LocalCan change things
4.3kGitHub stars
136k/moPyPI downloads
88popularity score
POPULARITY RANK 60

Foldkit DevTools MCP

OFFICIAL SERVER

Inspect, replay and drive a running Foldkit app's Model and Message history from an AI agent

LocalCan change things
1.2kGitHub stars
23k/wknpm downloads
88popularity score
POPULARITY RANK 61

MCP Server Chart

OFFICIAL SERVER

Turns data into chart images, diagrams and maps through AntV's rendering service

LocalReads only
4.4kGitHub stars
3.6k/wknpm downloads
87popularity score
POPULARITY RANK 62

Engram

Gives coding agents a persistent, searchable project memory stored locally in SQLite

LocalCan change things
7.8kGitHub stars
5.7k/wknpm downloads
87popularity score
POPULARITY RANK 63

HOL Guard

OFFICIAL SERVER

Query local HOL Guard security receipts and inventory, and stage policy changes for human approval

LocalCan change things
1.1kGitHub stars
77k/moPyPI downloads
87popularity score
KNOW BEFORE YOU CONNECT

Capabilities.
With context.

A useful server page goes beyond a name and a score. Understand the tools, choose your client, and see what the connection can access.

Explore the server field guide
01 What it does02 How to install03 What it can reach
FOR THE BUILDERS

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CAPABILITIES, WITH EVIDENCE

Start with the task.
Follow the evidence.

Search covers 702 current records and 16,595 published tools. It reads your words and their meaning, and compares both with every server's name, description and individual tools. A misspelt name is read as the nearest one we list, and a package or repository name finds its server directly.

Each result shows the published passage that matched, with your words marked. “Close in meaning” marks a passage that says the same thing in other words. A match is a reason to look at a server, not a guarantee that it will complete your task.

Words such as “official”, “hosted”, “runs locally”, “in Python” or “read only” in your task are applied as filters and said back above the results. “Reads only” uses the record’s explicit access summary. It is not a security certification. Review the full server page and its dated sources before connecting.

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