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Explore real capabilities, then see what each connection can reach.

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DESCRIBE THE JOB702 SERVERS / PUBLISHED CAPABILITIES
THE DIRECTORY

Your next connection.

286 servers match your filters

Stars, downloads & growth
POPULARITY RANK 121

agentmemory

Gives coding agents a persistent memory they can save to, search and share across sessions

LocalCan change things
30kGitHub stars
19k/wknpm downloads
78popularity score
POPULARITY RANK 127

deco Studio

OFFICIAL SERVER

Self-hostable MCP gateway that puts agents, tool connections and model routing behind one endpoint

RemoteLocalCan change things
416GitHub stars
15k/wknpm downloads
78popularity score
POPULARITY RANK 128

codebase-memory-mcp

Builds a local graph of a codebase so an agent can query calls, routes, change impact and code.

LocalCan change things
48kGitHub stars
16k/wknpm downloads
77popularity score
POPULARITY RANK 130

Jupyter MCP Server

Read, edit and run Jupyter notebooks and their kernels from an MCP client

RemoteLocalCan change things
1.3kGitHub stars
56k/moPyPI downloads
77popularity score
POPULARITY RANK 132

bunqueue

OFFICIAL SERVER

Run and manage bunqueue job queues, cron schedules and dead letter queues from an AI client

LocalCan change things
591GitHub stars
7.4k/wknpm downloads
77popularity score
POPULARITY RANK 131

UI5 MCP Server

OFFICIAL SERVER

SAP's MCP server for building, checking and documenting SAPUI5 and OpenUI5 apps

LocalCan change things
108GitHub stars
106k/wknpm downloads
77popularity score
POPULARITY RANK 133

Musea MCP Server

Exposes a Vue project's Musea component registry, variants and design tokens over MCP

LocalReads only
925GitHub stars
22k/wknpm downloads
77popularity score
POPULARITY RANK 135

JS Reverse MCP

Debug and reverse-engineer a web page's JavaScript in a visible Chrome, with breakpoints and network capture

LocalCan change things
3.1kGitHub stars
1.2k/wknpm downloads
77popularity score
POPULARITY RANK 136

Snyk Studio MCP

OFFICIAL SERVER

Snyk security scans of local code, dependencies, IaC, containers and SBOMs from a coding assistant

LocalCan change things
58GitHub stars
781k/wknpm downloads
76popularity 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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