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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 118

SAP Fiori MCP Server

OFFICIAL SERVER

Generate and modify SAP Fiori elements apps for CAP and OData projects from a coding assistant

LocalCan change things
162GitHub stars
118k/wknpm downloads
79popularity score
POPULARITY RANK 119

AgentDB

OFFICIAL SERVER

Gives an agent self-learning vector memory: store and search patterns, episodes, skills and causal links.

LocalCan change things
97GitHub stars
169k/wknpm downloads
79popularity score
POPULARITY RANK 120

SocratiCode

Local semantic code search, dependency graphs and impact analysis over your own repositories

LocalCan change things
3.4kGitHub stars
3.6k/wknpm downloads
79popularity score
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 122

SSH MCP Server

Runs commands and moves files on remote Linux and Windows hosts over SSH, behind roles, approvals and audit

LocalCan change things
862GitHub stars
15k/wknpm downloads
78popularity score
POPULARITY RANK 123

comfyui-mcp

Control a ComfyUI install: build and run workflows, fetch models, manage nodes and VRAM

LocalCan change things
897GitHub stars
12k/wknpm downloads
78popularity score
POPULARITY RANK 124

MarkItDown-MCP

OFFICIAL SERVER

Microsoft's MCP wrapper for MarkItDown: turn files, web pages and data URIs into Markdown

LocalReads only
194kGitHub stars
90k/moPyPI downloads
78popularity score
POPULARITY RANK 125

PaperBanana

Turns paper text and data into academic methodology diagrams and statistical plots via image models

LocalCan change things
2.5kGitHub stars
10k/moPyPI 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
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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