Model Context Protocol Servers

MCPOfficialOpen SourceMIT22.3

by GGEDeveloper • DevOps & CI/CD

A curated collection of reference and community MCP server implementations that let LLMs securely and controllably access tools and data sources via the Model Context Protocol.

Example Use Cases

1
Access and query external data sources (databases, vector stores, cloud storage) via standardized MCP tools.
2
Perform secure tooling actions such as filesystem operations, Git/GitHub workflows, or cloud resource management using reference server implementations.
3
Integrate third-party APIs and automation (web scraping, browser automation, search, or SaaS integrations) through community and official MCP servers.

Description

This repository gathers reference implementations, examples, and links to third-party Model Context Protocol (MCP) servers implemented with the TypeScript and Python MCP SDKs. It catalogs official integrations, community-built servers across many domains (databases, cloud providers, search, file systems, developer tools, etc.), and links to frameworks and resources to build or run MCP servers. The README includes usage examples (npx, uvx/pip) and client configuration snippets (e.g., Claude Desktop) to help developers run and integrate servers quickly. The collection accelerates building, discovering, and safely exposing tool access to LLM agents.

Capabilities(9 total)

Tools (9)

create_entities

Create multiple new entities in the knowledge graph

entities:array*

create_relations

Create multiple new relations between entities in the knowledge graph. Relations should be in active voice

relations:array*

add_observations

Add new observations to existing entities in the knowledge graph

observations:array*

delete_entities

Delete multiple entities and their associated relations from the knowledge graph

entityNames:array*

delete_observations

Delete specific observations from entities in the knowledge graph

deletions:array*

Quick Actions

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Security

Scanned 2 month(s) ago

Risk Level

MINIMAL

Read-only data retrieval, no side effects

Trust Score

C56/100

6/17 checks passed

Scores are informational only and provided “as is” without warranty. AgentHotspot assumes no liability for actions taken based on these ratings.

Quick Stats

Service TypeMCP

Pricing ModelFree

Capabilities9 Tools / 0 Prompts / 0 Resources

OwnerGGEDeveloper

CategoryDevOps & CI/CD

DependenciesStandalone

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