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by AojdevStudio • Identity & Access
A curated collection of reference Model Context Protocol (MCP) servers that give LLMs secure, controlled access to tools and data sources.
Secure, standardized access to a variety of tools and data sources (databases, file systems, cloud APIs) via MCP servers.
Perform retrieval and summarization workflows (RAG) by integrating vector stores, web fetchers, and search APIs.
Run or prototype integrations (e.g., Git, GitHub, Slack, Google Drive, PostgreSQL) with example server implementations and SDKs.
This repository provides reference implementations and examples of MCP servers (TypeScript and Python) for many integrations — from filesystems, databases, and search to web fetching and cloud services. It showcases official and community-built servers, frameworks, and resources to help developers deploy and use MCP servers with LLM clients. The examples and integrations are intended to demonstrate best practices, extensibility, and how to safely expose tools/data to agents. Managed by Anthropic, the project encourages community contributions and provides links to documentation, registries, and ancillary tooling.
Create multiple new entities in the knowledge graph
Create multiple new relations between entities in the knowledge graph. Relations should be in active voice
Add new observations to existing entities in the knowledge graph
Delete multiple entities and their associated relations from the knowledge graph
Delete specific observations from entities in the knowledge graph
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