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AI Tools, MCP Servers & Agent Skills

Open-source embedding database for AI applications. Create collections, add documents with embeddings, and run semantic similarity searches. Purpose-built for RAG pipelines and LLM memory with automatic embedding management.

Query PostgreSQL databases, inspect schemas, run EXPLAIN plans, and manage tables directly through natural language conversations with your AI assistant. Supports connection pooling and read-only mode for safe production access.

Open-source vector database for AI-native applications. Create classes with vectorizers, import data with automatic embedding, and run hybrid search combining vector and keyword retrieval with built-in RAG capabilities.

Sandboxed file system access for reading, writing, and organizing files on your local machine. Includes path validation and directory traversal protection to keep your data safe while giving AI controlled file access.

Manage WordPress media library and uploads — upload images, manage attachment metadata, organize media directories, and generate thumbnails through AI-assisted content management for WordPress sites.

Data Version Control for ML projects — track datasets and models, manage experiment pipelines, push and pull data from remote storage, and compare experiment results across versions. Essential MLOps tool for data scientists.

Full GitHub API access through AI — create and review pull requests, manage issues, browse repositories, search code, and trigger workflows. The most essential server for AI-assisted development on GitHub.

Real-time web search and local news results powered by the Brave Search API. Returns clean, structured results that AI can parse and summarize. No API key required for basic usage in AI assistant workflows.

Russian web search engine — search web content, images, and news with Yandex. Essential for reaching Russian-speaking markets and analyzing Eurasian web content with localized search results and region-specific relevance.

Headless browser automation for web scraping, screenshots, PDF generation, and JavaScript rendering. Navigate pages, click elements, extract data, and capture visual snapshots — all through AI instructions for dynamic and interactive web interactions.

Decentralized open communication protocol — send messages, manage rooms, and bridge with other platforms. Self-host your own secure, federated chat network with end-to-end encryption for enterprise-grade private communication.

Manage AWS infrastructure — EC2 instances, S3 buckets, Lambda functions, CloudWatch logs, and IAM roles. Official Amazon build that gives AI assistants controlled access to your AWS environment for cloud resource management.

Guides AI through structured, step-by-step reasoning for complex problem-solving. Breaks down problems into sequential thoughts, revises earlier steps when needed, and branches exploration paths — like a whiteboard for AI thinking and debugging.

Access OpenAI models directly through MCP — generate completions, manage assistants, and interact with the full OpenAI API. Enables AI-to-AI communication where one model orchestrates calls to another for complex multi-step tasks.

Manage Google Calendar events, schedules, and reminders through AI. Create events, check availability, manage multiple calendars, and set up reminders for efficient time management across your Google Workspace calendars.

Incident response and on-call management with PagerDuty — trigger incidents, manage escalation policies, view on-call schedules, and acknowledge alerts. Essential for DevOps and SRE teams managing critical system incidents.

Manage Stripe payments, customers, subscriptions, and invoices through natural language. Check transaction history, handle refunds, manage products, and monitor revenue — all from your AI assistant for comprehensive payment processing operations.

Search high-resolution stock photography from Unsplash — find images by keyword, collections, and categories. Free-to-use photo library with millions of professional photographs contributed by global photographers for design, web, and marketing projects.

Connect to 7,000-plus apps through Zapier natural language actions. AI can trigger Zaps, check status, and manage multi-step automations across your entire SaaS stack without manual setup for powerful cross-application workflow automation.

Access DeepSeek LLM models for code generation, reasoning, and chat completions. Leverages DeepSeek-V3 and DeepSeek-R1 architecture for advanced coding tasks and complex problem-solving through AI-to-AI interaction.