Developer Tools & DevOps
12,560 serversConnect AI agents directly to git repositories, Docker containers, CI/CD pipelines, code analyzers, and local developer environments.
Core Agent Capabilities
- Automated pull request creation and code reviews
- Docker container and image lifecycle control
- Local build testing and shell command execution
Provides AI agents with comprehensive LLM benchmark data, pricing comparisons, and model recommendations for various tasks.
Centralize and secure access to multiple MCP servers through a single, authenticated HTTPS endpoint.
Enables interaction with Monday.com boards and items from MCP clients.
AI, Agents & Memory
16,204 serversEquip LLMs with persistent graph memory, multi-agent coordination protocols, custom skill executors, and reasoning loops.
Core Agent Capabilities
- Cross-session persistent knowledge and context storage
- Autonomous multi-agent task dispatching
- Custom prompt chaining and reasoning workflows
Provides AI agents with comprehensive LLM benchmark data, pricing comparisons, and model recommendations for various tasks.
Centralize and secure access to multiple MCP servers through a single, authenticated HTTPS endpoint.
Enables interaction with Monday.com boards and items from MCP clients.
Databases & Storage
10,788 serversAllow Claude and Cursor to inspect table schemas, execute safe analytical queries, generate migrations, and retrieve relational data.
Core Agent Capabilities
- Safe schema introspection and table structure mapping
- Parameterized read and analytical query execution
- Automated migration validation and indexing
Provides AI agents with comprehensive LLM benchmark data, pricing comparisons, and model recommendations for various tasks.
Centralize and secure access to multiple MCP servers through a single, authenticated HTTPS endpoint.
Enables interaction with Monday.com boards and items from MCP clients.
APIs & Web Services
13,005 serversBridge AI agents to third-party cloud services including Slack, Stripe, Notion, Twilio, Linear, and REST/GraphQL microservices.
Core Agent Capabilities
- Direct invocation of authenticated REST and GraphQL endpoints
- Webhook listening and event-driven agent actions
- Third-party SaaS integration with zero-trust token handling
Provides AI agents with comprehensive LLM benchmark data, pricing comparisons, and model recommendations for various tasks.
Centralize and secure access to multiple MCP servers through a single, authenticated HTTPS endpoint.
Enables interaction with Monday.com boards and items from MCP clients.
Filesystem & System Tools
4,797 serversGive assistants sandboxed access to read, write, search, and manipulate local directories, media files, and document trees.
Core Agent Capabilities
- High-throughput file reading and directory traversal
- Safe workspace sandboxing with strict permissions
- Multi-file regex search and asset management
Popular Protocols & Technologies
Enables AI models and agents to measure internet speed and network performance metrics through a standardized Model Context Protocol (MCP) interface.
Extends the capabilities of LLMs with tools running on Modal.
Enable AI assistants to perform comprehensive image and video processing tasks without complex setup or API keys.
Workflow Automation & CI/CD
4,542 serversAutomate repetitive engineering tasks, cron triggers, deployment pipelines, test runners, and multi-step background workflows.
Core Agent Capabilities
- End-to-end task automation and incident triage
- Triggering and monitoring CI/CD deployment jobs
- Scheduled background script execution with alert callbacks
Enables interaction with Monday.com boards and items from MCP clients.
Empower AI agents to programmatically interact with tmux, managing sessions, windows, and panes directly within the terminal.
Enhance Jira workflows from the terminal using fuzzy search and AI-powered command palette capabilities.
Search, RAG & Web Retrieval
12,960 serversEmpower agents with live web search, Brave Search, semantic vector retrieval, and document embedding indexing.
Core Agent Capabilities
- Live web search and real-time news retrieval
- Semantic vector database chunking and similarity search
- Document parsing and RAG pipeline integration
Popular Protocols & Technologies
Provides AI agents with comprehensive LLM benchmark data, pricing comparisons, and model recommendations for various tasks.
Centralize and secure access to multiple MCP servers through a single, authenticated HTTPS endpoint.
Enables interaction with Monday.com boards and items from MCP clients.
Model Context Protocol Categories at a Glance
Compare capabilities, supported environments, and tool densities across each protocol layer.
| Category | Key Protocols & Tools | Primary Agent Capability | Servers Indexed | Action |
|---|---|---|---|---|
| Developer Tools & DevOps | GitHub, Git, Docker | Automated pull request creation and code reviews | 12,560 | Explore |
| AI, Agents & Memory | Claude, AI, Agent | Cross-session persistent knowledge and context storage | 16,204 | Explore |
| Databases & Storage | PostgreSQL, MySQL, SQLite | Safe schema introspection and table structure mapping | 10,788 | Explore |
| APIs & Web Services | API, Slack, Stripe | Direct invocation of authenticated REST and GraphQL endpoints | 13,005 | Explore |
| Filesystem & System Tools | Filesystem, File, Directory | High-throughput file reading and directory traversal | 4,797 | Explore |
| Workflow Automation & CI/CD | Automation, Workflow, Pipeline | End-to-end task automation and incident triage | 4,542 | Explore |
| Search, RAG & Web Retrieval | Search, RAG, Vector | Live web search and real-time news retrieval | 12,960 | Explore |
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