Browse by Category

Machine learning model inference, embedding generation, vector similarity search, and AI pipeline orchestration.

Wrappers around third-party REST, GraphQL, and webhook APIs — Stripe, Twilio, SendGrid, GitHub, and similar services.

Development tooling — code search, linters, test runners, build systems, and IDE integrations.

Connectors for SQL, NoSQL, vector, and time-series databases — query execution, schema inspection, and data management.

Servers that read, write, list, or watch files on the local or remote filesystem, including cloud storage backends.

Full-text and semantic search across codebases, documents, databases, and the web.

Security-focused tools — vulnerability scanners, secret detection, penetration testing aids, and compliance checks.

Browser automation, web scraping, screenshot capture, and general HTTP request execution.

Observability tooling — metrics, logs, traces, alerts, dashboards, and on-call integrations.

AWS, GCP, Azure, and cloud-native tools — infrastructure provisioning, resource management, and deployment.

Email, Slack, Discord, and messaging platform integrations — read and send messages, manage channels.

REPL environments, sandbox runners, shell command execution, and scripting language interpreters.

ETL pipelines, data transformation, format conversion, CSV/JSON/XML parsing, and stream processing.

Miscellaneous MCP servers that don't fit a primary category — utilities, experiments, and niche integrations.