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taylorwilsdon-google-workspace

Integrates with Google Workspace to enable seamless interaction with Gmail, Drive, Docs, and Calendar for searching emails, retrieving messages, managing events, and manipulating documents without context switching.

ivanmurzak-unity

Server + Plugin for Unity Editor and Unity game. The Plugin allows to connect to MCP clients like Claude Desktop or others.

big-bench

Google's Beyond the Imitation Game benchmark: 200+ diverse tasks designed to probe capabilities beyond standard NLP benchmarks.

sourcebot-dev-sourcebot

Enables code search across multiple repository hosts including GitHub, GitLab, Gitea, Gerrit, and Bitbucket with advanced filtering options for exploring large codebases through natural language queries.

pleaseprompto-notebooklm

Automates Google NotebookLM interactions through browser automation, enabling document querying and notebook library management with stealth capabilities to avoid detection.

adsagent

Google Ads analysis and management — read performance, manage keywords, bids, and campaigns via AI agents.

matthewhand-openapi-proxy

Dynamically exposes REST APIs defined by OpenAPI specifications as MCP tools, enabling seamless integration of external services into workflows.

grafana

Integrates with Grafana to enable searching dashboards, fetching datasource information, querying Prometheus metrics, and managing incidents through both stdio and SSE transport modes.

google-analytics

Integrates with Google Analytics to retrieve website traffic metrics, user behavior data, conversion tracking, and performance insights for analytics reporting workflows and data analysis tasks.

agent-device

Mobile and desktop device automation for AI agents, enabling control of iOS, Android, TV, and macOS applications.

mcp-feedback-enhanced-2

Establishes feedback-oriented development workflows with Web UI and desktop application dual interfaces, enabling AI to confirm with users and consolidate tool calls into feedback requests to reduce costs and improve development efficiency.

basicmachines-memory

Knowledge management system that builds a persistent semantic graph in markdown, locally.

trulens

Evaluation and tracking for LLM and RAG applications with a feedback-function API and experiment dashboard.

giancarloerra-socraticode

Local codebase indexing, semantic search, and code dependency graphs.

xlang-ai-osworld

[NeurIPS 2024] OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments

Contributed by Sentinel

browserbase-mcp-server

Automate web browsers remotely on a cloud environment.

crystaldba-postgres

Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely.

metorial-metorial

🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included

homeassistant-ai

Enables natural language control of Home Assistant smart home devices, automations, and system management

txn2-kubefwd

Bulk-forward Kubernetes cluster services for local development with AI assistant integration.

inspect-ai

UK AISI's framework for safety evaluations of large language models, with task-based scaffolding and solver pipelines.

fli

Enables flight search and fare calendar exploration by interacting with Google Flights' API, supporting detailed filters for origin, destination, dates, cabin class, airlines, and more.

bytebase-dbhub

Provides a universal database gateway for connecting to PostgreSQL, MySQL, SQLite, and DuckDB, enabling table browsing, schema inspection, and read-only SQL queries with built-in safety checks

executor

An integration layer for AI agents that provides a catalog of tools from various sources (OpenAPI, GraphQL, MCP, etc.) and can be used as an MCP server for compatible agents.