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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.

langwatch

LangWatch provides real-time LLM analytics, guardrails, and evaluation pipelines with a visual studio for monitoring multi-step agent conversations.

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.

sendai-solana-agent-kit

Integrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within conversation interfaces.

fastmcp-2

A high-level framework for building MCP servers in TypeScript

helm

Stanford CRFM Holistic Evaluation of Language Models: standardized benchmark suite covering accuracy, calibration, robustness, and fairness.

ahujasid-ableton-live

Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing, playback control, instrument loading, and library browsing for music composition and sound design workflows.