GitHub MCP Server
Manage repositories, issues, pull requests, and code through GitHub's API via MCP tools.
GitHub MCP Server
Manage repositories, issues, pull requests, and code through GitHub's API via MCP tools.
Filesystem MCP Server
Read, write, and manage files and directories through a secure MCP interface with sandboxed access controls.
Filesystem MCP Server
Read, write, and manage files and directories through a secure MCP interface with sandboxed access controls.
PostgreSQL MCP Server
Execute SQL queries, inspect schemas, and manage PostgreSQL databases through natural language-driven MCP tools.
PostgreSQL MCP Server
Execute SQL queries, inspect schemas, and manage PostgreSQL databases through natural language-driven MCP tools.
Slack MCP Server
Send messages, manage channels, and interact with Slack workspaces through agentic MCP tools.
Slack MCP Server
Send messages, manage channels, and interact with Slack workspaces through agentic MCP tools.
SQLite MCP Server
Interact with SQLite databases for local data storage, analysis, and business intelligence with built-in memo and insight tracking.
Fetch MCP Server
Fetch and convert web page content to markdown for AI-friendly reading through MCP.
Google Drive MCP Server
Search, read, and manage files in Google Drive including Docs, Sheets, and Slides through MCP.
Puppeteer MCP Server
Automate browser interactions, take screenshots, and scrape web pages using Puppeteer via MCP.
Brave Search MCP Server
Perform web searches and retrieve real-time information using Brave Search API through MCP.
Brave Search MCP Server
Perform web searches and retrieve real-time information using Brave Search API through MCP.
Memory MCP Server
Provide persistent memory and knowledge graph storage for AI agents through MCP.
GitLab MCP Server
Manage GitLab projects, merge requests, issues, and CI/CD pipelines through MCP.
Playwright MCP Server
Cross-browser automation and testing using Playwright for web scraping and E2E testing via MCP.
Sequential Thinking MCP Server
Enable structured step-by-step reasoning and chain-of-thought problem solving through MCP.
Supabase MCP Server
Manage Supabase projects including database, auth, storage, and edge functions through MCP.
Google Maps MCP Server
Access Google Maps for geocoding, directions, place search, and distance calculations via MCP.
AWS KB Retrieval MCP Server
Retrieve information from AWS Bedrock Knowledge Bases for RAG applications through MCP.
Git MCP Server
Perform Git operations like commit, branch, and diff on local repositories through MCP.
Cloudflare MCP Server
Manage Cloudflare Workers, KV, D1, R2, and DNS through a comprehensive MCP interface.
MongoDB MCP Server
Query and manage MongoDB collections, documents, and indexes through natural language MCP interactions.
Sentry MCP Server
Monitor application errors, view stack traces, and manage issues in Sentry through MCP.
Everything MCP Server
Lightning-fast file search on Windows using Everything's indexed database through MCP.
Neon MCP Server
Manage Neon serverless PostgreSQL databases, branches, and compute endpoints through MCP.
Notion MCP Server
Read, create, and manage Notion pages, databases, and blocks through MCP tools.
AWS MCP Server
Interact with AWS services including EC2, Lambda, S3, IAM, and CloudWatch through a unified MCP interface.
Redis MCP Server
Interact with Redis for caching, pub/sub messaging, and key-value data operations through MCP tools.
Stripe MCP Server
Process payments, manage subscriptions, and interact with Stripe's financial API through MCP.
Crawl4AI MCP Server
Crawl websites and extract structured data optimized for LLM consumption through MCP.
Terraform MCP Server
Plan, apply, and manage Terraform infrastructure-as-code configurations through MCP.
Figma MCP Server
Access Figma design files, components, and styles through MCP for design-to-code workflows.
Neo4j MCP Server
Run Cypher queries and explore graph data in Neo4j databases through MCP tools.
EverArt MCP Server
Generate AI images using various models through EverArt's creative API via MCP.
Obsidian MCP Server
Read, search, and manage notes in Obsidian vaults through MCP for AI-powered knowledge management.
MySQL MCP Server
Connect to MySQL databases for querying, schema inspection, and database management through MCP.
Docker MCP Server
Manage Docker containers, images, volumes, and networks through MCP tools.
Azure MCP Server
Manage Azure resources including VMs, App Services, Storage, and Azure AD through MCP.
OpenAI MCP Server
Access OpenAI's GPT models, DALL-E, Whisper, and embeddings API through MCP.
Pinecone MCP Server
Store and query vector embeddings in Pinecone for semantic search and RAG applications through MCP.
Prisma MCP Server
Interact with databases through Prisma ORM for type-safe queries and schema management via MCP.
Qdrant MCP Server
Manage vector collections and perform similarity searches in Qdrant through MCP tools.
Vercel MCP Server
Deploy projects, manage domains, and monitor deployments on Vercel through MCP.
Kubernetes MCP Server
Manage Kubernetes clusters, pods, deployments, and services through MCP tools.
DynamoDB MCP Server
Query and manage AWS DynamoDB tables, items, and indexes through MCP-powered agent interactions.
Confluence MCP Server
Read, create, and search Confluence wiki pages and spaces through MCP tools.
Jira MCP Server
Create and manage Jira issues, boards, sprints, and workflows through MCP tools.
Tavily MCP Server
Perform AI-optimized web searches using Tavily's search API through MCP.
Hugging Face MCP Server
Access models, datasets, and inference endpoints from Hugging Face's AI platform via MCP.
Discord MCP Server
Send messages, manage servers, and interact with Discord communities through MCP tools.
Elasticsearch MCP Server
Search, index, and analyze data in Elasticsearch clusters through MCP-powered interactions.
BigQuery MCP Server
Run SQL analytics on Google BigQuery's serverless data warehouse for petabyte-scale analysis via MCP.
Shopify MCP Server
Manage Shopify stores, products, orders, and customers through MCP tools.
Browserbase MCP Server
Run headless browsers in the cloud with Browserbase for scalable web automation via MCP.
Linear MCP Server
Create and manage issues, projects, and cycles in Linear's project management tool via MCP.
Anthropic Claude Code MCP Server
Access Claude Code capabilities for code generation and analysis via MCP.
Ollama MCP Server
Run local LLMs through Ollama for privacy-first AI inference via MCP.
Chroma MCP Server
Store and retrieve embeddings in ChromaDB for AI memory, RAG pipelines, and semantic search via MCP.
DuckDB MCP Server
Run analytical SQL queries on local files using DuckDB's embedded OLAP engine through MCP.
Exa MCP Server
Neural search for finding similar content and semantic web queries through Exa's API via MCP.
AWS S3 MCP Server
Upload, download, and manage objects in Amazon S3 buckets through MCP tools.
LangChain MCP Server
Build and orchestrate LLM chains and agents using LangChain's framework via MCP.
Weaviate MCP Server
Interact with Weaviate's AI-native vector database for semantic search and hybrid queries via MCP.
HashiCorp Vault MCP Server
Manage secrets, encryption keys, and access policies in HashiCorp Vault through MCP.
Grafana MCP Server
Query dashboards, create panels, and manage Grafana monitoring through MCP tools.
Google Calendar MCP Server
Create, read, and manage Google Calendar events and schedules through MCP tools.
Google Cloud Platform MCP Server
Interact with Google Cloud services including Compute Engine, Cloud Run, BigQuery, and GCS via MCP.
Drizzle ORM MCP Server
Generate and execute type-safe database queries using Drizzle ORM schemas through MCP.
PlanetScale MCP Server
Manage PlanetScale MySQL-compatible databases with branching, deploy requests, and schema management via MCP.
Turso MCP Server
Interact with Turso's edge-hosted LibSQL databases for globally distributed data access via MCP.
AWS CDK MCP Server
Define and deploy AWS infrastructure using the Cloud Development Kit through MCP tools.
Twilio MCP Server
Send SMS, make calls, and manage Twilio communication services through MCP tools.
Anthropic MCP Server
Access Claude models through Anthropic's API for multi-agent orchestration via MCP.
Firebase MCP Server
Manage Firestore collections, Firebase Auth users, and Cloud Storage through MCP tools.
Datadog MCP Server
Query metrics, manage monitors, and explore logs in Datadog through MCP tools.
Netlify MCP Server
Deploy sites, manage builds, and configure Netlify services through MCP tools.
VS Code MCP Server
Control VS Code editor operations including file editing, terminal, and extensions via MCP.
1Password MCP Server
Access passwords, secure notes, and vault items from 1Password through MCP.
Cloudflare R2 MCP Server
Manage objects in Cloudflare R2 storage with S3-compatible APIs through MCP.
LlamaIndex MCP Server
Build RAG applications and data connectors using LlamaIndex framework via MCP.
Home Assistant MCP Server
Control smart home devices and automations through Home Assistant via MCP.
Snowflake MCP Server
Execute queries on Snowflake's cloud data warehouse for enterprise analytics and data sharing via MCP.
Gmail MCP Server
Read, send, and manage Gmail messages, labels, and threads through Google's API via MCP.
Pulumi MCP Server
Define and manage cloud infrastructure using Pulumi's multi-language IaC through MCP.
ClickHouse MCP Server
Execute analytical queries on ClickHouse columnar databases for real-time analytics via MCP.
Twitter/X MCP Server
Post tweets, search content, and manage Twitter/X accounts through MCP tools.
Groq MCP Server
Ultra-fast LLM inference using Groq's LPU hardware through MCP.
Milvus MCP Server
Manage vector collections and perform similarity search in Milvus for AI applications via MCP.
Apify MCP Server
Run web scraping actors and access datasets on Apify's cloud platform through MCP.
Mistral AI MCP Server
Access Mistral's language models for text generation and code assistance via MCP.
AWS Lambda MCP Server
Deploy, invoke, and manage AWS Lambda functions and their configurations through MCP.
Airtable MCP Server
Read, create, and update records in Airtable bases and tables through MCP tools.
Perplexity MCP Server
Access Perplexity's AI-powered search engine for research and question answering via MCP.
Databricks MCP Server
Execute queries and manage workflows on Databricks' lakehouse platform for unified analytics via MCP.
Microsoft Teams MCP Server
Send messages, manage teams, and interact with Microsoft Teams through MCP tools.
Heroku MCP Server
Manage Heroku apps, dynos, add-ons, and deployments through MCP tools.
OpenRouter MCP Server
Access 100+ AI models through OpenRouter's unified API gateway via MCP.
Upstash MCP Server
Access Upstash's serverless Redis and Kafka services for edge-optimized data operations via MCP.
YouTube MCP Server
Search videos, get transcripts, and manage YouTube channels through MCP tools.
Jupyter MCP Server
Execute notebook cells, manage kernels, and interact with Jupyter environments via MCP.
DigitalOcean MCP Server
Manage DigitalOcean droplets, databases, App Platform, and Kubernetes through MCP.
DeepSeek MCP Server
Access DeepSeek's code and reasoning models for programming assistance via MCP.
SurrealDB MCP Server
Interact with SurrealDB's multi-model database for documents, graphs, and time-series data via MCP.
Snyk MCP Server
Scan code and dependencies for security vulnerabilities using Snyk through MCP.
Replicate MCP Server
Run AI models for image generation, video, audio, and text on Replicate's cloud via MCP.
Google Sheets MCP Server
Read, write, and manage Google Sheets spreadsheets through MCP tools.
Google Analytics MCP Server
Access Google Analytics 4 data for website traffic, user behavior, and conversion tracking via MCP.
Salesforce MCP Server
Query Salesforce objects, manage records, and interact with the Salesforce platform through MCP.
Telegram MCP Server
Send and receive messages, manage groups, and interact with Telegram's Bot API through MCP.
npm MCP Server
Search npm packages, view metadata, check vulnerabilities, and manage dependencies via MCP.
LiteLLM MCP Server
Call 100+ LLM APIs using a unified interface through LiteLLM via MCP.
Cohere MCP Server
Access Cohere's NLP models for text generation, embeddings, and reranking via MCP.
Raycast MCP Server
Interact with Raycast's productivity launcher for quick actions and command execution via MCP.
AWS Secrets Manager MCP Server
Retrieve and manage secrets stored in AWS Secrets Manager through MCP.
CockroachDB MCP Server
Query and manage CockroachDB distributed SQL databases with PostgreSQL-compatible MCP tools.
Coinbase MCP Server
Access cryptocurrency prices, manage wallets, and execute trades on Coinbase through MCP.
PostHog MCP Server
Query product analytics, feature flags, and session recordings in PostHog via MCP.
PDF Reader MCP Server
Extract text, tables, and metadata from PDF documents for AI analysis through MCP.
HubSpot MCP Server
Manage CRM contacts, deals, companies, and marketing through HubSpot's API via MCP.
Fauna MCP Server
Query and manage Fauna's distributed document-relational database through FQL via MCP.
Resend MCP Server
Send beautifully designed transactional emails using Resend's modern email API through MCP.
Weights & Biases MCP Server
Track ML experiments, manage models, and visualize training metrics through W&B via MCP.
ElevenLabs MCP Server
Generate realistic speech, clone voices, and convert text-to-speech through ElevenLabs via MCP.
GitHub Actions MCP Server
Manage GitHub Actions workflows, trigger runs, and access logs through MCP tools.
n8n MCP Server
Trigger and manage n8n workflow automations through MCP tools.
TiDB MCP Server
Query TiDB's MySQL-compatible distributed SQL database with HTAP capabilities through MCP.
DeepL MCP Server
Translate text between languages using DeepL's neural translation API via MCP.
Zapier MCP Server
Trigger Zaps and manage Zapier automations through MCP tools.
Cassandra MCP Server
Execute CQL queries and manage Apache Cassandra distributed NoSQL databases through MCP.
Todoist MCP Server
Manage tasks, projects, and labels in Todoist for AI-powered personal productivity via MCP.
WhatsApp MCP Server
Send messages, manage contacts, and interact with WhatsApp Business API through MCP.
dbt MCP Server
Run dbt models, tests, and manage data transformation pipelines through MCP.
Cursor MCP Server
Integrate with Cursor AI editor for enhanced code editing and AI pair programming via MCP.
CrewAI MCP Server
Orchestrate multi-agent AI crews for complex task automation via MCP.
CrowdStrike MCP Server
Query endpoint security data, manage detections, and investigate threats with CrowdStrike via MCP.
New Relic MCP Server
Query NRQL, manage alerts, and explore application performance data in New Relic via MCP.
MLflow MCP Server
Track experiments, manage models, and serve ML artifacts through MLflow via MCP.
Motherduck MCP Server
Run DuckDB analytics in the cloud with MotherDuck's serverless platform through MCP.
Microsoft Outlook MCP Server
Read, send, and manage Outlook emails, calendar events, and contacts through Microsoft Graph via MCP.
Reddit MCP Server
Browse subreddits, read posts, and interact with Reddit communities through MCP.
AWS IAM MCP Server
Manage AWS IAM users, roles, policies, and permissions through MCP.
Together AI MCP Server
Run open-source AI models at scale on Together AI's inference platform via MCP.
Postman MCP Server
Manage Postman collections, run API tests, and interact with workspaces through MCP.
Wikipedia MCP Server
Search and read Wikipedia articles for knowledge retrieval and research via MCP.
Midjourney MCP Server
Generate AI images using Midjourney through an API proxy via MCP.
Semgrep MCP Server
Run static analysis security scans on code using Semgrep's pattern matching engine via MCP.
Dropbox MCP Server
Upload, download, and manage files in Dropbox cloud storage through MCP tools.
Notion API MCP Server
Create and manage Notion databases, pages, and blocks through the Notion API via MCP.
ESLint MCP Server
Run ESLint analysis on JavaScript and TypeScript code through MCP for automated code quality checks.
Temporal MCP Server
Manage durable workflows and activities on Temporal's orchestration platform via MCP.
InfluxDB MCP Server
Query and manage time-series data in InfluxDB for IoT, monitoring, and analytics through MCP.
Cal.com MCP Server
Manage scheduling, bookings, and availability on Cal.com's open-source scheduling platform via MCP.
Unstructured MCP Server
Extract and preprocess data from documents, images, and PDFs using Unstructured via MCP.
Spotify MCP Server
Search music, manage playlists, and control playback through Spotify's API via MCP.
Google Translate MCP Server
Translate text using Google Cloud Translation API through MCP.
Apache Kafka MCP Server
Produce and consume messages from Apache Kafka topics through MCP.
Whisper MCP Server
Transcribe audio to text using OpenAI's Whisper speech recognition model via MCP.
Modal MCP Server
Run Python functions on serverless GPU infrastructure with Modal via MCP.
Bitwarden MCP Server
Access passwords and secure items from Bitwarden's open-source password manager via MCP.
Sourcegraph MCP Server
Search and navigate code across repositories using Sourcegraph's code intelligence via MCP.
Lighthouse MCP Server
Run Google Lighthouse audits for performance, accessibility, and SEO via MCP.
Warp MCP Server
Interact with Warp terminal for AI-enhanced command execution and workflow automation via MCP.
Prometheus MCP Server
Query time-series metrics and alerts from Prometheus monitoring systems via MCP.
Asana MCP Server
Create and manage Asana tasks, projects, and portfolios through MCP tools.
Apache Airflow MCP Server
Manage and trigger DAGs on Apache Airflow's workflow orchestration platform via MCP.
Stability AI MCP Server
Generate and edit images using Stable Diffusion models through Stability AI's API via MCP.
Vercel AI SDK MCP Server
Build AI applications using Vercel's AI SDK framework through MCP.
Turborepo MCP Server
Manage Turborepo monorepo builds, tasks, and caching through MCP tools.
Jenkins MCP Server
Trigger builds, view job status, and manage Jenkins CI/CD pipelines through MCP.
LaunchDarkly MCP Server
Manage feature flags, experiments, and targeting rules in LaunchDarkly through MCP.
Bitbucket MCP Server
Manage Bitbucket repositories, pull requests, and pipelines through MCP tools.
LinkedIn MCP Server
Post updates, manage connections, and access LinkedIn's professional network through MCP.
Couchbase MCP Server
Query Couchbase document databases with N1QL and full-text search capabilities via MCP.
Weather MCP Server
Get current weather conditions, forecasts, and climate data through weather APIs via MCP.
Kaggle MCP Server
Search datasets, submit competitions, and manage Kaggle notebooks through MCP.
Zoom MCP Server
Create meetings, manage participants, and access Zoom recordings through MCP tools.
Roboflow MCP Server
Train and deploy computer vision models using Roboflow's platform via MCP.
Trivy MCP Server
Scan containers, code, and infrastructure for vulnerabilities using Trivy via MCP.
Fireworks AI MCP Server
Run optimized open-source models on Fireworks AI's serverless inference platform via MCP.
OCR MCP Server
Extract text from images and scanned documents using optical character recognition via MCP.
WordPress API MCP Server
Manage WordPress sites, posts, and plugins through the REST API via MCP.
Trello MCP Server
Manage Trello boards, lists, and cards for visual project management through MCP.
SerpAPI MCP Server
Scrape Google search results, images, shopping, and other search engines through SerpAPI via MCP.
SonarQube MCP Server
Analyze code quality, detect bugs, and track technical debt using SonarQube via MCP.
FFmpeg MCP Server
Process audio and video files using FFmpeg through MCP for media transcoding and manipulation.
SingleStore MCP Server
Query SingleStore's real-time distributed SQL database for unified transactional and analytical workloads via MCP.
Wolfram Alpha MCP Server
Access Wolfram Alpha's computational knowledge engine for math, science, and data queries via MCP.
RunPod MCP Server
Deploy and manage GPU workloads on RunPod's serverless GPU cloud via MCP.
Ansible MCP Server
Execute Ansible playbooks and manage infrastructure automation through MCP tools.
Rclone MCP Server
Sync and manage files across 70+ cloud storage providers using rclone via MCP.
ArgoCD MCP Server
Manage ArgoCD applications, sync deployments, and monitor GitOps workflows via MCP.
FerretDB MCP Server
Use MongoDB-compatible queries on PostgreSQL through FerretDB's open-source translation layer via MCP.
GraphQL MCP Server
Execute GraphQL queries and explore schemas through a universal GraphQL client via MCP.
Hacker News MCP Server
Browse stories, comments, and discussions on Hacker News through MCP tools.
SendGrid MCP Server
Send transactional and marketing emails, manage contacts, and track delivery through MCP.
Excel MCP Server
Read and write Microsoft Excel files including formulas, charts, and multiple sheets via MCP.
Storybook MCP Server
Browse and interact with Storybook component libraries for UI development via MCP.
Prefect MCP Server
Orchestrate and monitor data workflows using Prefect's modern workflow engine via MCP.
RabbitMQ MCP Server
Manage queues, exchanges, and messages in RabbitMQ message broker through MCP.
Mixpanel MCP Server
Query product analytics events, funnels, and user cohorts in Mixpanel through MCP.
Zendesk MCP Server
Manage support tickets, users, and knowledge base articles in Zendesk through MCP.
Auth0 MCP Server
Manage users, roles, and authentication configurations in Auth0 through MCP.
Flux MCP Server
Generate images using Black Forest Labs' Flux models via MCP.
DocuSign MCP Server
Send documents for electronic signature and manage envelopes through DocuSign via MCP.
Mattermost MCP Server
Send messages, manage channels, and integrate with Mattermost's open-source chat platform via MCP.
Supabase CLI MCP Server
Manage Supabase projects, migrations, and edge functions through CLI tools via MCP.
Make (Integromat) MCP Server
Trigger and manage Make.com automation scenarios through MCP.
Box MCP Server
Manage files, folders, and collaborations in Box enterprise content management via MCP.
PayPal MCP Server
Process payments, manage transactions, and access PayPal business features through MCP.
Prettier MCP Server
Format code in multiple languages using Prettier's opinionated code formatter via MCP.
TimescaleDB MCP Server
Store and query time-series data in TimescaleDB's PostgreSQL extension via MCP.
LanguageTool MCP Server
Check grammar, spelling, and style in multiple languages using LanguageTool via MCP.
TruffleHog MCP Server
Scan repositories and filesystems for leaked secrets and credentials using TruffleHog via MCP.
Fly.io MCP Server
Deploy and manage applications on Fly.io's global edge platform through MCP tools.
Splunk MCP Server
Search machine data, create dashboards, and manage Splunk Enterprise through MCP.
Deno MCP Server
Execute Deno scripts and manage Deno Deploy projects through MCP tools.
Airtable API MCP Server
Access and manage Airtable bases, tables, and records through the API via MCP.
ClickUp MCP Server
Manage ClickUp spaces, folders, lists, and tasks for productivity automation via MCP.
Sanity MCP Server
Query and manage structured content in Sanity's headless CMS through GROQ via MCP.
Airbyte MCP Server
Manage data replication connections and syncs through Airbyte's ELT platform via MCP.
ngrok MCP Server
Create secure tunnels for exposing local services to the internet via MCP.
Consul MCP Server
Manage service discovery, KV store, and health checks in HashiCorp Consul via MCP.
Fal.ai MCP Server
Run AI models for image, video, and audio generation on Fal's serverless platform via MCP.
PyPI MCP Server
Search Python packages, view metadata, and check compatibility on PyPI through MCP.
Nx MCP Server
Manage and build Nx monorepo workspaces through MCP.
Dagster MCP Server
Manage data assets and pipelines using Dagster's software-defined assets via MCP.
Bun MCP Server
Run JavaScript/TypeScript projects using Bun's all-in-one runtime through MCP.
Image Processing MCP Server
Resize, crop, convert, and analyze images through MCP tools for automated image workflows.
WooCommerce MCP Server
Manage WooCommerce products, orders, and store settings through WordPress REST API via MCP.
OneDrive MCP Server
Manage files and folders in Microsoft OneDrive and SharePoint through MCP tools.
MQTT MCP Server
Publish and subscribe to MQTT topics for IoT device communication via MCP.
Time MCP Server
Get current time, convert timezones, and calculate durations through MCP.
Blockchain Explorer MCP Server
Query blockchain transactions, addresses, and smart contracts via MCP.
SEO Analyzer MCP Server
Analyze web pages for SEO issues, meta tags, and search optimization opportunities via MCP.
CircleCI MCP Server
Manage CircleCI pipelines, workflows, and jobs through MCP tools.
Appwrite MCP Server
Manage databases, auth, storage, and functions on Appwrite's BaaS platform via MCP.
Segment MCP Server
Manage customer data pipelines, sources, and destinations in Segment through MCP.
OpenAPI MCP Server
Parse and interact with APIs described by OpenAPI/Swagger specifications via MCP.
Loki MCP Server
Query and explore log data from Grafana Loki's log aggregation system through MCP.
Metabase MCP Server
Query data, manage dashboards, and create questions in Metabase's BI platform via MCP.
Keycloak MCP Server
Manage identity and access with Keycloak's open-source IAM platform via MCP.
CoinGecko MCP Server
Access cryptocurrency market data, prices, and trends through CoinGecko's API via MCP.
Clerk MCP Server
Manage users, sessions, and authentication through Clerk's identity platform via MCP.
CloudFormation MCP Server
Create and manage AWS CloudFormation stacks for infrastructure automation via MCP.
ArXiv MCP Server
Search and access academic papers on ArXiv for scientific research via MCP.
Valkey MCP Server
Interact with Valkey, the open-source Redis fork, for key-value operations and caching via MCP.
MariaDB MCP Server
Execute SQL queries and manage MariaDB databases through MCP tools.
OpenWeatherMap MCP Server
Get current weather, forecasts, and historical weather data from OpenWeatherMap via MCP.
Binance MCP Server
Access Binance exchange data for crypto trading, prices, and order management via MCP.
Chatwoot MCP Server
Manage customer conversations across channels through Chatwoot's open-source platform via MCP.
Portainer MCP Server
Manage Docker containers and Kubernetes clusters through Portainer's UI API via MCP.
Infisical MCP Server
Manage secrets and environment variables through Infisical's open-source platform via MCP.
Amazon SES MCP Server
Send emails at scale using Amazon Simple Email Service through MCP.
LanceDB MCP Server
Store and search vector embeddings in LanceDB's embedded vector database via MCP.
Google Search Console MCP Server
Access website search performance data and manage sitemaps through Google Search Console via MCP.
PagerDuty MCP Server
Manage incidents, on-call schedules, and alerting through PagerDuty's API via MCP.
Webflow MCP Server
Design and manage Webflow sites, CMS collections, and ecommerce through MCP.
Contentful MCP Server
Manage content entries, assets, and content models in Contentful's headless CMS via MCP.
NewsAPI MCP Server
Search and retrieve news articles from thousands of sources through NewsAPI via MCP.
PDF Generator MCP Server
Generate PDF documents from HTML, Markdown, or templates through MCP.
Monday.com MCP Server
Manage Monday.com boards, items, and workflows through MCP tools.
Okta MCP Server
Manage users, groups, and SSO applications in Okta's identity platform through MCP.
Railway MCP Server
Deploy services, manage projects, and configure environments on Railway via MCP.
Rocket.Chat MCP Server
Interact with Rocket.Chat's open-source messaging platform through MCP.
Coolify MCP Server
Deploy and manage applications on Coolify's self-hosted PaaS via MCP.
Expo MCP Server
Build and manage React Native apps using Expo's development platform via MCP.
Falco MCP Server
Monitor runtime security threats and anomalies using Falco's cloud-native detection via MCP.
Markdown MCP Server
Parse, render, and convert Markdown documents through MCP tools.
Power BI MCP Server
Access Power BI reports, datasets, and dashboards through Microsoft's API via MCP.
Mermaid MCP Server
Generate diagrams and charts from text using Mermaid notation through MCP.
Cloudflare WAF MCP Server
Manage Cloudflare's web application firewall rules and security settings via MCP.
YugabyteDB MCP Server
Query and manage YugabyteDB's distributed SQL database through MCP.
Apache Spark SQL MCP Server
Execute distributed SQL queries on Apache Spark clusters through MCP.
Amplitude MCP Server
Access behavioral analytics, cohort analysis, and product insights from Amplitude via MCP.
OpenStack MCP Server
Manage virtual machines, networks, and storage on OpenStack private clouds via MCP.
Adobe Analytics MCP Server
Access web analytics reports and segments from Adobe Analytics via MCP.
AWS WAF MCP Server
Manage AWS WAF rules and web ACLs for web application firewall protection via MCP.
Pocketbase MCP Server
Manage collections, records, and auth in Pocketbase's open-source backend via MCP.
MinIO MCP Server
Interact with MinIO's S3-compatible object storage for self-hosted file management via MCP.
CrowdStrike Falcon MCP Server
Monitor endpoints and detect threats through CrowdStrike Falcon's EDR platform via MCP.
Great Expectations MCP Server
Validate data quality with automated expectations using Great Expectations via MCP.
NATS MCP Server
Publish and subscribe to messages on NATS messaging system via MCP.
Tableau MCP Server
Access Tableau dashboards, workbooks, and data sources through MCP tools.
Intercom MCP Server
Manage customer conversations, contacts, and help articles through Intercom's API via MCP.
Helm MCP Server
Manage Helm charts and releases for Kubernetes application deployment via MCP.
Apache Druid MCP Server
Query real-time analytics data in Apache Druid's OLAP datastore via MCP.
System Monitor MCP Server
Monitor CPU, memory, disk, and network usage of the host system via MCP.
Elastic APM MCP Server
Monitor application performance, traces, and errors through Elastic APM via MCP.
Steam MCP Server
Access Steam game data, user profiles, and store information through MCP.
RSS Reader MCP Server
Subscribe to and read RSS/Atom feeds for content monitoring via MCP.
Mailgun MCP Server
Send emails, manage domains, and track deliverability through Mailgun's API via MCP.
Delta Lake MCP Server
Read and manage Delta Lake tables for reliable data lake storage via MCP.
Azure DevOps MCP Server
Interact with Azure DevOps through 116 tools covering work items, repos, pull requests, pipelines, releases, boards, wikis, and more via MCP.
IPFS MCP Server
Store and retrieve content from IPFS decentralized storage network via MCP.
Plaid MCP Server
Access bank account data, transactions, and identity verification through Plaid's API via MCP.
Greenhouse MCP Server
Manage job postings, candidates, and hiring pipelines in Greenhouse ATS via MCP.
RapidAPI MCP Server
Discover and call APIs from RapidAPI's marketplace through a unified MCP interface.
Directus MCP Server
Manage headless CMS content and APIs through Directus via MCP.
Google Meet MCP Server
Create and manage Google Meet video conferences through MCP.
Rancher MCP Server
Manage Kubernetes clusters and workloads through Rancher's multi-cluster platform via MCP.
LibreTranslate MCP Server
Self-hosted open-source machine translation through LibreTranslate via MCP.
Snowplow MCP Server
Manage event tracking and behavioral data pipelines through Snowplow via MCP.
Mailchimp MCP Server
Manage email marketing campaigns, audiences, and automations through Mailchimp via MCP.
Unsplash MCP Server
Search and download high-quality stock photos from Unsplash via MCP.
Plausible MCP Server
Access privacy-friendly website analytics from Plausible through MCP tools.
Buildkite MCP Server
Trigger and manage CI/CD pipelines on Buildkite's build platform via MCP.
ScyllaDB MCP Server
Query and manage ScyllaDB's high-performance distributed NoSQL database via MCP.
Fivetran MCP Server
Manage data connectors and sync pipelines in Fivetran through MCP.
CoinMarketCap MCP Server
Get cryptocurrency prices, market data, and rankings from CoinMarketCap via MCP.
Serverless Framework MCP Server
Deploy and manage serverless applications across cloud providers using Serverless Framework via MCP.
OWASP ZAP MCP Server
Run dynamic application security testing (DAST) scans using OWASP ZAP through MCP.
Nginx MCP Server
Manage Nginx web server configuration and status through MCP.
Kamal MCP Server
Deploy web apps to bare metal servers using Kamal's Docker-based deployment via MCP.
Twilio Voice MCP Server
Make and manage phone calls using Twilio's programmable voice API via MCP.
Bazel MCP Server
Build and test projects using Bazel's scalable build system through MCP.
Doppler MCP Server
Manage environment secrets and configurations across projects with Doppler via MCP.
Prisma Cloud MCP Server
Manage cloud security posture and compliance through Palo Alto's Prisma Cloud via MCP.
Proxmox MCP Server
Manage VMs and containers on Proxmox VE hypervisor through MCP.
Crossplane MCP Server
Provision cloud infrastructure using Crossplane's Kubernetes-native IaC via MCP.
Kibana MCP Server
Access Kibana dashboards, visualizations, and Elasticsearch analytics through MCP.
Zigbee2MQTT MCP Server
Control Zigbee smart home devices through Zigbee2MQTT bridge via MCP.
Nomad MCP Server
Schedule and manage applications on HashiCorp Nomad's orchestrator via MCP.
Postmark MCP Server
Send and track transactional emails with high deliverability using Postmark's API via MCP.
Bandit MCP Server
Run Python security linting and find common vulnerabilities using Bandit via MCP.
Calculator MCP Server
Perform mathematical calculations, unit conversions, and formula evaluations via MCP.
Kong MCP Server
Manage Kong API Gateway routes, services, and plugins through MCP.
Canvas LMS MCP Server
Manage courses, assignments, and grades in Canvas Learning Management System via MCP.
QuickBooks MCP Server
Manage invoices, expenses, and accounting data in QuickBooks through MCP tools.
Supabase Edge Functions MCP Server
Deploy and manage Supabase Edge Functions for serverless computing at the edge via MCP.
Image Optimizer MCP Server
Optimize images for web delivery with compression and format conversion via MCP.
Ghost CMS MCP Server
Manage blog posts, pages, and members in Ghost's publishing platform via MCP.
Retool MCP Server
Build and manage internal tools using Retool's low-code platform via MCP.
Xata MCP Server
Manage serverless databases with built-in search and analytics on Xata's platform via MCP.
Apache Hive MCP Server
Execute HiveQL queries on large-scale data warehouses in Apache Hive via MCP.
Optimizely MCP Server
Manage experiments and feature flags through Optimizely's experimentation platform via MCP.
ArangoDB MCP Server
Query multi-model data (document, graph, key-value) in ArangoDB via MCP.
Playwright Testing MCP Server
Run end-to-end browser tests using Playwright's test runner through MCP.
Vitess MCP Server
Scale MySQL horizontally with Vitess's sharding middleware through MCP.
RudderStack MCP Server
Manage customer data pipelines and event routing through RudderStack via MCP.
Twitch MCP Server
Access Twitch streams, chat, and channel data through Twitch's API via MCP.
Strapi MCP Server
Manage content types and entries in Strapi's open-source headless CMS through MCP.
Algolia MCP Server
Search indexes, manage records, and configure Algolia search experiences through MCP.
Yelp MCP Server
Search for local businesses, read reviews, and get business details through Yelp's API via MCP.
Mintlify MCP Server
Generate and manage developer documentation using Mintlify via MCP.
Gitea MCP Server
Manage repositories and CI/CD on self-hosted Gitea instances via MCP.
Pulumi SDK MCP Server
Define and deploy infrastructure using Pulumi's programming SDK through MCP.
Etherscan MCP Server
Query Ethereum blockchain data, transactions, and smart contracts through Etherscan via MCP.
Twilio Verify MCP Server
Verify phone numbers and email addresses through Twilio Verify via MCP.
Bark MCP Server
Generate realistic speech from text using Bark's open-source TTS model via MCP.
Lark MCP Server
Send messages and manage documents through Lark/Feishu's collaboration platform via MCP.
OneSignal MCP Server
Manage push notifications and messaging campaigns through OneSignal via MCP.
CSV MCP Server
Read, write, and analyze CSV data files for data processing workflows through MCP.
Cloudflare Access MCP Server
Manage Cloudflare Zero Trust access policies, applications, and identity providers via MCP.
Accessibility Checker MCP Server
Audit web pages for WCAG accessibility compliance through MCP.
Looker MCP Server
Access Looker BI dashboards, explore data models, and run queries through MCP.
Webhook MCP Server
Send and receive webhooks for event-driven integrations through MCP.
Amadeus MCP Server
Search flights, hotels, and travel offers using Amadeus travel APIs via MCP.
LakeFS MCP Server
Manage data lake versioning and branching with lakeFS via MCP.
Webex MCP Server
Send messages, manage spaces, and create meetings through Cisco Webex via MCP.
CyberArk MCP Server
Manage privileged credentials and secrets in CyberArk's vault through MCP.
Observable MCP Server
Create and manage data notebooks and dashboards on Observable's platform via MCP.
Umami MCP Server
Access privacy-focused web analytics from Umami's self-hosted platform via MCP.
SentinelOne MCP Server
Manage endpoint security and threat response through SentinelOne's XDR platform via MCP.
Checkmarx MCP Server
Run SAST/SCA security scans and manage vulnerabilities through Checkmarx via MCP.
Veracode MCP Server
Run application security scans and manage findings through Veracode via MCP.
Aqua Security MCP Server
Scan container images and manage cloud-native security through Aqua Security via MCP.
Tailscale MCP Server
Manage Tailscale mesh VPN network, devices, and ACLs through MCP.
Dependabot MCP Server
Manage Dependabot alerts and pull requests for dependency security via MCP.
Safety MCP Server
Check Python dependencies for known security vulnerabilities using Safety via MCP.
Convex MCP Server
Manage real-time databases and serverless functions on Convex's platform via MCP.
PandaDoc MCP Server
Create, send, and manage business documents and proposals through PandaDoc via MCP.
Ideogram MCP Server
Generate AI images with exceptional text rendering using Ideogram via MCP.
Excalidraw MCP Server
Create and manage whiteboard drawings and diagrams through Excalidraw via MCP.
Load Tester MCP Server
Run load tests and stress tests against APIs and web services via MCP.
Screen Capture MCP Server
Take screenshots and record screen activity through MCP tools.
Vonage MCP Server
Send SMS, make calls, and manage communication through Vonage's APIs via MCP.
Matrix MCP Server
Send messages and manage rooms on the Matrix decentralized communication protocol via MCP.
Notification Service MCP Server
Send push notifications, emails, and SMS through a unified notification API via MCP.
Lever MCP Server
Manage recruiting workflows and candidate tracking in Lever ATS through MCP.
SFTP MCP Server
Transfer and manage files securely over SSH using SFTP protocol through MCP.
Dokku MCP Server
Deploy applications to Dokku's mini-PaaS with git push workflow via MCP.
TextRazor MCP Server
Extract entities, topics, and sentiment from text using TextRazor's NLP API via MCP.
Dgraph MCP Server
Query and mutate graph data in Dgraph's distributed graph database via MCP.
Jaeger MCP Server
Query distributed traces and analyze microservice latency using Jaeger tracing via MCP.
Apache Superset MCP Server
Create dashboards and explore data using Apache Superset's open-source BI platform via MCP.
Mapbox MCP Server
Access Mapbox for geocoding, routing, static maps, and geospatial data through MCP.
FoundationDB MCP Server
Access FoundationDB's distributed key-value store with ACID transactions via MCP.
RethinkDB MCP Server
Query and subscribe to real-time data changes in RethinkDB through MCP.
FTP MCP Server
Connect to FTP and SFTP servers for remote file management through MCP.
Mailjet MCP Server
Send transactional and marketing emails through Mailjet's email delivery API via MCP.
Render MCP Server
Manage web services, static sites, and databases on Render's cloud platform via MCP.
TeamCity MCP Server
Manage builds and configurations on JetBrains TeamCity CI/CD server via MCP.
Clearbit MCP Server
Enrich company and contact data using Clearbit's business intelligence API via MCP.
Codecov MCP Server
Access code coverage reports and analytics through Codecov via MCP.
Tauri MCP Server
Build and manage Tauri desktop applications through MCP.
Freshdesk MCP Server
Manage Freshdesk support tickets, contacts, and automations through MCP tools.
Checkly MCP Server
Manage synthetic monitoring checks and browser tests through Checkly via MCP.
Traefik MCP Server
Manage Traefik reverse proxy routes, middleware, and TLS configuration via MCP.
etcd MCP Server
Manage distributed key-value data in etcd for configuration and coordination via MCP.
Square MCP Server
Process payments, manage inventory, and access Square business tools through MCP.
Microsoft Planner MCP Server
Manage tasks, plans, and buckets in Microsoft Planner through MCP.
ContentSquare MCP Server
Analyze user experience and digital behavior through ContentSquare via MCP.
Currency Converter MCP Server
Convert between currencies using real-time exchange rates via MCP.
Backblaze B2 MCP Server
Store and retrieve files in Backblaze B2 cloud object storage via MCP.
Giphy MCP Server
Search and share GIFs and stickers from Giphy's library via MCP.
QR Code MCP Server
Generate and read QR codes for URLs, text, and data through MCP.
QuestDB MCP Server
Query high-performance time-series data in QuestDB via MCP.
Fathom Analytics MCP Server
Access privacy-focused website analytics from Fathom's cookie-free platform via MCP.
Packer MCP Server
Build machine images for multiple platforms using HashiCorp Packer via MCP.
Coda MCP Server
Manage Coda documents, tables, and automations through MCP.
Zip MCP Server
Create, extract, and inspect ZIP archives through MCP for automated file packaging.
Typesense MCP Server
Search and manage collections in Typesense's open-source search engine via MCP.
ReadMe MCP Server
Manage API documentation and developer hubs through ReadMe.io via MCP.
Statsig MCP Server
Manage feature gates, experiments, and analytics on Statsig's platform through MCP.
Chromatic MCP Server
Run visual regression tests and manage Storybook deployments through Chromatic via MCP.
Memcached MCP Server
Store and retrieve cached data in Memcached distributed memory cache via MCP.
Drone CI MCP Server
Manage CI/CD pipelines and builds on Drone's container-native platform via MCP.
Codeberg MCP Server
Manage repositories, issues, and PRs on Codeberg's open-source Git forge via MCP.
WebDAV MCP Server
Access and manage files on WebDAV servers for remote file operations via MCP.
Countly MCP Server
Track user analytics, crashes, and push notifications through Countly via MCP.
Puppeteer PDF MCP Server
Generate PDFs from web pages using Puppeteer's headless Chrome rendering via MCP.
mParticle MCP Server
Manage customer data integration and audience targeting through mParticle via MCP.
Turso Edge MCP Server
Manage and query Turso's embedded replicas at the edge via MCP.
Xero MCP Server
Manage accounting, invoicing, and financial data in Xero through MCP tools.
VWO MCP Server
Run A/B tests and manage feature flags through VWO's optimization platform via MCP.
Evidence MCP Server
Build data-driven reports and dashboards using Evidence's Markdown-based BI via MCP.
Process Manager MCP Server
Manage system processes, services, and background tasks through MCP.
Heap MCP Server
Query automatic event tracking and user analytics data from Heap through MCP.
Fortify MCP Server
Run static application security testing through Micro Focus Fortify via MCP.
Oracle Cloud MCP Server
Manage Oracle Cloud Infrastructure resources including compute, networking, and databases via MCP.
IP Geolocation MCP Server
Look up geographic location and ISP data for IP addresses through MCP.
Talisman MCP Server
Prevent secrets from being committed to Git repositories using Talisman via MCP.
Vagrant MCP Server
Manage development virtual machines using Vagrant through MCP.
BambooHR MCP Server
Manage employee data, time-off, and HR reports in BambooHR through MCP.
Cron MCP Server
Manage cron jobs, scheduled tasks, and recurring automations through MCP.
Moodle MCP Server
Manage courses, quizzes, and student progress in Moodle LMS through MCP.
DNS Lookup MCP Server
Perform DNS queries for A, AAAA, MX, TXT, and other record types via MCP.
Spacelift MCP Server
Manage infrastructure-as-code stacks and policies on Spacelift via MCP.
API Mock MCP Server
Create mock API endpoints for testing and development through MCP.
SeaweedFS MCP Server
Store and retrieve files in SeaweedFS's distributed file system via MCP.
Booking.com MCP Server
Search hotels and accommodations through Booking.com's affiliate API via MCP.
Crisp MCP Server
Manage live chat conversations and customer messaging through Crisp via MCP.
Front MCP Server
Manage shared inboxes and customer conversations in Front via MCP.
Scaleway MCP Server
Manage cloud instances, Kubernetes, and serverless functions on Scaleway via MCP.
Apache Parquet MCP Server
Read and analyze Apache Parquet columnar data files through MCP.
Pushover MCP Server
Send priority push notifications to mobile devices and desktops through Pushover via MCP.
Pinata MCP Server
Pin and manage files on IPFS through Pinata's pinning service via MCP.
Wiz MCP Server
Access cloud security posture data, vulnerability findings, and compliance from Wiz via MCP.
Ping Identity MCP Server
Manage single sign-on and identity federation through Ping Identity via MCP.
Linode MCP Server
Manage Linode/Akamai cloud instances, volumes, and networking through MCP.
KeyDB MCP Server
Interact with KeyDB's multi-threaded Redis-compatible in-memory database through MCP.
GitGuardian MCP Server
Detect and manage exposed secrets in code repositories using GitGuardian via MCP.
Civo MCP Server
Manage Kubernetes clusters and cloud resources on Civo's developer cloud via MCP.
Hetzner MCP Server
Manage Hetzner Cloud servers, networks, and load balancers through MCP tools.
Memory MCP Server (Grizzly Peak)
Store, search, and manage persistent memories with tagging and categorization for AI agents via MCP.
Alibaba Cloud MCP Server
Manage Alibaba Cloud ECS instances, OSS storage, and other services through MCP.
Telnyx MCP Server
Send SMS, make calls, and manage communications through Telnyx's carrier-grade APIs via MCP.
Lacework MCP Server
Monitor cloud workload security and detect anomalies through Lacework via MCP.
Help Scout MCP Server
Manage customer support conversations and knowledge bases in Help Scout via MCP.
Tealium MCP Server
Manage tag management and customer data collection through Tealium via MCP.
WHOIS MCP Server
Look up domain registration information and ownership details via MCP.
Invoice Generator MCP Server
Generate professional invoices from structured data through MCP.
WebSocket Tester MCP Server
Connect to and interact with WebSocket servers for real-time testing via MCP.
iCloud Drive MCP Server
Access and manage files stored in Apple iCloud Drive via MCP.
Chess.com MCP Server
Access chess game data, puzzles, and player statistics from Chess.com via MCP.
Wasabi MCP Server
Store and manage files in Wasabi's S3-compatible hot cloud storage via MCP.
Speed Test MCP Server
Run internet speed tests and network diagnostics through MCP.
Matomo MCP Server
Access self-hosted web analytics from Matomo, the open-source Google Analytics alternative, via MCP.
Basecamp MCP Server
Manage projects, to-dos, and messages in Basecamp through MCP.
Archive Manager MCP Server
Create and extract ZIP, TAR, GZIP, and other archive formats through MCP.
Hotjar MCP Server
Access heatmaps, session recordings, and user feedback from Hotjar through MCP.
Resemble AI MCP Server
Clone voices and generate speech using Resemble AI's synthesis platform via MCP.
Uptime Robot MCP Server
Monitor website uptime, response times, and alert configurations through MCP.
URL Shortener MCP Server
Create and manage shortened URLs through various URL shortening services via MCP.
JSON Formatter MCP Server
Format, validate, and transform JSON data through MCP tools.
Simple Analytics MCP Server
Access minimalist, privacy-first web analytics from Simple Analytics via MCP.
Chartbeat MCP Server
Monitor real-time website traffic and content engagement through Chartbeat via MCP.
Figma Tokens MCP Server
Extract and manage design tokens from Figma files through MCP.
SSL Checker MCP Server
Check SSL/TLS certificate validity, expiration, and configuration for domains via MCP.
Email Template Builder MCP Server
Create and render responsive email templates through MCP.
Form Builder MCP Server
Create and manage web forms with validation and submission handling via MCP.
Sitemap Generator MCP Server
Generate and validate XML sitemaps for websites through MCP.
YAML Processor MCP Server
Parse, validate, and transform YAML files through MCP.
UUID Generator MCP Server
Generate and validate UUIDs, ULIDs, and other unique identifiers via MCP.
Regex Tester MCP Server
Test, debug, and explain regular expressions through MCP tools.
Vultr MCP Server
Manage Vultr cloud compute, Kubernetes, and object storage through MCP tools.
Abstract API MCP Server
Access multiple utility APIs (IP, email, phone validation) through Abstract's platform via MCP.
Mega Cloud MCP Server
Store and share files on MEGA's encrypted cloud storage via MCP.
SVG Optimizer MCP Server
Clean, minify, and optimize SVG files for web use via MCP.
Color Palette MCP Server
Generate, analyze, and convert color palettes for design workflows via MCP.
Schema Validator MCP Server
Validate JSON data against JSON Schema definitions through MCP.
Lottie MCP Server
Generate, preview, and manage Lottie animations for web and mobile via MCP.
FullStory MCP Server
Access session replay data, event analytics, and user journey insights from FullStory via MCP.
Better Stack MCP Server
Monitor uptime, manage incidents, and access logs through Better Stack via MCP.
Markdoc MCP Server
Parse and render Markdoc documents for structured documentation via MCP.
Keen.io MCP Server
Collect, analyze, and visualize custom event data through Keen.io via MCP.
Google Fonts MCP Server
Browse and download Google Fonts for web and design projects via MCP.
Mouseflow MCP Server
Analyze user sessions with recordings and heatmaps through Mouseflow via MCP.
Base64 MCP Server
Encode and decode Base64 data for file handling and API integration via MCP.
Hash Generator MCP Server
Generate cryptographic hashes (MD5, SHA-256, etc.) for data integrity verification via MCP.
pCloud MCP Server
Manage files and sharing on pCloud's European cloud storage via MCP.
TOML Processor MCP Server
Parse and manipulate TOML configuration files through MCP.
Pirsch MCP Server
Access Pirsch's cookie-free, privacy-compliant web analytics through MCP.