MCP Directory

Access foundation models via AWS Bedrock — Claude, Llama, Mistral, and more.

Manage Azure resources, subscriptions, and deployments via the Azure Resource Manager API.

Search and retrieve web results through Brave Search for grounded assistant responses.

Structured web data extraction powered by Bright Data's proxy and scraper infrastructure.

Vector search, document storage, and full-text search with the open-source AI application database.

Open-source embedding database for LLM apps — persistent and in-memory modes.

Deploy, configure, and interrogate Cloudflare Workers, KV, R2, D1, and other platform resources.

Create, update, and publish content entries and assets in Contentful CMS.

Inject up-to-date library documentation and code examples directly into any Cursor or MCP prompt.

Run analytical SQL queries on local DuckDB databases and Parquet/CSV files in-process.

Run code safely in E2B cloud sandboxes with full execution environment support.

Official ElevenLabs MCP server for AI-powered text-to-speech, voice cloning, and audio generation.

Research-focused Exa integration for high-quality web and content retrieval.

Search Engine made for AIs. Retrieve semantically relevant web results using Exa's neural search API.

Make HTTP requests — GET, POST, PUT, DELETE — from your AI assistant and parse web content or API responses via MCP.

Extract design tokens, components, and inspect Figma frames via AI-powered MCP tools.

Safely expose local file operations to MCP-compatible clients and assistants.

Read, write, and navigate local filesystem — files, directories, and file metadata — via MCP with path restrictions.

Read and write Firebase Realtime Database, Firestore, and Firebase Auth data.

Scrape and extract clean web data from any URL with Firecrawl's powerful crawling engine.

Crawl and extract clean, LLM-ready content from any website — including JavaScript-rendered pages — via MCP.

Read Git repository history, diffs, branches, commits, and file contents directly from local or remote repos via MCP.

Access GitHub issues, pull requests, and repository metadata through MCP.

GitHub's official MCP server for managing repos, issues, PRs, and CI workflows via natural language.

Official GitHub MCP server for reading repositories, issues, PRs, code search, and user data through GitHub APIs.

Search, read, and manage Google Drive files, Docs, Sheets, and Slides content from your AI assistant.

Geocode addresses, get directions, and search places using the Google Maps Platform APIs.

Query Grafana dashboards, panels, and data sources via the Grafana HTTP API.

Read and write secrets, manage policies, and configure auth methods in HashiCorp Vault.

Execute code in Jupyter kernels, create notebooks, and inspect cell outputs via Jupyter Server.

Query and manage Kubernetes clusters, pods, deployments, services, and namespaces from your AI assistant.

Unified LLM gateway supporting 100+ providers with a single OpenAI-compatible interface.

A curated MCP toolkit by 21st.dev for rapid product and workflow automation.

Persistent memory infrastructure for personalized and stateful assistants.

Store and retrieve structured memory for longer-lived agent interactions.

Persistent key-value memory for AI assistants — store, retrieve, and search facts across sessions via MCP.

Manage Neon serverless Postgres databases, branches, and queries via AI.

Use Notion as an AI memory layer — read/write pages, databases, and blocks via Notion API.

Read, search, and write to Notion pages, databases, and blocks via MCP.

Expose any REST API as MCP tools by pointing at an OpenAPI / Swagger spec.

Official Playwright MCP server from Microsoft for AI-powered browser automation and testing.

Query and inspect PostgreSQL databases from MCP clients in a controlled way.

Browser automation server for scripted page interaction and extraction tasks.

Sync and manage files across 70+ cloud storage providers using Rclone.

Run thousands of open-source AI models (image, video, audio, text) via Replicate's API.

Query and update Salesforce CRM records, run SOQL, and manage leads and opportunities.

Interact with Slack channels and messages from an MCP-integrated assistant.

Official Stripe MCP for managing payments, customers, invoices, and subscriptions.

Interact with Supabase databases, authentication, storage, and edge functions directly from your AI assistant.

HashiCorp Terraform MCP server for infrastructure planning workflows.

Manage Vercel deployments, projects, domains, and environment variables via AI.

Search YouTube videos, retrieve transcripts, and access channel/playlist metadata.

Persistent long-term memory for AI agents using Zep's memory and user graph APIs.

Apify Actors integration for web extraction and automation jobs via MCP.

Access and query Aerospike's real-time NoSQL database for high-throughput workloads.

Create and manage pages, edgeless canvases, and workspaces in AFFiNE's open-source Notion alternative.

Manage Airbyte connections, sources, destinations, and sync jobs via the Config API.

Query, create, and update Airtable bases and records via AI-powered MCP integration.

Query Algolia search analytics — click rates, conversion rates, no-results queries, and A/B test results via MCP.

Query Algolia search indexes and manage records via AI-powered MCP tools.

Alibaba Cloud ADB MySQL server connector for database operations through MCP.

Observability integration for Alibaba Cloud telemetry and diagnostics.

Connect to Google AlloyDB, the fully managed PostgreSQL-compatible database for enterprise workloads.

Generate and publish Allure test reports from any test framework output.

Fetch real-time and historical stock prices, forex, and crypto data from Alpha Vantage.

Query and manage Amazon Redshift clusters via the AWS Redshift Data API.

Send, receive, and manage messages in Amazon SQS queues via the AWS SDK.

Query Amplitude analytics events, funnels, and cohorts from your AI assistant.

Create, review, and manage Anki flashcard decks programmatically via AnkiConnect.

Run Ansible playbooks and manage automation tasks via AI-powered MCP.

Use Claude models programmatically as tools within your MCP workflow.

Trigger, monitor, and inspect DAG runs in Apache Airflow via its stable REST API.

Query and mutate Apache Cassandra keyspaces and tables using CQL.

Access Apache HBase for scalable, distributed columnar storage on Hadoop.

Produce, consume, and inspect Kafka topics, offsets, and consumer groups via MCP.

Submit Spark jobs, query catalogs, and inspect job status via Spark's REST and JDBC APIs.

Execute SQL queries and manage charts in Apache Superset's BI platform.

Use 3,000+ pre-built cloud tools for web extraction and data workflows via Apify Actors.

Find prospects, companies, and sequences in Apollo.io's sales intelligence platform.

Interact with Appwrite's databases, storage, auth, and functions via the Server SDK.

Multi-model database — graph, document, and key-value via ArangoDB's REST API.

Sync and inspect Argo CD applications and rollout health via the Argo CD REST API.

Search and analyze arXiv papers through MCP for technical research workflows.

Search and retrieve academic papers from ArXiv for AI, ML, and scientific research.

Create and manage Asana tasks, projects, and workspaces via AI-driven natural language.

Automation-oriented MCP server for executing repeatable agent workflows.

Transcribe and analyze audio/video with AssemblyAI's speech intelligence platform.

Automate Terraform plan and apply via pull requests with Atlantis GitOps workflows.

Update component status, create incidents, and manage subscribers on Atlassian Statuspage.

Query Amazon Bedrock Knowledge Bases using natural language to retrieve relevant information.

Get prescriptive CDK advice, check CDK Nag rules, and discover AWS Solutions Constructs patterns.

Query CloudWatch metrics, logs, alarms, and dashboards via the AWS SDK.

Fetch, convert, and search AWS documentation with related content recommendations.

Push, pull, and manage Docker images in Amazon Elastic Container Registry.

Manage Amazon ECS clusters, services, and tasks for containerized application deployments.

Interact with Amazon EKS managed Kubernetes clusters for cloud-native workload management.

Orchestrate ETL jobs, crawlers, and data catalogs in AWS Glue for serverless data integration.

Inspect and manage IAM users, roles, policies, and access keys in AWS Identity and Access Management.

Query AWS Bedrock Knowledge Bases for RAG-based document retrieval using natural language from your AI assistant.

AWS Labs repository with MCP integrations for cloud-native workflows.

Invoke, deploy, and manage AWS Lambda functions directly from your AI assistant.

AWS-focused MCP integration for cloud operations and service management tasks.

Manage Amazon RDS instances, snapshots, and parameter groups via AWS SDK.

Analyze images and videos with AWS Rekognition for object detection, faces, text, and content moderation.

Manage DNS records, hosted zones, and health checks via Amazon Route 53.

List, upload, and retrieve objects from AWS S3 buckets via AI-assisted MCP.

Publish messages and manage subscriptions with Amazon Simple Notification Service.

Query and analyze Axiom logs, traces, and event data in natural language using AI.

Manage Azure Kubernetes Service clusters, node pools, and deployments via Azure Resource Manager.

Upload, download, and manage files in Azure Blob Storage containers.

Read, write, list, and delete files in Azure Blob Storage containers.

Query and mutate Azure Cosmos DB containers via the Core (SQL) and Mongo APIs.

Run KQL queries against Azure Data Explorer (Kusto) for log analytics and time-series data.

The official MCP server for Azure DevOps to manage pipelines, repos, and work items.

Invoke and manage Azure Function apps and their HTTP-triggered or durable functions.

Store, retrieve, and rotate secrets, keys, and certificates using Azure Key Vault.

Access GPT-4, embeddings, and DALL-E via Azure OpenAI Service endpoints.

Store and retrieve files in Backblaze B2 cloud storage at low cost.

Browse the software catalog, TechDocs, and scaffolder templates in your Backstage developer portal.

Manage projects, to-dos, messages, and schedules in Basecamp team project management.

Build and test Bazel targets across monorepos with remote execution support.

Monitor uptime, on-call schedules, and incidents via Better Stack (formerly Logtail + Uptime).

Run SQL queries and explore datasets in Google BigQuery via MCP.

Read Bitbucket repositories, pull requests, pipelines, and workspace data from your AI assistant.

Create deduplicated, encrypted backups with BorgBackup for efficient long-term storage.

Interact with Box's intelligent content management platform using Box AI.

Send transactional emails, manage contacts, and run campaigns via Brevo's API.

Access reliable, real-time web data at scale using Bright Data's proxy and scraping network.

Remote browser sessions for robust automation and web task execution.

Headless Chrome as a service via Browserless.io, with Puppeteer and Playwright APIs.

Build, lint, and generate code from Protocol Buffer schemas using the Buf CLI.

Manage Buildkite pipelines and builds from your AI assistant.

Create and manage bookings, event types, and availability on Cal.com scheduling platform.

Persistent key-value storage for mobile/web apps using Capacitor's storage plugin.

Build, test, and manage Rust crates using Cargo via MCP tool calls.

Discover internet-facing assets and certificates via Censys's internet scan database.

Ultra-fast inference on Cerebras Wafer-Scale Engine chips for LLMs.

Connect AI agents to the Chargebee subscription billing and revenue management platform.

Run and inspect synthetic monitoring checks on Checkly for API and browser tests.

Parse and query HTML/XML with jQuery-like selectors using Cheerio for lightweight scraping.

Enable AI agents to inspect and fix build failures directly from CircleCI pipelines.

Build and deploy visual AI models for image classification, detection, and segmentation via Clarifai.

Enrich leads with company and person data from Clearbit's B2B data platform.

Query and analyze data in ClickHouse's fast columnar database using natural language.

Manage ClickUp tasks, spaces, and time tracking via the ClickUp API v2.

Manage Cloudflare resources and edge services from MCP-aware assistants.

Access and manage Cloudflare R2 object storage for zero-egress-cost storage.

Read and write key-value pairs in Cloudflare Workers KV from any environment.

Upload, transform, and manage media assets in Cloudinary's cloud-based media platform.

CockroachDB MCP connector for distributed SQL inspection and operations.

Run distributed SQL queries on CockroachDB Serverless via AI-powered MCP.

Execute code in isolated sandboxes — Python, JavaScript, bash — and return output results via MCP.

Monitor Codefresh GitOps pipelines, Argo workflows, and deployment status via MCP.

Create and manage CodeSandbox environments, fork templates, and run code previews from your AI assistant.

Build and query knowledge graphs from unstructured data using Cognee's memory platform.

Generate text embeddings, rerank search results, and run RAG workflows using Cohere's embedding models via MCP.

Access Cohere's language models, embeddings, and rerank APIs from any MCP-compatible client.

Official CoinGecko MCP for real-time crypto price and market data across 200+ blockchains and 8M+ tokens.

Expose desktop automation via Anthropic's computer use capability as a standalone MCP server for browser + GUI control.

Search, read, and create Confluence pages and spaces from your AI assistant.

Manage ConvertKit subscribers, sequences, tags, and broadcasts via the Creator API.

Introspect and query your apps deployed to Convex, the backend-as-a-service platform.

Query and manage Couchbase buckets with N1QL and full-text search capabilities.

Query and manage Apache CouchDB — documents, views, design documents, and replication via MCP.

Orchestrate Coze's AI bots, workflows, and knowledge bases via the Coze API.

Build reliable web crawlers with Crawlee's Playwright/Puppeteer-based framework.

Manage cloud infrastructure as Kubernetes objects using Crossplane providers and compositions.

Search scholarly metadata, DOIs, and citation counts via the Crossref REST API.

Query semantic data models and build metrics APIs with Cube's headless BI layer.

Connect MCP servers to Cursor IDE for AI-powered code context and tool use.

Run Cypress end-to-end tests, inspect test recordings, and control the Test Runner via MCP.

Build and run containerized CI/CD pipelines as code using the Dagger engine.

Launch and monitor Dagster jobs, assets, and schedules via Dagit's GraphQL API.

Interact with Dapr sidecar APIs — invoke services, manage state, send pub/sub messages, and query bindings via MCP.

Submit and monitor distributed Dask computations on local or remote clusters.

Run notebooks, queries, and jobs on Databricks via AI-assisted MCP tools.

Query Datadog metrics, logs, traces, and dashboards from your AI assistant.

Automate ML model building, deployment, and monitoring with DataRobot's AutoML platform.

Serverless vector + document database via DataStax Astra DB for RAG and AI apps.

Official dbt MCP server for project metadata, model info, and semantic layer querying.

Run dbt commands, explore models, view documentation, and query lineage graphs from your AI assistant.

Real-time and batch speech recognition powered by Deepgram's Nova-2 models.

Translate text and documents into 30+ languages with DeepL's AI-powered translation engine.

Access DeepSeek reasoning and chat models via MCP for cost-effective AI inference.

Read and write Delta Lake tables with ACID transactions for reliable big data lake operations.

Create, start, and manage VS Code Dev Containers for reproducible development environments.

Extract structured data from any web page using Diffbot's AI web scraping API.

Build and invoke LLM apps, chatbots, and agents in Dify's open-source LLM platform.

Manage DigitalOcean droplets, Kubernetes clusters, databases, and domains via DO API.

S3-compatible object storage on DigitalOcean Spaces CDN-backed infrastructure.

Read and send messages, manage channels, and interact with Discord servers via MCP.

Manage Docker containers, images, volumes, and networks via AI-assisted commands.

Build, preview, and deploy Docusaurus documentation sites via the CLI and API.

Send documents for eSignature, track envelope status, and manage signing workflows in DocuSign.

Browse, upload, and manage files in Dropbox using AI-powered MCP integration.

Query, scan, and manage AWS DynamoDB tables with full support for expressions and GSIs.

Query Dynatrace metrics, problems, and entities via the Dynatrace API v2.

Run Python code securely in E2B cloud sandboxes — execute snippets, install packages, and return outputs via MCP.

Run secure cloud sandboxes and code execution tasks through MCP.

Run containerized builds consistently across local and CI environments with Earthly.

Query EdgeDB instances using EdgeQL, including schema inspection and migrations.

Query Elastic APM service maps, transaction data, error traces, and uptime monitors from your AI assistant.

Search, query, and manage Elasticsearch indexes using natural language.

Inspect Envoy proxy admin API — query cluster stats, listener configs, routes, and health checks via MCP.

Query Ethereum transactions, wallet balances, token transfers, and smart contract data via Etherscan.

Generate images via EverArt's AI model fine-tuning platform from your AI assistant with consistent brand style.

A comprehensive reference server demonstrating broad MCP tool coverage.

Test and demo MCP server with all resource types — useful for developing and testing MCP clients.

Build data-driven reports and apps with Evidence's SQL + Markdown framework.

Neural search with neural embeddings — find the most relevant web content for any query.

Build, submit, and update Expo React Native apps using EAS CLI and Expo APIs.

Graph database queries and knowledge graph operations on FalkorDB via Cypher.

Manage Fastly services, purge caches, and inspect edge configuration via the Fastly API.

Query and mutate Fauna databases using FQL v10 for serverless workloads.

Serve and retrieve ML features from Feast feature store for training and inference.

Retrieve and normalize external URLs for MCP clients without custom wrappers.

Stock market API made for AI agents — access fundamentals, prices, and financial statements.

Interact with Firebase services including Firestore, Auth, and Storage via AI assistants.

Fastest open-source model inference with function calling on Fireworks AI.

Control Fivetran connectors, schemas, and sync schedules via the Fivetran REST API.

Invoke Flowise AI flows and chatflows with custom inputs via the Prediction API.

Inspect Fluentd buffer stats, plugin metrics, and configuration status via the monitoring API from your AI assistant.

Inspect and manage Flux GitOps reconciliation, Kustomizations, HelmReleases, and source resources via MCP.

Kubernetes-focused MCP server for GitOps-oriented cluster workflows.

Deploy, scale, and inspect Fly apps and machines via the Fly Machines REST API.

Traverse personal knowledge graphs in Foam, a VS Code-based Roam Research alternative.

Manage Freshdesk tickets, contacts, and knowledge base articles via the Freshdesk API.

Manage IT service management tickets, assets, and CMDB in Freshservice.

Read and compose Front conversations, manage inbox assignments, create contacts, and query analytics via MCP.

Transfer files via FTP/SFTP with support for passive mode and directory traversal.

Query FullStory session recordings metadata, user journey events, and rage click data via MCP.

Manage Google Kubernetes Engine clusters, node pools, and workloads via GCP APIs.

Publish and subscribe to messages on Google Cloud Pub/Sub for event-driven architectures.

Connect to any SQL database via standard JDBC/ODBC connection strings for universal SQL query access.

Run automated browser tests and visual regression checks via Ghost Inspector.

Publish posts, manage members, and automate newsletters on Ghost blogging platform.

Search, retrieve, and embed GIFs from GIPHY's vast animated image library.

Run repository-aware Git actions from an MCP client with explicit tool boundaries.

Trigger and inspect GitHub Actions workflows, runs, and logs via AI.

Interact with GitLab repositories, merge requests, issues, CI pipelines, and project data via MCP.

Read, search, compose, and send emails via Gmail API in your AI workflows.

Calendar scheduling and event management through MCP operations.

Manage GCP projects, IAM, billing, and resources across all Google Cloud services.

Official MCP server to deploy and manage services on Google Cloud Run.

Deploy, manage, and invoke serverless containers on Google Cloud Run.

List, upload, download, and manage objects in Google Cloud Storage buckets.

Create, read, and edit Google Docs documents, append content, and manage sharing.

List, read, and write files in Google Drive using the official API.

Create Google Forms, manage questions, and retrieve form responses via the Forms API.

Spreadsheet automation and read/write workflows through Google Sheets APIs.

Fetch search trend data and interest-over-time graphs from Google Trends for market research.

Workspace-wide integration spanning Google apps and collaboration tooling.

Convert HTML, URLs, and Office files to PDF using the Gotenberg Docker service.

Self-hosted push notifications server — send messages to Gotify apps on any device.

Run Gradle tasks, inspect build graphs, and manage Java/Kotlin project builds.

Query Loki log streams with LogQL, explore label values, and tail recent logs from your AI assistant.

Search dashboards, investigate incidents and query datasources in your Grafana instance.

Search distributed traces, inspect spans, and query trace attributes in Grafana Tempo via MCP.

Introspect and query GraphQL APIs, browse schemas, and execute operations programmatically.

Validate data quality with Great Expectations suites and checkpoints.

Access job postings, candidates, and hiring workflows in Greenhouse ATS.

Ultra-fast LLM inference via Groq's LPU hardware, exposed as an MCP tool.

Create and manage feature flags and experiments on the GrowthBook platform.

Access GrowthBook feature flags and A/B test results via MCP for AI-assisted experimentation analysis.

Interact with gRPC services via reflection or protobuf definitions through a natural-language interface.

Search and retrieve knowledge cards from Guru's internal knowledge management platform.

Track and query Hacker News discussions for trend and signal detection.

Fetch top stories, comments, and job posts from Hacker News via MCP.

Access Harness platform data including pipelines, repositories, logs, and artifact registries.

Interact with Harness CI/CD pipelines, deployments, feature flags, and cost management via MCP.

Service discovery, health checking, and key/value storage via HashiCorp Consul.

Schedule and manage Nomad jobs, query allocation status, view logs, and inspect cluster topology via MCP.

Query and manage Hasura GraphQL Engine — run queries, inspect metadata, and manage permissions via MCP.

Check if email addresses or passwords appear in known data breaches via HIBP API.

Build RAG pipelines with Haystack's components: document stores, retrievers, and generators.

Query Heap user behavioral analytics — sessions, events, funnels, and retention data from your AI assistant.

Monitor, cache, and rate-limit LLM API calls with Helicone's observability proxy.

Install, upgrade, and manage Kubernetes Helm charts and releases via the Helm SDK.

Access Help Scout conversations, mailboxes, customers, and reports from your AI assistant via MCP.

Provision and manage Hetzner Cloud servers, volumes, and load balancers.

Run Hex projects and query their notebooks programmatically via the Hex API.

Install, upgrade, and manage macOS/Linux packages through the Homebrew package manager.

Query Honeycomb datasets, run structured queries, and inspect trace data for wide-event observability via MCP.

Access Hotjar heatmap data, recording metadata, survey responses, and funnel reports via MCP.

Human-friendly HTTP client for testing APIs with HTTPie's intuitive CLI syntax.

Make synchronous and async HTTP requests with full HTTP/2 support via HTTPX.

Interact with HubSpot CRM contacts, deals, companies, and pipelines via AI.

Access and run HuggingFace models and Inference API endpoints via MCP.

Find and verify professional email addresses for any domain via Hunter.io.

Access iCloud Drive files and documents via the iCloud API for Apple ecosystem workflows.

Upload, optimize, and transform images on-the-fly using ImageKit's real-time CDN.

Create and manage incidents, actions, and timelines in incident.io's response platform.

Query and write time-series metrics to InfluxDB using Flux or InfluxQL.

Access Insomnia API collections, run requests, and manage workspaces from your AI assistant via MCP.

Manage Intercom conversations, users, and in-app messages via the Intercom API.

Search and retrieve archived web pages, books, and media from the Internet Archive Wayback Machine.

Add, retrieve, and pin content on the InterPlanetary File System for decentralized storage.

Look up geolocation, ASN, carrier, and abuse data for any IP address via IPinfo.

Query Jaeger distributed trace data — search traces by service, operation, tags, and time range via MCP.

Query Jenkins build status, trigger jobs, view logs, and manage pipeline configurations via MCP.

Run Jest test suites, watch test files, and parse coverage reports via MCP.

Work on your code with JetBrains IDEs using AI-powered MCP integration.

Manage artifacts, repositories, and build metadata across JFrog Artifactory.

Convert any URL to clean LLM-ready text using Jina's Reader API (r.jina.ai).

Convert any URL into clean, LLM-ready markdown using Jina's reader API from your AI assistant via MCP.

Jira issue and project workflows integrated into MCP toolchains.

Search, create, and update Jira issues, projects, and sprints directly from your AI assistant workflow.

Read and write notes, notebooks, and tags in Joplin, the open-source note-taking app.

Run k6 load tests, parse performance results, and generate HTML reports via MCP.

Kubernetes MCP endpoint for cluster-aware automation and command execution.

Search the web using Kagi's premium, ad-free search API for high-quality results.

Perform high-quality, private web searches and query Kagi's FastGPT for summarized answers via MCP.

Run and manage automated tests across web, mobile, and API with Katalon Studio.

Search Elasticsearch indices through Kibana, run KQL queries, and view dashboard data via MCP.

Manage Klaviyo profiles, lists, flows, and campaigns for email and SMS marketing.

Manage Kubernetes clusters, pods, deployments, and services via natural language.

Customize Kubernetes manifests without templating using Kustomize's overlay system.

Manage annotation projects, tasks, and labels in Label Studio for ML training data.

Run cross-browser tests on 3000+ browser and OS combinations via LambdaTest cloud.

Store and query embeddings in LanceDB — a serverless vector database optimized for AI/ML workloads via MCP.

Expose LangChain chains, retrievers, and tools as MCP callable actions.

Collaborate on, version, evaluate, and release prompts with Langfuse prompt management.

Trace, debug, and evaluate LLM application runs via LangSmith's observability platform.

Send messages, manage docs, and access Lark (Feishu) contacts via the Open API.

Manage feature flags, targeting rules, and experiments in LaunchDarkly.

Git hooks manager for running tests, linters, and formatters on commit/push.

Run BI queries and retrieve dashboards from Lightdash, the open-source dbt-native BI tool.

Run automated Lighthouse audits for performance, accessibility, SEO, and best practices.

Query Lightstep (ServiceNow Cloud Observability) traces, service latency, and error rate data via MCP.

Create, update, and query Linear issues, projects, teams, and cycles with full GraphQL API support via MCP.

Manage Linear issues, projects, and cycles directly from your AI assistant.

Official Linear MCP server — create, update, and search issues, projects, and cycles with type-safe Linear API access.

S3-compatible object storage on Linode (Akamai) infrastructure.

Track, version, and deploy database schema changes with Liquibase migrations.

Build data-aware AI agents and RAG pipelines using the LlamaIndex framework via MCP.

Run local large language models and expose them via OpenAI-compatible API with LM Studio.

Access OpenTelemetry traces and metrics through Pydantic Logfire.

Query LogRocket session replay data, error reports, and performance metrics from your AI assistant.

Query and create pages, blocks, and journals in Logseq's local-first knowledge base.

Access Loom videos, workspaces, and sharing links for async video communication.

Send email campaigns and transactional loops to your SaaS user base via Loops.

Create and manage Lucidchart diagrams, flowcharts, and org charts programmatically.

Control macOS system functions — open apps, manage windows, take screenshots, and run AppleScript via MCP.

Manage Mailchimp audiences, campaigns, and automations via the Marketing API.

Interact with the Mailgun email API for sending, tracking, and managing emails.

Turn Make automation scenarios into callable tools for AI assistants.

Access geospatial intelligence via Mapbox APIs: geocoding, POI search, directions, and isochrones.

Connect and query MariaDB databases with full SQL support via a secure MCP layer.

Post messages, manage channels, and create webhooks on Mattermost team chat.

General browser MCP endpoint for scripted page interactions and retrieval.

Automate web forms, links, and cookies with Mechanize's stateful browser simulation.

End-to-end encrypted file storage and sharing on MEGA's privacy-first cloud platform.

Perform fast, typo-tolerant full-text search with Meilisearch via MCP.

Orchestrate ELT pipelines with Meltano's open-source DataOps platform and plugin ecosystem.

Get, set, and manage cached data in Memcached for high-performance in-memory storage.

Query real-time graph data with Cypher using Memgraph's in-memory graph database.

Send SMS, WhatsApp, and email messages via MessageBird's omnichannel API.

Run Metabase questions and dashboards programmatically via the Metabase API.

Query Microsoft Clarity session insights, scroll depth, and click maps from your AI assistant.

Send messages, read chats, and manage Teams channels via AI-powered MCP integration.

Store and query high-dimensional vectors in Milvus for semantic search and RAG pipelines.

S3-compatible object storage on self-hosted MinIO clusters.

Create and deploy beautiful developer documentation with Mintlify's docs platform.

Create and edit Miro boards, sticky notes, diagrams, and collaborative visual workspaces.

Connect to Mistral AI models (Mistral Large, Mixtral) for chat, completion, and embeddings.

Access Mixpanel product analytics, events, and insights via natural language.

Manage ML lifecycle with MLflow: log runs, register models, and serve predictions.

Intercept and mock API requests in browser and Node.js environments with MSW.

Mock REST APIs locally with Mockoon — define routes, responses, and middleware.

Deploy and run AI inference functions on Modal's serverless GPU cloud infrastructure.

Deploy and invoke Modal functions, access GPU compute, and run inference workloads from your AI assistant via MCP.

Run Mode reports, query notebooks, and access datasets via Mode's API.

Create items, update statuses, and query boards on Monday.com via GraphQL API.

Official MongoDB Atlas MCP for managing clusters, data, and analytics at scale.

Query and manage MongoDB databases, collections, and documents via natural language.

Monitor data quality, view lineage, and manage incidents with Monte Carlo's data observability platform.

Task runner and monorepo management tool for Node.js, Rust, and Deno projects.

Cloud-native DuckDB with MotherDuck: run hybrid local/cloud analytical queries.

Run autonomous browser agents that complete web tasks end-to-end with MultiOn.

MySQL server interface for MCP-driven query and schema workflows.

Trigger, inspect, and manage n8n automation workflows via AI-powered MCP tools.

Access NASA's open datasets: APOD, Mars rover photos, NEO objects, and more.

Publish/subscribe and request/reply on NATS messaging clusters including JetStream.

Query and manage Neo4j graph databases using Cypher queries — nodes, relationships, and graph analytics via MCP.

Neon database integration for MCP-enabled provisioning and query operations.

Deploy sites, manage functions, and control domain config via the Netlify API.

Query APM metrics, alerts, and NRQL dashboards via New Relic's GraphQL NerdGraph API.

Search top headlines and news articles across 80,000+ sources via newsapi.org.

Access files, calendars, contacts, and notes on self-hosted Nextcloud instances.

Automated end-to-end testing using Nightwatch.js with W3C WebDriver support.

Reproducible builds and declarative system configuration via the Nix package manager.

Sync Notion calendar databases with events, reminders, and recurring blocks.

Use Notion databases as a lightweight CRM — manage contacts, deals, and notes.

Search and retrieve package info, versions, and download stats from the NPM registry.

Send and receive push notifications to any device via ntfy's open-source pub-sub service.

Run NVIDIA NIM microservices for optimized LLM, vision, and speech inference.

Build, test, and generate code in Nx monorepos with smart task execution and caching.

Create and update Observable notebooks and Framework apps with live data.

Knowledge base operations for Obsidian vaults through MCP tools.

Trigger and monitor deployments across environments with Octopus Deploy's release management.

Run local LLMs via Ollama and expose them as MCP tools for offline AI inference.

Upload, download, and manage files in Microsoft OneDrive via Microsoft Graph API.

Search books, authors, and editions using the Open Library API from Internet Archive.

Use OpenAI Agents SDK tools — web search, file search, computer use, and code interpreter — exposed as MCP endpoints.

Access GPT models, Assistants API, and vector stores via MCP-native interfaces.

Query OpenAlex's index of 250M+ scholarly works, authors, and institutions.

Parse OpenAPI/Swagger specs and generate type-safe client SDKs, mock servers, and API docs via MCP.

Access financial market data, economic indicators, and investment research via the OpenBB Platform.

Search global company registry data from 160+ jurisdictions via OpenCorporates.

OpenLink observer server for monitoring data and event stream access.

Screen entities against global sanctions, PEP, and watchlist datasets via OpenSanctions.

Manage OpenShift clusters, projects, routes, builds, and DeploymentConfigs via MCP.

Query OpenStreetMap for geocoding, POIs, routes, and geographic data.

Query distributed traces and spans from OpenTelemetry-instrumented services.

Fetch current weather, forecasts, and historical climate data via OpenWeather API.

Manage OpsGenie alerts, on-call schedules, and escalation policies via AI.

Create and manage A/B experiments and feature flags in Optimizely.

Access OCI compute, storage, and networking resources via Oracle Cloud Infrastructure APIs.

Execute SQL and PL/SQL against Oracle Database instances via thick or thin drivers.

Read and write team documentation and wikis in Outline's open-source knowledge base.

Query Overture Maps Foundation's open geospatial dataset of places, roads, and buildings.

Manage OVHcloud VPS, dedicated servers, and managed Kubernetes via OVH API.

Enterprise web scraping with residential proxies and SERP scraper via Oxylabs API.

Acknowledge, resolve, and escalate PagerDuty incidents from your AI assistant.

Run Google PageSpeed Insights audits and get Core Web Vitals scores for any URL.

Build no-code data pipelines and automations with Parabola's visual workflow editor.

Access and sync files in pCloud's zero-knowledge encrypted cloud storage.

Enrich people and company profiles with People Data Labs' 3B+ record API.

Visual regression testing with pixel-perfect screenshot comparisons via Percy.

Query Perplexity AI for real-time, web-grounded responses and research.

Run vector similarity search on PostgreSQL using the pgvector extension.

Query and manage Pinecone vector indexes for fast similarity search.

Manage deals, contacts, and activities in Pipedrive CRM via the REST API.

Access bank account data, transactions, and balances via Plaid's open banking API.

Query and manage PlanetScale serverless MySQL databases via AI-assisted workflows.

Playwright-first MCP server for deterministic browser scripting and QA.

Send SMS, make calls, and manage phone numbers globally via Plivo's communication API.

Create interactive charts, dashboards, and data visualizations with Plotly's graphing library.

Manage PocketBase collections, records, and auth users via the admin API.

Manage Python Poetry projects: add/remove deps, run scripts, and inspect lock files.

Access US stock market data, options chains, and news via Polygon.io's financial API.

Query PostHog events, feature flags, and insights for open-source product analytics.

Access Postman collections, run API tests, manage environments, and query monitor results from your AI assistant.

Send and receive transactional and broadcast emails via Postmark's reliable API.

Query datasets, refresh reports, and embed Power BI visuals via Microsoft Power BI REST API.

Manage and run pre-commit hooks for code quality gates across any language.

Manage Prefect flows, deployments, and flow runs via the Prefect Cloud or Server API.

Run distributed SQL queries across heterogeneous data sources with Presto/Trino's query engine.

Query Prometheus metrics, run PromQL expressions, and explore alert rules and service discovery targets via MCP.

Prompt optimization server that improves quality and consistency of AI requests.

Search and retrieve biomedical literature from PubMed and NCBI databases.

Manage Pulumi stacks, preview and apply infrastructure changes, and query resource state from your AI assistant.

Send push notifications to iOS and Android devices via Pushover's notification API.

Search, fetch metadata, and browse Python packages from the Python Package Index.

Vector database MCP interface for semantic search and retrieval pipelines.

Access Qlik Sense apps, reload data, and run associative queries for business analytics.

Query QuestDB's ultra-fast time-series database with SQL from your AI assistant via MCP.

Access QuickBooks accounting data: invoices, customers, expenses, and reports.

Interact with RabbitMQ queues, exchanges, and bindings using the AMQP protocol.

Deploy services, manage environments, and inspect deployments on Railway.

Save, organize, and retrieve bookmarks from Raindrop.io's visual bookmark manager.

Manage Rancher multi-cluster Kubernetes environments, workloads, catalogs, and RBAC via MCP.

Manage API documentation, guides, and changelogs on ReadMe's developer hub.

Access highlights, books, articles, and tags from your Readwise library.

Run Redash queries and access dashboards via the Redash REST API.

Search subreddits, read posts, and retrieve comments from Reddit for community research.

Manage Redis Cloud subscriptions, databases, and access control via AI.

Redis-backed MCP server for key-value data, caching, and lightweight memory.

Connect AI agents to Rememberizer's secure, searchable personal memory vault.

Manage Render services, deploy instances, and query service health via the Render API.

Automate dependency updates across repositories with Renovate's intelligent update engine.

Create, edit, and run Replit projects — access files, run code, and manage deployments from your AI assistant.

Send developer-first transactional emails via Resend's elegant API and React Email.

Manage encrypted, deduplicated backups with Restic across multiple storage backends.

Manage in-app subscriptions, customer entitlements, and revenue analytics via RevenueCat.

Read and write pages and blocks in a Roam Research graph via the Roam JS API.

Train, deploy, and query computer vision models using Roboflow's dataset and inference APIs.