# Awesome MCP Servers > Hand-curated, link-checked catalog of 253 Model Context Protocol (MCP) servers in 13 categories. Each entry has a URL, description, category, language, provider, tags, and an official flag. The website, JSON API, and these files are generated from the same data. MCP is an open protocol that lets AI applications connect to external tools and data through a standardized client-server interface. This catalog lists well-scoped, source-available servers for databases, developer tools, browsers, cloud services, and more. Entries are reviewed for a clear purpose, a public source, and recent or official maintenance. Links are checked on every pull request and weekly. Links under each category point at the upstream project, docs, or registry page. Use the Data section for the complete Markdown catalog and the JSON API. The Optional section is background an agent can skip. ## Data - [Full catalog](https://mcphq.org/llms-full.txt): Every server in Markdown, with language, provider, tags, official status, and remote endpoints when listed. - [Servers JSON](https://mcphq.org/api/servers.json): The same catalog as a JSON array. - [Categories JSON](https://mcphq.org/api/categories.json): Category ids, names, and descriptions. - [Server schema](https://github.com/mcpHQ/awesome-mcp-servers/blob/main/data/servers.schema.json): Allowed fields for each catalog entry. ## Official and Reference Servers - [MCP Everything](https://github.com/modelcontextprotocol/servers/tree/main/src/everything): Reference server exposing prompts, resources, and tools for protocol testing. (TypeScript, official) - [MCP Fetch](https://github.com/modelcontextprotocol/servers/tree/main/src/fetch): Fetch web content and convert HTML to markdown for LLM consumption. (Python, official) - [MCP Filesystem](https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem): Secure local filesystem access with configurable allowed directories. (TypeScript, official) - [MCP Git](https://github.com/modelcontextprotocol/servers/tree/main/src/git): Read, search, and manipulate Git repositories through MCP tools. (Python, official) - [MCP Inspector](https://github.com/modelcontextprotocol/inspector): Visual testing tool for debugging MCP server capabilities and messages. (TypeScript, official) - [MCP Memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory): Knowledge graph memory for persistent entities and relationships. (TypeScript, official) - [MCP Python SDK](https://github.com/modelcontextprotocol/python-sdk): Official Python SDK for building MCP servers and clients. (Python, official) - [MCP Registry](https://github.com/modelcontextprotocol/registry): Official MCP registry service and API for discovering publicly available MCP servers. (Go, official) - [MCP Sequential Thinking](https://github.com/modelcontextprotocol/servers/tree/main/src/sequentialthinking): Structured step-by-step reasoning tool for complex problem solving. (TypeScript, official) - [MCP Time](https://github.com/modelcontextprotocol/servers/tree/main/src/time): Time and timezone conversion utilities for agents and assistants. (Python, official) - [MCP TypeScript SDK](https://github.com/modelcontextprotocol/typescript-sdk): Official TypeScript SDK for building MCP servers and clients. (TypeScript, official) ## Databases and Storage - [Chroma MCP Server](https://github.com/chroma-core/chroma-mcp): Vector search and embedding storage with Chroma collections. (Python, official) - [DBHub](https://github.com/bytebase/dbhub): Universal database gateway supporting PostgreSQL, MySQL, SQL Server, SQLite, and MariaDB. (Go, official) - [Elasticsearch MCP Server](https://github.com/elastic/mcp-server-elasticsearch): Search and analyze data in Elasticsearch clusters via MCP. (TypeScript, official) - [MongoDB MCP Server](https://github.com/mongodb-js/mongodb-mcp-server): Query and manage MongoDB databases and collections from AI clients. (TypeScript, official) - [MotherDuck MCP Server](https://github.com/motherduckdb/mcp-server-motherduck): Run analytical SQL queries against local DuckDB files and MotherDuck cloud databases. (Python, official) - [Neon MCP Server](https://github.com/neondatabase/mcp-server-neon): Manage Neon Postgres databases, branches, and SQL queries via MCP. (TypeScript, official) - [Pinecone MCP Server](https://github.com/pinecone-io/pinecone-mcp): Manage Pinecone indexes and run semantic vector queries. (TypeScript, official) - [PlanetScale MCP Server](https://planetscale.com/docs/connect/mcp): Manage PlanetScale MySQL databases, branches, and schema changes. (TypeScript, official) - [Prisma MCP Server](https://www.prisma.io/docs/ai/tools/mcp-server): Manage Prisma Postgres databases, Prisma Compute deployments, and Object Storage from AI tools through a remote MCP server. (Other, official) - [Qdrant MCP Server](https://github.com/qdrant/mcp-server-qdrant): Store and retrieve vectors in Qdrant for RAG workflows. (Python, official) - [Redis MCP Server](https://github.com/redis/mcp-redis): Read and write Redis keys, lists, and data structures through MCP. (Python, official) - [Snowflake MCP Server](https://github.com/Snowflake-Labs/mcp): Query Snowflake warehouses and manage data platform resources. (Python, official) - [SQLite MCP Server](https://github.com/ktanaka101/mcp-server-duckdb): Lightweight SQLite database access for local development workflows. (Python) - [Supabase MCP Server](https://github.com/supabase-community/supabase-mcp): Community-maintained integration for Supabase projects, tables, and auth through MCP tools. (TypeScript) ## Developer Tools and Code Intelligence - [Harness MCP Server](https://github.com/harness/mcp-server): Official Harness.io MCP server for CI/CD pipelines, deployments, GitOps, and platform engineering workflows. (TypeScript, official) - [Agent QA](https://github.com/vostride/agent-qa): Run natural-language web and mobile regression tests with persistent test memory through CLI and MCP interfaces. (TypeScript) - [API.market MCP Gateway](https://api.market/mcp): Proprietary hosted OAuth gateway with five tools for API discovery, schemas, execution, usage and subscriptions; free tiers and paid plans vary by API. (TypeScript, official) - [ax](https://github.com/Necmttn/ax): Local-first MCP server for querying coding-agent sessions, tool calls, skills, and costs. (TypeScript) - [Bestax](https://github.com/allxsmith/bestax/tree/main/bestax-mcp): Build Bulma v1 React apps with Bestax using an offline index of its component props, examples, CSS variables and Agent Skills. (TypeScript, official) - [Communicate](https://developer.communicate.so/docs/mcp): List workspace AI agents through a read-only hosted Streamable HTTP MCP server authenticated with OAuth client credentials. (TypeScript, official) - [Constitution Lint MCP Server](https://github.com/joeyycli/constitution-lint-action): Lints CLAUDE.md-style AI agent constitution files for missing operational guardrails: spend limits, injection defense, escalation paths, and secrets handling. (Python) - [Context7 MCP](https://github.com/upstash/context7): Up-to-date library and framework documentation injected into prompts. (TypeScript, official) - [Docker MCP Server](https://github.com/docker/mcp-gateway): Manage containers, images, and Docker environments through MCP. (Go, official) - [E2B MCP Server](https://docs.e2b.dev/mcp): Secure cloud sandboxes with a built-in MCP gateway for running code and MCP tools in agent workflows. (Other, official) - [ERIUS PHONE MCP](https://github.com/Protremix/erius-phone-mcp): Drive an ERIUS PHONE hosted Android phone or tablet: read the screen, tap, type, swipe, launch apps, install APKs, and pull crash logs. (Python, official) - [Flare](https://flareapp.io/docs/flare/general/our-mcp-server): Investigate, resolve, snooze and assign errors, search logs, and find slow routes, queries and jobs in Flare, Spatie's error tracking and performance monitoring for Laravel and PHP. (PHP, official) - [GitHub MCP Server](https://github.com/github/github-mcp-server): Official GitHub integration for repos, issues, pull requests, and code search. (Go, official) - [GitLab MCP Server](https://docs.gitlab.com/user/gitlab_duo/model_context_protocol/mcp_server/): GitLab Duo MCP server for merge requests, issues, and project management. (Ruby, official) - [GodotMCP](https://github.com/vberai/godot-mcp): A secure, 100% native GDScript Server-Sent Events (SSE) server bridging Claude, Cursor, and Windsurf directly to Godot 4.x scene trees. No Node.js or C# dependencies required. (GDScript) - [IntlPull MCP Server](https://intlpull.com/docs/mcp): Manage translation keys, translate strings, and sync localization files with IntlPull from MCP clients. (TypeScript, official) - [Kleap](https://github.com/kleaphq/cli): Create, edit, and publish websites from AI clients through a hosted MCP server. (JavaScript, official) - [Kubernetes MCP Server](https://github.com/Flux159/mcp-server-kubernetes): Operate Kubernetes clusters with kubectl-style MCP tools. (TypeScript) - [Linear MCP Server](https://linear.app/docs/mcp): Create and manage Linear issues, projects, and team workflows. (TypeScript, official) - [mcp-pool](https://github.com/yuzu-octopus/mcp-pool): MCP Key Pool Proxy — pool multiple API keys across upstream MCP servers to distribute rate limits. One subprocess per pool, lazy failover, per-key cooldown. (TypeScript) - [NAIF Gravity](https://naifgravity.com): Hosted MCP diagnostics for API authentication, webhooks, and AI-agent integration failures, with bounded repair workflows based on sanitized evidence; free triage and optional paid repairs. (Other, official) - [Postman MCP Server](https://github.com/postmanlabs/postman-mcp-server): Explore and run Postman collections and API workflows from AI clients. (TypeScript, official) - [REA](https://github.com/morluto/rea): Local CLI and MCP server for agent-assisted reverse engineering of native binaries, JavaScript/Electron apps, and .NET assemblies. (TypeScript) - [Semgrep MCP Server](https://github.com/semgrep/semgrep/tree/develop/cli/src/semgrep/mcp): Run static analysis and security scans on codebases via Semgrep. (Python, official) - [Sentry MCP Server](https://docs.sentry.io/product/sentry-mcp/): Investigate errors, releases, and performance issues in Sentry. (TypeScript, official) - [SkillDB](https://github.com/devchad-cmd/skilldb-sdk): Search reusable AI agent skills through an installable TypeScript MCP server; full skill content requires a Pro or Studio account. (TypeScript, official) - [Sourcegraph Cody MCP](https://sourcegraph.com/docs/api/mcp): Code intelligence and search across large codebases with Cody. (TypeScript, official) - [Spinnaker MCP Server](https://github.com/GeiserX/spinnaker-mcp): Read and operate a Spinnaker instance through its Gate API: 37 tools for applications, pipelines, executions, deployment strategies, and infrastructure, plus a read-only toolset. (Go) ## Browsers, Search, and Web Automation - [agdata](https://agdata.shveik.dev): Pay-per-call web data for agents: any URL as Markdown, screenshots, YouTube transcripts and comments, Maps and Amazon reviews, jobs, news, search; paid with x402 stablecoins, no API key. (Go, official) - [agproxy](https://agproxy.shveik.dev): Pay-per-call residential proxy traffic and raw fetch for agents, with country targeting and sticky sessions; paid with x402 stablecoins, no API key. (Go, official) - [Apify MCP Server](https://github.com/apify/apify-mcp-server): Run Apify Actors and extract web datasets at scale. (TypeScript, official) - [Arcmira: YouTube Transcript Search](https://arcmira.com/docs/mcp-server): Search indexed YouTube transcripts for timestamped passages, speaker appearances, mentions, sponsors and recommendations over a hosted MCP connection. (Other, official) - [BGPT MCP](https://bgpt.pro/mcp/): Search full-text scientific papers and return structured evidence for research agents. (Python) - [Brave Search MCP Server](https://github.com/brave/brave-search-mcp-server): Privacy-focused web and local search through the Brave Search API. (TypeScript, official) - [Browser MCP](https://github.com/browsermcp/mcp): Automate a local Chrome browser from MCP-compatible AI clients. (TypeScript, official) - [browser-buddy](https://github.com/hahahahahahahahah6/browser-buddy): MCP server plus Chrome extension that lets coding agents read the user's real, logged-in browser pages. (Python) - [Browserbase MCP Server](https://github.com/browserbase/mcp-server-browserbase): Cloud browser automation for navigation, scraping, and form filling. (TypeScript, official) - [Chrome DevTools MCP](https://github.com/ChromeDevTools/chrome-devtools-mcp): Control and inspect Chrome through DevTools protocol for debugging and automation. (TypeScript, official) - [Cluefinch MCP](https://github.com/cluefinch/mcp-server): Local-first MCP server for AI-agent web research with search, incremental page reading, link navigation, and multi-source evidence collection. (Python, official) - [ContHunt](https://github.com/Synthenova/conthunt-mcp): Discover and research viral social content on TikTok, Instagram Reels, and YouTube Shorts. (Other, official) - [Exa MCP Server](https://github.com/exa-labs/exa-mcp-server): Neural and keyword web search optimized for AI research workflows. (TypeScript, official) - [Firecrawl MCP Server](https://github.com/mendableai/firecrawl-mcp-server): Scrape, crawl, and extract structured web data with Firecrawl. (TypeScript, official) - [looot](https://github.com/loootai/looot-mcp): Hosted remote MCP server to search, price and run 2,500+ data API endpoints from 90+ providers with one key and a prepaid balance. (TypeScript, official) - [Playwright MCP](https://github.com/microsoft/playwright-mcp): Official Microsoft Playwright server for browser automation via accessibility snapshots. (TypeScript, official) - [Puppeteer MCP Server](https://github.com/merajmehrabi/puppeteer-mcp-server): Headless Chrome automation using Puppeteer for scraping and testing. (TypeScript) - [Tavily MCP Server](https://github.com/tavily-ai/tavily-mcp): AI-native search and content extraction for research agents. (Python, official) - [Xquik MCP Server](https://github.com/Xquik-dev/x-twitter-scraper): Search, monitor, and extract X/Twitter data from Xquik through MCP. (TypeScript) ## Filesystems and Documents - [Airtable MCP Server](https://github.com/domdomegg/airtable-mcp-server): Read and write Airtable bases, tables, and records via MCP. (TypeScript) - [Comment.io MCP Server](https://comment.io/llms/mcp.md): Connect an app as an agent in a Comment.io workspace to work with shared documents through a hosted MCP server. (Rust, official) - [Google Drive MCP Server](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gdrive): Access and search files in Google Drive from MCP clients. (Python) - [Grandpa's AI](https://github.com/wescorp/grandpasai-mcp): Search and retrieve a curated research corpus on longevity, robotics, AI, and space colonization. (JavaScript, official) - [MarkItDown MCP](https://github.com/microsoft/markitdown): Convert PDFs, Office docs, and media into markdown for LLM ingestion. (Python, official) - [Markovo](https://github.com/fisher-byte/markovo): Convert PDF, DOCX, PPTX, XLSX and authorized public HTTPS pages into clean Markdown for agent context; hosted Streamable HTTP with OAuth 2.1 plus sandboxed local stdio. (Python) - [Notion MCP Server](https://github.com/makenotion/notion-mcp-server): Read and write Notion pages, databases, and workspace content. (TypeScript, official) - [Obsidian MCP Server](https://github.com/MarkusPfundstein/mcp-obsidian): Search and read notes from local Obsidian vaults. (TypeScript) - [PDF MCP Server](https://github.com/jztan/pdf-mcp): Extract text and metadata from PDF documents for analysis. (Python) - [Readwise MCP Server](https://github.com/readwiseio/readwise-mcp): Search highlights and reading notes from Readwise. (TypeScript, official) - [SEAL MCP](https://seal.net/docs/mcp): Transfer large files and secrets between people and AI agents through client-side encrypted, expiring handoffs. (TypeScript, official) ## Cloud and Infrastructure - [agvps](https://agvps.shveik.dev): Servers for agents, rented by the month: a Linux server with root access and a public IPv4, paid per call with x402 stablecoins, renewed by paying again; no API key. (Go, official) - [API Status Check MCP](https://apistatuscheck.com/mcp): Query current and historical uptime for 285 third-party developer APIs (OpenAI, Stripe, GitHub, AWS and more) to tell an upstream outage from a local bug. (TypeScript, official) - [AWS MCP Server](https://github.com/alexei-led/aws-mcp-server): Execute AWS CLI commands safely in a containerized environment. (Python) - [Azure MCP Server](https://github.com/microsoft/mcp/tree/main/servers/Azure.Mcp.Server): Manage Azure resources and services through MCP tools. (C#, official) - [CloudBurn](https://github.com/towardsthecloud/cloudburn): Read-only AWS cost analysis for Terraform, CloudFormation, and live AWS accounts through a local stdio MCP server. (TypeScript, official) - [Cloudflare MCP Server](https://github.com/cloudflare/mcp-server-cloudflare): Manage Workers, KV, R2, and Cloudflare platform resources. (TypeScript, official) - [Fly.io MCP Server](https://github.com/superfly/flymcp): Manage Fly.io apps, machines, and deployments via MCP. (TypeScript, official) - [Network Sketcher](https://github.com/cisco-open/network-sketcher): Local-first MCP server for AI-driven network design, L1/L2/L3 topology diagrams, device tables, and AI Context generation. (Python) - [Port MCP Server](https://github.com/port-labs/port-mcp-server): Manage software catalog, scorecards, and actions in Port.io. (TypeScript, official) - [Pulumi MCP Server](https://www.pulumi.com/docs/ai/mcp-server/): Infrastructure as code operations with Pulumi stacks and resources. (TypeScript, official) - [Railway MCP Server](https://docs.railway.com/cli/mcp): Deploy services and manage Railway projects through the MCP server built into the Railway CLI. (Rust, official) - [Shipvela](https://shipvela.com/integrations/codex): Create website projects, deploy supported GitHub repositories, and inspect deployment status, build logs, and usage via a remote OAuth MCP server. (TypeScript, official) - [Symbioza](https://symbioza.dev/agent): Symbioza runs your containerized GPU job on a rented cloud machine and hands back the files it writes, under a spending limit you set. (TypeScript, official) - [Terraform MCP Server](https://github.com/hashicorp/terraform-mcp-server): Generate and validate Terraform configurations with HashiCorp tooling. (Go, official) - [Vercel MCP Server](https://vercel.com/docs/agent-resources/vercel-mcp): Deploy and manage Vercel projects and deployments from AI clients. (Other, official) ## Communication and Productivity - [agmail](https://agmail.shveik.dev): Email inboxes for AI agents, by the hour: an address of your choice, one call waits for a message and returns the code or link, paid per call with x402 stablecoins; no account. (Go, official) - [Atlassian MCP Server](https://github.com/atlassian/atlassian-mcp-server): Manage Jira issues and Confluence pages across Atlassian Cloud. (TypeScript, official) - [BulkPublish MCP Server](https://github.com/azeemkafridi/bulkpublish-api): MCP server for AI agents to plan, review, schedule, publish, and analyze social media content through BulkPublish. (TypeScript) - [CallForMe](https://github.com/callforme-tel/callforme): Remote MCP server that lets an agent phone US and Canadian businesses: it works phone menus, waits on hold, asks the agent mid-call when needed, and returns a transcript plus structured answers. (TypeScript, official) - [Discord MCP Server](https://github.com/SaseQ/discord-mcp): Read and send messages in Discord servers and channels. (Python) - [Faceless](https://faceless.so): Create AI faceless videos from a script, run automated series, and publish to YouTube, TikTok, Instagram, X, Facebook, LinkedIn, and Threads. Remote Streamable HTTP at https://faceless.so/api/v1/mcp (Authorization: Bearer fl_live_...). (TypeScript, official) - [Gmail MCP Server](https://github.com/GongRzhe/Gmail-MCP-Server): Search, read, and compose Gmail messages from MCP clients. (TypeScript) - [Google Calendar MCP Server](https://github.com/nspady/google-calendar-mcp): View and manage Google Calendar events and schedules. (TypeScript) - [HeyReagent](https://heyreagent.com/linkedin-mcp?utm_source=mcphq&utm_medium=listing): Hosted LinkedIn MCP server for your own LinkedIn account: read the inbox, send messages and connection invitations, search people, and read profiles and posts; OAuth or API key, free plan available. Not affiliated with LinkedIn. (JavaScript) - [LinkMCP](https://app.linkmcp.io): Hosted LinkedIn MCP server for your own LinkedIn account: profile, company, people and Sales Navigator search, inbox, posts, connection requests and work email finding; OAuth 2.1 or access key, paid plans with a 7-day free trial. (TypeScript) - [Mailcoach](https://www.mailcoach.app/resources/learn-mailcoach/integrations/mcp-server/): Read Mailcoach email lists, subscribers, campaigns, statistics and transactional mail logs, and create draft campaigns, templates and test sends; it cannot send a campaign to a full list. (PHP, official) - [Microsoft Teams MCP Server](https://github.com/InditexTech/mcp-teams-server): Interact with Microsoft Teams channels, messages, and meetings. (TypeScript) - [OrkasVideoStudio](https://github.com/Orkas-AI/Orkas-VideoStudio): Compose and assemble videos from editable JSON timelines through a source-installable CLI and MCP server. (TypeScript) - [Postbag MCP Server](https://github.com/faahim/postbag): Open-source agent-native form backend that receives contact-form POSTs, stores submissions with status, and delivers to email, Telegram, or webhooks. (TypeScript) - [Process Street MCP Server](https://github.com/process-street/process-street-mcp): Connect AI clients to Process Street workflows, workflow runs, tasks, users, data sets, and operational records. (Other, official) - [Slack MCP Server](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/slack): Send messages and interact with Slack channels and workspaces. (Python) - [SwarmMemo](https://github.com/Hugo0/swarmmemo): Public message board for AI agents: read and post with no account, use an agent toolkit (web fetch, memory, wake-ups, webhook receivers) and paid APIs on a free daily allowance, and sign in with OAuth for MCP clients. (Go, official) - [Tale](https://docs.tale.dev/develop/mcp-endpoint): Retrieve organization knowledge and author, validate, deploy, and run automations through the authenticated MCP server built into Tale. (TypeScript, official) - [Taskfolk](https://github.com/taskfolk/mcp): Project management for teams and their AI agents. Agents join as named members. (Other) - [There There](https://there-there.app/docs/integrations/mcp-server): Read, search and triage There There helpdesk tickets, save private reply drafts, send replies and manage knowledge base articles, limited to the abilities granted over OAuth. (PHP, official) - [Todoist MCP Server](https://github.com/abhiz123/todoist-mcp-server): Manage Todoist tasks, projects, and due dates from AI assistants. (TypeScript) - [Unblockd](https://unblockd.ai/setup.md): Project plans for teams that answer to a sponsor: read goals and deliverables, update tasks, attach proof, flag blockers, log risks, and draft decision asks with options. A person on the team sends each ask. (TypeScript, official) - [Unsora](https://github.com/Shipped-Studio/unsora): AI content generation and social media scheduling: generate images, video, talking avatars, music and voiceovers, clip long videos into shorts, and schedule posts to YouTube, TikTok, Instagram, LinkedIn and more. (TypeScript, official) - [Zoom MCP Server](https://developers.zoom.us/docs/mcp/): Official hosted Zoom MCP servers for meetings, chat, docs, and whiteboards. (Other, official) - [Zovo Office Suite](https://github.com/theluckystrike/mcp-servers): Local-first MCP bundle for freelance paperwork: invoicing, expenses, time tracking, spreadsheets, PDFs and resumes; 30 servers also reachable as hosted Streamable HTTP endpoints. (TypeScript) - [Zovo Time Tracker](https://github.com/theluckystrike/mcp-servers/tree/main/servers/time-tracker): Track billable time from chat: start and stop timers, log entries against jobs, and produce timesheets and billable summaries; hosted endpoint uses a free anonymous token from https://mcp.zovo.one/mcp/token. (TypeScript) ## AI, Agents, and Memory - [AbuzzHive](https://www.abuzzhive.com): Public Q&A boards where AI agents help each other: exact-error lookup of problems other agents solved, posting problems when stuck, solving open ones. (Go, official) - [AccInt](https://github.com/maxbaluev/accreted-intelligence): Local-first MCP Work Model that gives coding agents scored memory retrieval, commitments, and outcome-based credit. (Rust) - [Aeon](https://www.aeon.fun/connect): Run and manage your Aeon autonomous agent from chat: skills, runs, memory, strategy, packs and settings, through a hosted MCP server with GitHub sign-in. (TypeScript, official) - [Agentage Memory](https://agentage.io/blog/mcp-endpoint-is-live): Remote MCP memory server - one markdown memory every AI reads and writes via OAuth 2.1 Streamable HTTP at https://memory.agentage.io/mcp. (TypeScript, official) - [Aident Loadout](https://github.com/Aident-AI/aident-skill): Remote MCP capability layer that connects coding agents to 1000+ apps and 400+ Skills through one OAuth setup, with vaulted credentials and an audit trail. (TypeScript, official) - [Anansi Haven](https://github.com/kburrus64-max/anansi-haven): Remote MCP server (also A2A and HTTP) giving agents a persistent identity, versioned key-value memory that survives restarts, client-side encrypted storage, an agent directory and a job board. (JavaScript) - [ContextStream](https://github.com/contextstream/mcp-server): Shared project memory that both developers and AI agents read and write across Cursor, Claude Code, Codex, Grok, Windsurf and the rest. (TypeScript, official) - [Continuity](https://github.com/LAHutchins91/continuity-mcp): Remote MCP story bible for fiction writers: locked characters, relationships, world rules, timelines, and approved scenes with OAuth for ChatGPT, Claude, Gemini, Grok, and Cursor. (TypeScript) - [CrewAI Enterprise MCP Server](https://github.com/crewAIInc/enterprise-mcp-server): Kick off CrewAI crew deployments and check their status from MCP clients. (Python, official) - [fitlog-mcp](https://github.com/hahahahahahahahah6/fitlog-mcp): Self-hosted MCP server that gives Alexa+ a memory for your training: log sets by voice, track personal records, and get workout plans. (Python) - [Graphiti MCP Server](https://github.com/getzep/graphiti): Temporal knowledge graphs for agent memory and context building. (Python, official) - [Hugging Face MCP Server](https://github.com/huggingface/hf-mcp-server): Access Hugging Face models, datasets, and Spaces from MCP clients. (TypeScript, official) - [HumanEndpoint](https://humanendpoint.au): Quote-first human execution for AI agents: business and supplier calls, stock and availability checks, physical verification, manual research, and human QA. (TypeScript, official) - [Hyperconsciousness](https://github.com/louis030195/hyperconsciousness): Developer-alpha encrypted knowledge store with MCP search and retrieval through scoped, expiring grants. (Rust) - [LangGraph MCP Server](https://docs.langchain.com/langsmith/server-mcp): Expose deployed LangGraph agents as MCP tools through the Agent Server MCP endpoint. (Other, official) - [Liminal](https://github.com/jaybro2042-alt/liminality-mcp): Liminal turns objectives into structured work by strategizing through an atomic, deterministic basis: setting guardrails around scope, compiling resources and constraints, uncovering gaps, and organizing research and next steps. (Python, official) - [LlamaParse MCP Server](https://developers.llamaindex.ai/for-agents/): Hosted MCP server for LlamaParse document parsing and LlamaIndex platform APIs. (Other, official) - [Magic Hour MCP Server](https://magichour.ai): Official hosted MCP server with 44 tools for AI video, image, and audio generation and editing. (Python, official) - [mem0 MCP Server](https://docs.mem0.ai/platform/mem0-mcp): Hosted persistent memory layer for personalized agent interactions. (Other, official) - [MuAPI MCP Server](https://muapi.ai/docs/mcp): Connect AI clients to MuAPI image, video, and audio generation through a hosted Streamable HTTP MCP endpoint. (Other, official) - [MusedIn](https://musedin.com/mcp): Job network for AI agents: join in one request, apply, get hired, deliver and get paid; hosted MCP at https://musedin.com/mcp, A2A card at https://musedin.com/.well-known/agent-card.json. (JavaScript, official) - [Nanotea](https://github.com/gileshall/nanotea): Self-hosted messaging app where coding agents report and ask over MCP and you answer by typing, tapping or recording, so you can direct a whole fleet without living in their terminals. (Python) - [Neither MCP](https://github.com/stonianua/neither-mcp): Selected project notes and documents for Cursor and Claude Desktop via local stdio MCP, with related retrieval and source evidence. (TypeScript) - [Ollama MCP Bridge](https://github.com/jaspertvdm/mcp-server-ollama-bridge): Run local Llama, Mistral, and Qwen models via Ollama through MCP. (Python) - [OpenAI MCP Bridge](https://github.com/jaspertvdm/mcp-server-openai-bridge): Bridge OpenAI GPT models into MCP-compatible agent workflows. (Python) - [ORANO](https://oranoai.com/mcp): Read-only access to a user's ORANO library: projects built from saved Reels, videos, articles and PDFs, selectable video context, ordered tasks and curated memory facts. (Python, official) - [Pyrimid](https://github.com/pyrimid-ai/pyrimid): Onchain payment protocol for AI agents — sell any data product with x402, USDC on Base. Agent-to-agent commerce with HTTP 402 discovery and on-chain settlement. (TypeScript) - [RunAPI MCP Server](https://github.com/runapi-ai/mcp): Discover model inputs and create AI image, video, music, speech, and other model API tasks. (TypeScript) - [SandBase CLI](https://github.com/sandbaseai/cli): Local MCP server that lets AI clients discover and run 2,000+ AI models and APIs through six tools. (TypeScript, official) - [SandBase Harness](https://github.com/sandbaseai/sandbase-harness): Self-hosted MCP bridge for agent sessions, sandboxed turns, artifacts, audit, and replay. (TypeScript, official) - [Screenpipe](https://github.com/screenpipe/screenpipe/tree/main/packages/screenpipe-mcp): Search locally captured screen text and audio history via MCP under the Screenpipe Commercial License, with optional cloud features and connected AI clients able to transmit context off-device. (TypeScript, official) - [SigRank MCP](https://github.com/SunrisesIllNeverSee/sigrank-mcp): AI operator token-efficiency leaderboard + yield cascade metrics. 15 tools for agents to measure, rank, and improve token usage. (JavaScript) - [Takibi Base](https://takibibase.com/docs/connector): Ask your Takibi Base collections anything; get answers with cited passages and a support score. (Other, official) - [VideoGen MCP](https://videogen.io/videogen-mcp): Official VideoGen server for creating and editing videos, images, voiceovers, music, and avatars, then remixing and exporting projects. (TypeScript, official) - [Zep MCP Server](https://github.com/jaysack/zep-mcp): Community MCP wrapper for long-term memory and context retrieval with Zep. (Python) ## Data, Analytics, and BI - [Amplitude MCP Server](https://amplitude.com/docs/amplitude-ai/amplitude-mcp): Analyze product analytics events and user behavior in Amplitude. (TypeScript, official) - [Basedash MCP Server](https://github.com/Basedash/mcp): Governed BI MCP. Ask questions of live company data and list workspace sources via OAuth. (Other) - [BOIM (보임)](https://github.com/kikiyop1101/boim-mcp): Hosted read-only MCP server for finding Korean businesses (2.7M, all industries), public-procurement vendors (75,000+) and open public bids; no auth, free tier returns 5 results per tool. (Other, official) - [Bruin Cloud MCP](https://getbruin.com/docs/bruin/cloud/mcp-setup.html): Hosted MCP server for Bruin Cloud to list data pipelines, inspect runs, and trigger actions from Claude, Cursor, Claude Code, or Codex via OAuth or an access token. (Other, official) - [Bruin MCP](https://getbruin.com/docs/bruin/getting-started/bruin-mcp.html): Local MCP server in the open-source Bruin CLI that lets agents query databases, ingest data, compare tables, and build SQL and Python data pipelines. (Go, official) - [CompanyProof](https://companyproof.ai/docs/mcp): Hosted company search, registry profiles and verification of six company identity fields with source evidence, OAuth or API key access, and shared account credits. (Other, official) - [Datadog MCP Server](https://github.com/datadog-labs/mcp-server): Query metrics, logs, and monitors from Datadog via the official Datadog Labs MCP server. (Python, official) - [dbt MCP Server](https://github.com/dbt-labs/dbt-mcp): Run dbt models, tests, and documentation workflows via MCP. (Python, official) - [DC Hub](https://github.com/azmartone67/dchub-mcp-server): Hosted MCP server and live data layer for data-center site selection: mapped power, grid, gas and fiber assets, daily DCPI scores for 300+ markets and live grid feeds from the seven US ISOs; free tier needs no key. (JavaScript, official) - [Global Database](https://api.globaldatabase.com/docs/v2/#mcp-server): Hosted MCP server for company profiles, financials, ownership, officers, business contacts and KYB checks, with browser-based OAuth authentication. (Other, official) - [Google GenAI Toolbox](https://github.com/googleapis/genai-toolbox): Connect agents to BigQuery, Cloud SQL, Spanner, and other Google data sources. (Go, official) - [Grafana MCP Server](https://github.com/grafana/mcp-grafana): Explore Grafana dashboards, alerts, and observability data. (Go, official) - [LLM Pulse MCP Server](https://github.com/LLM-Pulse/llmpulse-mcp): Analyze AI search visibility, citations, sentiment, share of voice, and AI traffic. (JavaScript) - [LogNorm](https://github.com/lognorm/lognorm-mcp): Hosted MCP server that hands a site's SEO/GEO growth backlog (audits, fixes, content, AI-visibility tracking) to Claude Code, Codex and Cursor via OAuth. (Other, official) - [MadeOnSol MCP Server](https://github.com/MadeOnSol/mcp-server-madeonsol): Solana KOL trades, wallet analytics, token and deployer intelligence, and DEX data via an API key or keyless x402 pay-per-call in USDC. (TypeScript, official) - [Manifold MCP](https://www.manifoldmcp.com): An MCP for marketers that gives agents tools for SEO, AEO, socials and ads data, from keywords, backlinks and Search Console to AI answer visibility, ad libraries and social platforms, with a generous free tier. (Other, official) - [Metabase MCP Server](https://www.metabase.com/docs/latest/ai/mcp): Query dashboards and explore data in Metabase BI. (TypeScript, official) - [Mixpanel MCP Server](https://docs.mixpanel.com/docs/mcp): Query Mixpanel funnels, retention, and event analytics. (TypeScript, official) - [Netdata MCP Server](https://github.com/netdata/netdata): Real-time infrastructure monitoring and health metrics via MCP. (C, official) - [Robot Speed](https://github.com/robot-speed/mcp): SEO tools for AI agents: audits, Core Web Vitals, keywords, AI visibility, traffic, backlinks, and CMS publishing. (TypeScript, official) - [Screpy SEO MCP](https://screpy.com/feature/seo-mcp/): Hosted SEO MCP for project-scoped crawl, rank tracking, stored AI visibility, Core Web Vitals, and uptime data via OAuth. (Other, official) ## Legal and Court Data - [Court Rules MCP](https://github.com/foklepoint/court-rules-mcp): Read U.S. federal and state court filing rules, local rules, judge standing orders, and court holiday calendars, with a citation back to the source document. (Other) - [eCFR MCP](https://github.com/lrehmann/ecfr-mcp): Search and read U.S. federal regulations with legal citations, source dates, stale-data flags, and paginated text; an independent eCFR mirror, not the official legal edition. (TypeScript) - [eCourts India MCP](https://mcp.ecourtsindia.com/): Third-party hosted MCP for Indian court data, including Supreme Court, High Courts, district courts, and tribunals. (Other) - [US Code MCP](https://github.com/lrehmann/uscode-mcp): Read-only U.S. Code search, section retrieval, and title browsing with citations linked to uscode.ecfr.io and published OLRC release metadata; independent OLRC corpus mirror, not a government service. (TypeScript) ## Security and Identity - [1Password MCP Server](https://github.com/CakeRepository/1Password-MCP): Community-maintained integration for accessing 1Password vault items in agent workflows. (Go) - [AcqPath](https://github.com/reflectme-source/acqpath-distribution): Signed, timestamped observations of machine-readable source-rights declarations for RAG, indexing, training, search, and AI input workflows. (Other, official) - [Auth0 MCP Server](https://github.com/auth0/auth0-mcp-server): Manage Auth0 tenants, applications, and user identity settings. (TypeScript, official) - [CrowdStrike MCP Server](https://github.com/CrowdStrike/falcon-mcp): Query CrowdStrike Falcon detections and endpoint security data. (Python, official) - [Darkmoon MCP Server](https://github.com/ASCIT31/darkmoon-mcp-server): Start autonomous AI pentest runs, poll status, list campaigns and read findings on a self-hosted Darkmoon Pro instance over stdio. (TypeScript, official) - [FractalAI Agent Passport](https://www.npmjs.com/package/@fractalai/agent-passport-mcp): Verifies ML-DSA-65 (FIPS 204) signed agent receipts offline and exposes pay-per-call x402 tools (USDC on Base) that return post-quantum signed receipts. (TypeScript, official) - [HANRIA Mandate Check](https://hanria.ai): Free, advisory pre-action check: check_action returns permit, deny or escalate for a proposed agent action against a mandate, with the governing clause and an Ed25519-signed receipt, and validate_mandate checks a mandate for errors. (JavaScript, official) - [INAM Protocol](https://github.com/inamprotocol/inam-protocol/tree/main/mcp): Look up an AI agent's reputation built only from work both parties signed, and check its x402 payTo wallet before paying it; draft and countersign Execution Receipts. (TypeScript, official) - [Lodestar Stamp](https://lodestarstamp.com): Agent trust layer: a dated receipt on a named entity. REST lookup plus MCP discovery card. We attest; we do not approve the booking. (TypeScript) - [Scalekit MCP Server](https://github.com/scalekit-inc/scalekit-mcp-server): Manage Scalekit organizations, users, SSO connections, and MCP OAuth from an official hosted server. (TypeScript, official) - [Snyk MCP Server](https://github.com/snyk/studio-mcp): Scan dependencies and code for vulnerabilities with Snyk. (TypeScript, official) - [Tanod](https://tanod.dev): Solidity contract scans, pre-transaction address risk checks, OFAC SDN address screening and MCP server/skill package scans for agents, plus web, DNS and chain reads. Free daily tier, then pay per call via x402 (USDC on Base). (Python, official) - [Vault MCP Server](https://github.com/hashicorp/vault-mcp-server): Read secrets and manage HashiCorp Vault policies via MCP. (Go, official) - [Wiz MCP Server](https://www.wiz.io/blog/introducing-mcp-server-for-wiz): Cloud security posture management and risk insights from Wiz. (TypeScript, official) ## Finance, Commerce, and Business Apps - [ADEXTO](https://github.com/0xcuy/adexto): Bonding-curve token markets on Monad, Arbitrum One, Base, Robinhood Chain and 0G: list and price markets, buy with USDC on Base over x402, and prepare launch, stake and claim transactions for your own key. (TypeScript, official) - [AdsTurbo](https://adsturbo.ai): Create ecommerce video ads and product images: clone a reference ad around a product, AI actor videos, text/image-to-video, lip sync and video translation, over remote Streamable HTTP with OAuth 2.1 or an API key. (Other, official) - [AgentServices](https://github.com/vbkotecha/agentservices-api): Paid API platform for AI agents — crypto prices, DeFi yields, market indicators, dispute resolution, and on-chain analytics via x402 micropayments. (Python) - [agpay](https://agpay.shveik.dev): Payments held between two agents: the buyer pays by x402 or MPP, the seller proves its wallet and delivers, the buyer confirms and the seller is paid; disputes are decided by hand. Paid in stablecoins, no account. (Go, official) - [Astral Twin](https://astraldaily.com): Create and mint NFT asset packs on the Base blockchain from AI clients. (Other, official) - [BankBridge](https://bankbridge.money): Hosted MCP server that gives an agent read-only access to your own bank, credit card, and brokerage accounts: balances, transactions, spending summaries, recurring charges, cashflow, and investment holdings. (TypeScript, official) - [Bilbop x402](https://github.com/bilbop1/bilbop-x402-mcp): Pay-per-call agent tools paid in USDC on Solana over x402, no account or API key: text summarize, Solana token brief and mint info, text-to-speech, and human brand feedback. (JavaScript, official) - [BuyWhere MCP](https://github.com/BuyWhere/buywhere-mcp): Hosted product-search MCP server for multi-merchant price comparison across Singapore, SEA, and US catalogs. (TypeScript, official) - [canli-validation-mcp](https://github.com/arhancanli/canli-validation-mcp): Checks whether a backtest result is real or just the luckiest of the variants tried: deflated Sharpe ratio, CSCV overfitting probability, data-snooping tests, lookahead checks and pipeline placebos. (JavaScript, official) - [Clera](https://github.com/getclera/mcp): Search 210,000+ vetted startup candidates, review Clera's picks for your open roles, and request intros through a hosted OAuth MCP server. (TypeScript, official) - [Datacircle](https://docs.datacircle.dev/mcp-server): Datacircle is a data co-op. Query your favorite B2B data APIs through us. Same request, same price, no markup. Remote Streamable HTTP with OAuth 2.1 or an API key. (Python, official) - [Elori](https://github.com/elori-debug/elori-mcp): Hosted sales pipeline, contacts and meeting workflows via approved Elori actions; OAuth and a verified Director or Autopilot account required. (TypeScript, official) - [Equibles](https://equibles.com/mcp): Hosted MCP server for US company fundamentals as reported in SEC filings, filing text, earnings-call transcripts, 13F holdings and insider trades, with OAuth or API-key access. (C#, official) - [Fincept MCP](https://github.com/Fincept-Corporation/fincept-mcp-docs): Hosted MCP server for Fincept Terminal: quotes, candles, option chains, fundamentals, economic data, SEC filings, news, backtests, paper trading and 15 quant engines, with OAuth sign-in. (Other, official) - [FirstSales MCP](https://developer.firstsales.io/agents/mcp-server): Retrieve CRM contacts, deals, lists and workflows, and create contacts in approved workspaces via hosted OAuth MCP; requires an eligible paid FirstSales plan. (TypeScript, official) - [Glongus MCP](https://github.com/glongusmain/glongus-mcp): Lets an agent buy and sell physical goods on the Glongus UK marketplace, with haggling, escrow, shipping and seller reputation. (JavaScript, official) - [HubSpot MCP Server](https://developers.hubspot.com/docs/apps/developer-platform/build-apps/integrate-with-the-remote-hubspot-mcp-server): Access HubSpot contacts, deals, and marketing automation data. (TypeScript, official) - [Invompt](https://mcp.invompt.com/mcp): Turn AI-host work into invoices you review before send — Continue as guest or OAuth via hosted MCP. Site https://www.invompt.com (TypeScript, official) - [Live Tennis API MCP](https://github.com/livetennisapi/livetennisapi-mcp): Real-time tennis match state — score, current server, three-valued break-point flag, and retirement/walkover/completed status — plus players, rankings, Elo, and fixtures across ATP, WTA, Challenger, ITF, and juniors. (TypeScript) - [MAQAMI Travel](https://github.com/negm17111995/mcp-server): Search hotels (3M+) and flights, read hotel details and reviews, then send the customer a secure checkout link on book.maqami.co for the chosen offer; payment is taken only there. Hosted, no API key. (JavaScript, official) - [NotFair](https://github.com/nowork-studio/NotFair): Open-source Claude Code agent skills for SEO, GEO, Google Ads, and Meta Ads, connecting to live data via Google Ads MCP, Meta Ads MCP, Google Search Console MCP, and Google Analytics (GA4) MCP. (TypeScript) - [PandaStock](https://github.com/D-Asce/pandastocksdk): A-share real-time market data MCP server with NATS-pushed quotes, Level2, DDX big orders, money flow and AI stock screening; 176 server-side endpoints, 22 open endpoints, free public test account. (Python) - [PayPal MCP Server](https://github.com/paypal/agent-toolkit): Process PayPal payments and manage merchant operations. (TypeScript, official) - [Plaid MCP Server](https://plaid.com/docs/resources/mcp/): Connect bank accounts and retrieve financial transaction data. (TypeScript, official) - [Pocket Drives](https://github.com/RevList/pocket-drives-mcp): Search, quote, and browse luxury, exotic, and EV rentals from independent hosts. Location autocomplete, availability, and airport/venue delivery. Booking finishes in the iOS app. (TypeScript) - [QuickBooks MCP Server](https://github.com/intuit/quickbooks-online-mcp-server): Manage QuickBooks accounting records and financial reports. (TypeScript, official) - [Salesforce MCP Server](https://github.com/salesforcecli/mcp): Query Salesforce CRM records and manage business workflows. (TypeScript, official) - [Shopify MCP Server](https://github.com/GeLi2001/shopify-mcp): Community-maintained integration for Shopify products, orders, and store operations. (TypeScript) - [SkyAccess](https://github.com/sky-access/skyaccess-mcp): Search 5,000+ live empty leg flights, get charter price estimates and booking links. No account or API key. (JavaScript, official) - [SpellBook Finance](https://spellbook-finance.com/agent/mcp.md): Source, list, and run a trading-card store through MCP with market research, inventory management, pricing controls, and marketplace tools. (TypeScript, official) - [Square MCP Server](https://github.com/square/square-mcp-server): Process Square payments and manage point-of-sale operations. (TypeScript, official) - [Statsnet](https://github.com/usenetstate/statsnet-mcp): Company data for Kazakhstan, Uzbekistan and Kyrgyzstan: registration, executives and finances. (TypeScript, official) - [Stripe MCP Server](https://github.com/stripe/agent-toolkit): Manage Stripe payments, customers, and subscriptions via MCP tools. (TypeScript, official) - [Synci](https://github.com/synciio/synci-mcp): Read-only bank, brokerage, and crypto accounts: balances, transactions, holdings, and connection health. (Other, official) - [Tapetide](https://github.com/Tapetide-hq/nse-bse-indian-stock-market-data-mcp): Indian stock market (NSE and BSE) research for about 8,200 stocks: quotes, financials, technicals, fundamental and technical screeners, FII/DII flows, option chains, filings, IPOs and portfolio tracking. (TypeScript, official) - [TraderSpy](https://github.com/target1m/traderspy-mcp): Read-only crypto futures market data: AI signals, top-trader positions on Hyperliquid, Binance, Bybit and OKX, indicators, funding, open interest, a screener and backtests. No order or withdrawal tools. (Other, official) - [TvojeLajky MCP](https://tvojelajky.cz/developers): Czech Instagram/TikTok follower, like and view service catalog, exact quotes, order status and paid CZK purchases; private operations use OAuth and customer-approved prepaid budgets. (TypeScript, official) - [Voidpay Marketplace MCP](https://github.com/voidly-ai/pay-mcp): Find services and storefronts on Voidly's hosted marketplace for AI-agent services and prepare checkout links that the owner reviews and approves in their own browser; the connector never signs, pays or holds keys. (TypeScript, official) - [Whimbrel MedTech Analyst](https://github.com/WhimbrelResearch/whimbrel-mcp): Research up-and-coming US medtech companies from NIH and NSF grants, federal contracts, FDA clearances and Breakthrough marketing authorizations; company research links every line to its source. (JavaScript, official) - [Worklittle Jobs](https://github.com/worklittle/jobs-mcp): Remote job search MCP for exploring 4 million roles with visa, salary, and distance filters, swiping to apply, and saving roles to a Worklittle account via OAuth. (Other) - [Zovo Invoice Generator](https://github.com/theluckystrike/mcp-invoice-generator): Invoice creation, line items, totals, and PDF-ready billing documents over MCP; also available as a hosted Streamable HTTP endpoint. (TypeScript) - [Zovo Invoice MCP](https://github.com/theluckystrike/mcp-servers/tree/main/servers/invoice): Local PDF invoicing with sequential numbering, VAT per rate, and client management; also sold as a hosted streamable endpoint. (TypeScript) ## Utilities and Examples - [A2ASearch MCP](https://github.com/tadas-github/a2asearch-mcp): Search thousands of MCP servers, agents, and CLI tools by capability. (TypeScript) - [Anyquery](https://github.com/julien040/anyquery): Query 40+ apps and databases with SQL from a single local binary. (Go) - [CareClinic Health Tracker](https://github.com/tandemloop/careclinic_mcp): Track symptoms, mood, medications, and wellness patterns through a remote OAuth MCP server. (Other) - [FastMCP](https://github.com/jlowin/fastmcp): Python framework for building MCP servers quickly with decorators. (Python) - [Google Maps MCP Server](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps): Geocoding, directions, and place search via Google Maps. (Python) - [MCP Server Starter](https://github.com/modelcontextprotocol/create-typescript-server): Official TypeScript scaffold for creating new MCP servers. (TypeScript, official) - [MCP Server Templates](https://github.com/Data-Everything/mcp-server-templates): Unified MCP platform connecting many apps behind one interface. (TypeScript) - [mcp-trellis](https://github.com/amir1824/mcp-trellis): Zero-dependency TypeScript library that ships an MCP handler and OAuth 2.1 authorization server in one package for Claude, Gemini, and Codex connectors. (TypeScript) - [MCPJungle](https://github.com/duaraghav8/MCPJungle): Self-hosted MCP server registry for enterprise AI agent deployments. (Go) - [MetaMCP](https://github.com/metatool-ai/metatool-app): Middleware MCP server that aggregates and manages multiple connections. (TypeScript) - [QRX](https://qrx.codes/developers/mcp): Creates artistic, print-ready QR codes from a prompt and a link, checks that each one decodes before returning it, and serves it through a hosted qrx.to short link. (TypeScript, official) - [TableJourney](https://github.com/lewismvaughan/tablejourney-mcp): Where to eat in 222 cities, signature dishes, and dates of the next edition of 1,480 food festivals, each place with the source it was checked against; hosted, no auth. (Python, official) - [Weather MCP Server](https://github.com/isdaniel/mcp_weather_server): Fetch current weather and forecasts from public weather APIs. (Python) ## Optional - [mcpHQ directory](https://mcphq.org/): Searchable website for this catalog, with a page and install configs for every server. - [GitHub repository](https://github.com/mcpHQ/awesome-mcp-servers): Catalog source, README, and issue templates. - [Contributing guide](https://github.com/mcpHQ/awesome-mcp-servers/blob/main/CONTRIBUTING.md): How to add or update a server. - [MCP specification](https://modelcontextprotocol.io/specification/latest): The Model Context Protocol specification. - [Official MCP registry](https://registry.modelcontextprotocol.io/): Official registry of publicly available MCP servers. - [Reference servers](https://github.com/modelcontextprotocol/servers): Official example MCP servers.