Discover Awesome MCP Servers

LinkedIn Ads MCP Server

Create and manage LinkedIn ad campaigns as drafts via natural language, supporting campaign groups, targeting, creatives, and audience uploads through MCP tools.

shopify-mcp

Enables management of Shopify store via GraphQL, including products, orders, inventory, and discounts with security features like preview mode and write protection.

tauri-plugin-mcp

Enables AI assistants to automate and test Tauri desktop applications through the Model Context Protocol. It provides tools for app management, UI interaction, and state inspection across multiple platforms without requiring CDP dependencies.

Weather MCP Server

Enables weather queries using Baidu Maps API, providing real-time weather conditions, 5-day forecasts, hourly predictions, lifestyle indices, and weather alerts. Supports queries by administrative district codes or coordinates with multiple coordinate systems.

Islamic Calendar MCP

MCP server providing JAKIM Hijri calendar data and tools for lunar months and Islamic events in Malaysia.

Scribo MCP Server

Enables AI agents to create and manage e-invoices through natural language, supporting EU compliance formats like ZUGFeRD and XRechnung, as well as US plain PDF invoices.

Mind Map MCP Server

An experimental MCP server that explores neuroscience-inspired approaches to software development analysis, featuring associative memory, context-aware caching, and cross-language API detection.

Harbor MCP Server

Enables AI models to interact with Harbor container registries to manage projects, repositories, and system configurations in real time. It provides a suite of tools for monitoring health, retrieving statistics, and performing searches across registry data.

Google Spanner MCP Server by CData

This read-only MCP Server allows you to connect to Google Spanner data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp

Jina AI Remote MCP Server

This MCP server provides access to Jina Reader, Embeddings, and Reranker APIs, enabling URL-to-markdown extraction, web and image search, and embeddings/reranking tools.

App Inventor MCP

Enables AI agents to build and edit MIT App Inventor projects as .aia files, supporting screens, components, properties, blocks, assets, and project merging.

Obsidian AI Brain

A local-first RAG, MCP, REST, and CLI bridge for Obsidian vaults that enables AI agents to retrieve cited knowledge from notes without uploading the vault.

github-repository-analyzer

Enables natural-language analysis of GitHub repositories by exposing repository metadata, source code retrieval, search, and file reading as MCP tools, with answers grounded in the actual repository content.

Video Commerce Intelligence MCP

AI-powered commercial intelligence from YouTube videos. Extracts entities, scores monetization opportunities, analyzes audience intent, and discovers market gaps via the Model Context Protocol.

@blockchainacademics/mcp

An MCP server offering 99 tools for AI agents to access crypto editorial content, market data, on-chain analytics, sentiment, and proprietary indicators, with citations and time-stamped responses.

@contextable/mcp

A persistent AI memory server that enables storage and retrieval of context and project artifacts across conversations. It features full-text search, version history, and automatic content chunking using local SQLite or hosted cloud storage.

Multi-CLI MCP

An MCP server that bridges multiple AI clients (Claude, Gemini, Codex, OpenCode) so they can call each other as tools.

JobPilot MCP

Transforms Claude into an AI job-hunting assistant that searches remote job boards, scores roles against your CV, generates tailored cover letters, and logs everything to a Notion tracker.

Test Impact Analysis MCP Server

An intelligent MCP toolset for software testers that monitors code changes, analyzes test impact, recommends tests, and assesses risk, supporting multiple AI coding frameworks via dual transport modes.

Itcons.app MCP Server

Connects AI assistants to the Itcons.app business operations platform for managing work reports, work orders, projects, clients, and users. It supports both local stdio and remote HTTP modes, enabling querying, searching, and creating operational data with secure authentication.

GroundDocs

A version-aware Kubernetes documentation assistant that connects LLMs to trusted, real-time Kubernetes docs to reduce hallucinations and ensure accurate, version-specific responses.

gumroad-mcp

A read-only MCP server for Gumroad stores that exposes tools to list products, paginate sales, and summarize revenue, with privacy-preserving buyer domain details and net-of-refund calculations.

kshana-mcp

Validated PNT-resilience simulator over MCP — SGP4/SDP4 orbit propagation, IAU reference frames, GNSS availability/DOP, GNSS/INS fusion, ARAIM integrity, and Allan deviations, with results validated against AIAA/IGS/SOFA/NIST reference data.

Synapse

Synapse indexes C# codebases into a FalkorDB-backed graph to provide deep structural insights including inheritance, interface implementations, and call chains. It enables AI assistants to query code architecture and navigate symbol relationships using an LSP-powered MCP server.

fallestatepaper-mcp

MCP server for foldkit that exposes 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources, enabling folding state analysis and manipulation in any MCP client.

infra-advisor-mcp

Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.

fe4-oracle-readonly

A Cursor plugin MCP server that enables read-only SQL queries to an FE4 Oracle database, enforcing SELECT-only access and credential pinning.

ws-mcp

A self-hosted MCP server that fetches live documentation and performs code audits using real-time authoritative references to prevent AI hallucinations. It provides tools for searching documentation across 330+ libraries and scanning local source code for security, performance, and accessibility issues.

blobfish-mcp

Enables Claude to discover and call any REST API from an OpenAPI/Swagger spec or Postman collection at runtime, with authentication, workflows, and prebuilt registry support.

Context-first

Long AI conversations fail in predictable ways. Context-First fixes all four: Failure Mode What Goes Wrong Context-First Solution Context Drift AI forgets earlier decisions and intent as the conversation grows context_loop + detect_drift continuously re-anchor every turn Silent Contradiction New inputs silently overrule established facts — the AI doesn't notice detect_conflicts compares every inp