Glama

Enables developers to find personalized open-source contributions by analyzing GitHub profiles and matching them with relevant 'good first issues' and beginner-friendly repositories. Provides comprehensive contribution tooling including repository health scoring, setup difficulty assessment, impact estimation, and automated PR planning.

MCP server exposing the full Apple Ads (Search Ads) Campaign Management API v5 — 74 typed tools

Enables LLMs to query real-time weather data in Israel by automating a browser to scrape weather2day.co.il.

A Model Context Protocol server that provides cryptocurrency data tools and resources via an HTTP endpoint. It enables users to fetch real-time market data from Binance, track activity logs, and generate cryptocurrency executive summaries.

Enables AI agents to search restaurants, browse menus, and manage DoorDash carts through structured JSON data. It leverages a background browser to handle authentication and direct GraphQL API calls for efficient interaction.

Pharmaceutical R\&D Pipeline Intelligence for AI Agents — Clinical trials, FDA approvals, drug information & publications in one MCP server.

Accepts a coupling matrix (covariance, correlation, or precision) and returns zone classifications, optimal factorization strategy, and calibrated risk predictions. Answers: which variable dependencies are load-bearing and which can be safely ignored?

Persistent memory MCP server for Claude Code — self-hosted, n8n + PostgreSQL + pgvector. Team memory for AI agents with multi-user roles, multi-project namespacing, and hybrid vector + keyword search. No cloud required.

Indian stock market trading via Zerodha Kite Connect. 78 tools for order execution, portfolio analytics, options Greeks, paper trading, backtesting, technical indicators, price alerts with Telegram, and SEBI compliance. Multi-user OAuth with remote Streamable HTTP transport.

EU Crop Intelligence MCP Server — Yield forecasts, weather analysis, and phenology models for 15 countries. AI agent-native, multi-source intelligence (NASA POWER, Eurostat, Open-Meteo).

Demonstrates a complete MCP server implementation supporting both local Ollama models and remote API models. Enables LangChain applications to dynamically discover and invoke tools including addition calculations and model invocation capabilities.

Provides structured templates for security questionnaires, RFP responses, and competitive battlecards to help AI agents and sales engineers draft responses efficiently.

ToolMesh is an Apache-2.0, self-hosted MCP gateway written in Go that sits between AI agents and backend systems. It enforces a fail-closed pipeline on every tool call, including per-tool and per-user authorization, server-side credential injection, structured audit logging, and output policies. APIs are declared in YAML with DADL, turning REST endpoints into MCP tools without writing a custom MCP

CoreModels MCP Server provides 16 tools for AI agents to manage graph-based data models, enabling creation, querying, and manipulation of entities, relations, and observations within structured knowledge graphs.

Debug, build, and manage Microsoft Power Automate cloud flows with AI agents. Get action-level error details, build flows from natural language, trigger and resubmit runs, and operate across multiple tenants. Requires a Flow Studio MCP subscription — get an API key at https://mcp.flowstudio.app

Provides on-demand access to AOSP and Jetpack source code to help AI understand Android framework internals. It features a hybrid architecture using Tree-sitter and LSP for precise code extraction, cross-file navigation, and local source indexing.

Converts Markdown files into professional diagrams such as flowcharts, mind maps, and architecture diagrams using Mermaid.js and custom SVG renderers. It enables users to list, render, and export visualizations in multiple formats including SVG, PNG, and PDF.

Schematica MCP Server provides 8 tools for AI agents to browse, search, and manage a curated library of reusable data model schemas, enabling standardized entity and relation type definitions for knowledge graphs.

Provides AI agents with comprehensive documentation and code patterns for the Fabkit Svelte 5 UI library. It enables users to search for components, icons, and theming APIs to ensure accurate implementation and prevent hallucinations.

Unified MCP server for Xcode + iOS Simulator — build, deploy, screenshot, and interact with your iOS app from Claude Code, Cursor, or any MCP client. Built in Swift. Single binary. No Node/Python runtime required.