"A search for Geographic Information Systems (GIS)" matching MCP servers:

• Systems MCP

  lethain

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  An MCP server that allows users to run and visualize systems models using the lethain:systems library, including capabilities to run model specifications and load systems documentation into the context window.

  Last updated 2025-08-17

  2

  14

  MIT

• GIS MCP Server

  mahdin75

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  A Model Context Protocol server that connects LLMs to GIS operations, enabling AI assistants to perform accurate geospatial analysis including geometric operations, coordinate transformations, and spatial measurements.

  Last updated 2025-12-21

  2

  87

  158

  MIT

• GIS Data Conversion MCP

  ronantakizawa

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  An MCP server that gives LLMs access to geographic data conversion tools, enabling transformations between different formats like WKT, GeoJSON, CSV, TopoJSON, and KML, as well as performing reverse geocoding.

  Last updated 2025-04-30

  9

  28

  15

  MIT

• MCP Server for Google Search

  mcp-for-dev

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  quality

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  A Model Context Protocol server that provides web search capabilities using Google Custom Search API and webpage content extraction functionality.

  Last updated 2025-05-15

  2

  6

  2

• Systems Manager

  Knuckles-Team

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  Enables AI agents to manage system updates, application installations, and remote host orchestration through MCP tools.

  Last updated 2026-06-13

  3

  MIT

• Design Systems MCP Server

  southleft

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  Enables AI-powered access to authoritative design systems knowledge, including W3C standards, WCAG guidelines, and best practices from 188+ curated entries via semantic vector search.

  Last updated 2026-05-28

  5

  171

  MIT

• react-design-systems-mcp

  agentience

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  quality

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  maintenance

  Provides component information, usage guidelines, and code generation for AWS Cloudscape Design System in React, with search and pattern library capabilities.

  Last updated 2025-06-10

  31

  8

  MIT

• MCP-Based Weather Information

  AryanManral27

  F

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  Provides current weather information for any location and generates AI-powered responses using Google Gemini through FastMCP.

  Last updated 2026-06-17

• CHOFF-A-MCP (Anamnesis)

  dd-dent

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  maintenance

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  firmmaple

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  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  25

  MIT

• io.github.DiaaAj/a-mem-mcp

  DiaaAj

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  quality

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  maintenance

  A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.

  Last updated 2026-01-17

  34

  MIT

• MCP Server for Vertex AI

  ubie-oss

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  A server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.

  Last updated 2026-06-03

  35

  Apache 2.0

• MCP as a Judge

  OtherVibes

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  license

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  quality

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  maintenance

  A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality code.

  Last updated 2025-12-15

  17

  MIT

• call-a-human-mcp

  nishantmodak

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  An MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with actions.

  Last updated 2026-03-03

  14

  Apache 2.0

• a-share-mcp

  shouldnotappearcalm

  A

  license

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  quality

  F

  maintenance

  提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。

  Last updated 2026-03-18

  16

  MIT

• Todo for AI MCP Server

  todo-for-ai

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  license

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  quality

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  maintenance

  Provides AI assistants with a standardized interface to interact with the Todo for AI task management system. It enables users to retrieve project tasks, create new entries, and submit completion feedback through natural language.

  Last updated 2026-03-24

  39

  Apache 2.0

• a-mem-mcp-server

  saurabhmain

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  license

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  quality

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  maintenance

  A memory MCP server with a dual-storage system using ChromaDB and NetworkX DiGraph, enabling efficient data management and integration with IDEs like Cursor and VSCode for enhanced research and note organization.

  Last updated 2026-06-16

  1

• RAG In A Box MCP Server

  DevNexsler

  F

  license

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  quality

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  maintenance

  Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.

  Last updated 2026-06-15

  4

• A-Modular-Kingdom

  MasihMoafi

  F

  license

  -

  quality

  A

  maintenance

  Production-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.

  Last updated 2026-06-17

  28

• free-search-mcp

  sweetcornna

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  license

  A

  quality

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  maintenance

  A local-first, no-API-key MCP server that enables LLMs to search the web, fetch pages, and read documents using multiple engines and smart fallbacks.

  Last updated 2026-06-01

  4

  9

  MIT