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120,240 servers. Updated
20 Best Maps MCP Servers: compared and ranked, November 2026Ranked from 867 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    B
    maintenance
    Local-first MCP tools for AI-assisted work receipts, workspace maps, routing ledgers, measured verdicts, and shared state verification across the five Project Telos flagships.
    50
    31 npm
    4
    Functional Source , Version 1.1, ALv2 Future
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for AI agents selling into APAC. 7 tools: country briefs (Japan/Singapore/Korea/India/Australia/Hong Kong/Indonesia), outreach templates, etiquette guides, follow-up cadences, stakeholder maps. PDPA/APP/APPI-aware.
    7
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables running second-price Vickrey auctions that match consumer query intent with brand bids while preserving organic recommendation neutrality. It integrates as a zero-dependency MCP server for agentic commerce and privacy-preserving ad monetization workflows.
    7
    MIT
  • A
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables agents to run second-price Vickrey auctions that match consumer query intent against brand bids while keeping organic recommendations neutral. It also provides privacy-preserving ad monetization routing as a zero-dependency MCP server or importable Python module.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides an MCP server that lets AI agents inspect and control an Android phone over Wi-Fi or USB, including screenshot element maps, OCR, taps, typing, scrolling, app launching, notifications, clipboard, and device settings/controls.
    160 npm
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets Codex inspect a live macOS AppKit interface through a debug-only bridge, without Accessibility or Screen Recording permissions, and maps clicks to NSViews with hierarchy and geometry details.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables harnesses to explore and navigate GUI applications, maintain persistent app maps, verify actions, cancel operations, and use pluggable device adapters over MCP.
    MIT
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    This MCP server enables agents to handle real-time out-of-stock grocery items by scoring candidate replacements against dietary constraints (vegan, gluten-free, organic), unit price delta ceilings, and brand affinity. It returns a deterministic substitution verdict with the chosen replacement, so carts can be repaired automatically without human intervention.
    -
  • F
    license
    A
    quality
    C
    maintenance
    An advanced MCP server that implements sophisticated sequential thinking using a coordinated team of specialized AI agents (Planner, Researcher, Analyzer, Critic, Synthesizer) to deeply analyze problems and provide high-quality, structured reasoning.
    1
    306
    -
  • A
    license
    A
    quality
    B
    maintenance
    Automates PCB design from idea to fabrication: sources JLCPCB parts, fetches pin maps from EasyEDA, places and wires footprints in KiCad, and hands off to EasyEDA for auto-routing and ordering — all via Claude Code.
    14
    26
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Memory for AI agents that can't hallucinate — answers only from stored facts with a citation, or honestly abstains. Provable forgetting (GDPR), valid-time, Merkle proofs, deterministic. MCP server, CPU-only, zero dependencies.
    13
    1
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    A nested MCP system that demonstrates server composition by using an orchestrator to manage an internal vector store for semantic search. It enables complex, multi-hop retrieval and reasoning over a knowledge base through an agentic reasoning loop.
    1
    -
  • A
    license
    B
    quality
    Not graded
    maintenance
    Enables complete RPG Maker MZ game development through MCP tools, including autonomous game creation from concepts, AI-generated assets using Gemini 2.5 Flash, and programmatic control over maps, events, characters, and databases. Supports full game creation workflow from a single command with automatic story, asset, and implementation generation.
    32
    25
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  • A
    license
    C
    quality
    C
    maintenance
    Enables clients to submit an execution-trace case and receive a structured, read-only conditional compensation plan that models ambiguous outcomes, requires observations, and replays each branch without executing external actions.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to claim, heartbeat, submit, split, park, and resume atomic work-queue tasks, with fencing tokens and receipts, while storing and versioning records and content-addressed files through MCP.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables a small local LLM to build and maintain a project map by offloading event ID/date generation, batching, synchronization, recovery, and finalization to the server, so the model only decides what to read and how to classify.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A project state control plane for multiple AI agent sessions to share structured conclusions such as tasks, checkpoints, code maps, decisions, and handoffs. It enables agents to read and write persistent project state via MCP tools while humans track progress through a lightweight panel.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An auditable memory, lifecycle, and governance server for AI agents, providing durable memories with provenance, lifecycle management, and guarded workflows through the Model Context Protocol.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Serves a loopback-only MCP endpoint that lets a same-machine client start, steer, and cancel DSH Sessions it knows by id, list their durable subagent trees, deliver messages to continuable children, and read durable event logs with paging and chunked oversized-event recovery. It maps every call onto native Session Controller and subagent services without owning task state, starting a second listener, or registering model-facing tools.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-powered resume scoring and feedback through secure Google OAuth authentication. Provides FastAPI endpoints for resume evaluation with plans for leaderboard visualization and competitive scoring features.
    Apache 2.0
  • F
    license
    Not graded
    quality
    C
    maintenance
    Convene a panel of expert AI personas to debate any topic, idea, or decision from every side. Runs the debate, cites live web sources, maps where the experts disagree, and returns a synthesized briefing.
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    CodeMap is a Roslyn-powered MCP server that lets AI agents navigate C# codebases by symbol, call graph, and architectural fact, instead of brute-force reading thousands of lines of source code. One tool call. Precise answer. No context flood.
    22
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