Google PageRank for AI agents. 25,000+ tools indexed.

Best MCP Servers for MongoDB in 2026

14 tools indexed · avg score 56.5 · sorted by AgentRank score

The AgentRank index tracks 14 mongodb tools. The top-ranked entry is mongodb-js/mongodb-mcp-server at 91.6 points. Across the 10 shown here, the average AgentRank score is 56.5, and 9 had a commit in the last 30 days. The most common primary language is TypeScript.

MongoDB MCP servers give AI agents document-database access — querying collections, aggregating data, and managing documents. They are built for flexible, schema-less data.

Top 10 MongoDB MCP Servers

  1. #1
    mongodb-js/mongodb-mcp-server

    A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.

    91.6
    Ranks here on adopted by 46 downstream projects and 1.1k GitHub stars, plus a commit within the last week.
    Freshness
    23.0
    Dependents
    21.1
    Issue health
    20.1
    Stars
    11.5
    Contributors
    9.2
    ★ 1.1k commit today TypeScript 46 dependents
  2. #2
    mongodb/agent-skills

    Use the official MongoDB Skills with your favorite coding agent to build faster.

    66.2
    Ranks here on a commit within the last week.
    Freshness
    30.8
    Stars
    11.6
    Contributors
    11.5
    License
    4.6
    Description
    4.3
    ★ 186 commit 4d ago TypeScript
  3. #3
    kiliczsh/mcp-mongo-server

    A Model Context Protocol Server for MongoDB

    58.4
    Ranks here on adopted by 3 downstream projects and 283 GitHub stars, plus an active commit 59 days ago.
    Issue health
    21.8
    Stars
    9.4
    Freshness
    8.5
    Dependents
    7.6
    Contributors
    6.3
    ★ 283 commit 1mo ago TypeScript 3 dependents
  4. #4
    AnkushGitRepo/marketmitra

    Open-source, self-hostable financial dashboard for Indian markets — portfolio, alerts, news, IPOs, and AI-agent analysis. Next.js + MongoDB Atlas.

    53.3
    Ranks here on a commit within the last week.
    Freshness
    30.8
    Issue health
    9.2
    License
    4.6
    Description
    4.3
    Contributors
    2.8
    ★ 1 commit 6d ago TypeScript
  5. #5
    rabeeh-dev/Inventory-Agent

    An Agentic E-Commerce Platform featuring ReAct Decision Loops, Atomic MongoDB Operations, Model Context Protocol (MCP) Supplier Requisitions, and Deterministic Invariant Validation.

    51.4
    Ranks here on a commit within the last week.
    Freshness
    30.8
    Issue health
    9.2
    Description
    6.2
    Contributors
    2.8
    Stars
    1.5
    ★ 1 commit 3d ago JavaScript
  6. #6
    davidedantonio/mcp-mongodb

    A Model Context Protocol server that gives LLM clients read-only access to MongoDB, one declared field at a time.

    49.9
    Ranks here on an active commit 16 days ago.
    Freshness
    27.4
    Issue health
    9.2
    License
    4.6
    Description
    4.3
    Contributors
    2.8
    ★ 1 commit 16d ago TypeScript
  7. #7
    adrianofratelli-glitch/MongoDB-Intelligence-Layer

    MongoDB Atlas as a data and orchestration layer for AI: flexible prompt schemas, model cost projection, RAG, and an autonomous MCP tool-use agent.

    49.6
    Ranks here on a commit within the last week.
    Freshness
    30.8
    Issue health
    9.2
    Description
    4.3
    Contributors
    2.8
    Stars
    1.5
    ★ 1 commit 3d ago Python
  8. #8
    sourabhshegane/mongodb-mcp-that-works

    A reliable MongoDB MCP server that provides seamless MongoDB integration for Claude Desktop with built-in schema discovery and field validation

    48.3
    Ranks here on an active commit 20 days ago.
    Freshness
    25.8
    Issue health
    9.2
    License
    4.6
    Description
    4.3
    Contributors
    2.8
    ★ 1 commit 20d ago TypeScript
  9. #9
    mehmetkirkoca/budget-manager

    Personal finance tracker with React + Fastify + MongoDB. Includes a Claude Code MCP integration to manage your budget with natural language.

    48.3
    Ranks here on an active commit 20 days ago.
    Freshness
    25.8
    Issue health
    9.2
    License
    4.6
    Description
    4.3
    Contributors
    2.8
    ★ 1 commit 20d ago JavaScript
  10. #10
    deekshitha-a-20/mongodb-rag-mcp

    MCP server for RAG over MongoDB Atlas Vector Search, with local embeddings and no LangChain. TypeScript

    47.5
    Ranks here on an active commit 13 days ago.
    Freshness
    28.7
    Issue health
    9.2
    Description
    4.3
    Contributors
    2.8
    Stars
    1.5
    ★ 1 commit 12d ago TypeScript

More MongoDB MCP Servers

# Tool Score Stars Last Commit Language
11 Nikhileshrana/Enterprise-AI-Starter-Kit 45.7 1 22d ago TypeScript
12 deekshitha-a-20/mongo-mcp-server 45.0 1 29d ago TypeScript
13 benkipnis/virtual_engineer 44.7 1 1mo ago JavaScript
14 mongodb-industry-solutions/leafy-bank-capitalmarkets-mcp 44.6 2 12d ago JavaScript