20 Best Docker MCP Servers, Compared (November 2026)

The short answer

Which one, for your situation

Top MCP servers for Docker

The ranking, with the evidence

• 1

  Docker MCP Server

  Abandoned but popular

  ckreiling/mcp-server-docker ↗

  Best for: Composing and debugging containers from chat: it ships a docker_compose prompt that plans and applies container stacks, plus container log and stats resources.

  Docker MCP Server exposes tools for containers, images, networks and volumes (list, create, run, start, stop, remove) alongside a docker_compose prompt that runs a plan-and-apply loop and resource templates for container logs and stats read by container ID or name. It requires a Docker daemon reachable through the Python Docker SDK's from_env (a mounted socket locally, or a DOCKER_HOST SSH URL), and it deliberately omits privileged and cap-add/cap-drop options.

  Score 70.0: show every number behind it

  • Adoption77 / 100 · weight 40%
    • GitHub stars72
    • PyPI downloads36
      PyPI downloads show no weekday rhythm; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance57 / 100 · weight 24%
    • Last commit touching this server88
    • Repository maintenance grade30
    • Commit cadence5
  • Momentum54 / 100 · weight 14%
    • Stars gained, relative to size39
    • Stars gained, absolute39
    • PyPI download trend100
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  70.0

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  70.0

• 2

  REMnux MCP Server

  Community favourite

  REMnux/remnux-mcp-server ↗

  Best for: Docker-hosted REMnux users needing an AI assistant to run malware analysis: it exposes 12 tools for file info, auto-analysis, IOC extraction, and tool discovery.

  REMnux MCP Server exposes 12 tools that let an AI assistant run REMnux commands, identify file types and hashes, extract archives, analyze files with matching tools, extract IOCs, and retrieve tool help or availability, with Docker exec, SSH, local, and HTTP transport modes documented. It assumes a REMnux system and Node.js 20 or newer, plus Docker or SSH access when the MCP server runs off the REMnux host.

  Score 64.1: show every number behind it

  • Adoption72 / 100 · weight 40%
    • GitHub stars54
    • npm downloads64
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum70 / 100 · weight 14%
    • Stars gained, relative to size97
    • Stars gained, absolute49
    • npm download trend45
  • Tool quality81 / 100 · weight 13%
    • Tool description quality73
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  82.2

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  64.1

• 3

  mcpproxy-go

  Community favourite

  smart-mcp-proxy/mcpproxy-go ↗

  Best for: Running several MCP servers behind one endpoint with Docker isolation and quarantining new servers until their tools are reviewed.

  The mcpproxy-go server exposes nine tools for discovering tools across upstream servers, calling them at read, write, and destructive levels, managing upstream servers with Docker isolation, and reviewing quarantined servers and tools. It routes multiple upstream MCP servers through a single endpoint, and new servers are quarantined until approved, so their tools are withheld from agents until that review happens.

  Score 62.9: show every number behind it

  • Adoption65 / 100 · weight 40%
    • GitHub stars65
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum75 / 100 · weight 14%
    • Stars gained, relative to size87
    • Stars gained, absolute57
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality85 / 100 · weight 13%
    • Tool description quality77
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  80.6

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  62.9

• 4

  Docker Hub MCP Server

  Steady

  docker/hub-mcp ↗

  Best for: Teams that need LLM-driven Docker Hub repository management with a Docker PAT: it documents authenticated operations plus public image search and discovery.

  The Docker Hub MCP Server documents stdio and HTTP MCP transports that call Docker Hub APIs, giving LLMs public image discovery by default and PAT-authenticated repository management when HUB_PAT_TOKEN is set. Before choosing it, note that no npm package is published, so setup requires Node.js 22+, Docker, and building from source with npm install and npm run build.

  Score 62.6: show every number behind it

  • Adoption56 / 100 · weight 40%
    • GitHub stars56
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance77 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade55
    • Commit cadence40
  • Momentum29 / 100 · weight 14%
    • Stars gained, relative to size34
    • Stars gained, absolute21
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  62.6

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  62.6

• 5

  Docker MCP Guardian

  Emerging

  SivaSaiKrishnaSuryadevara/docker-mcp-guardian ↗

  Best for: Giving a local LLM agent guarded Docker restarts: the safe_restart_container tool refuses calls unless GUARDIAN_ALLOW_WRITE is set to true.

  It is a Python FastMCP server that speaks JSON-RPC over stdio and exposes inspect_container, which returns environment variable keys with values stripped, plus safe_restart_container, which checks a canonical-name regex denylist before touching the Docker socket. It assumes a resolvable Docker endpoint (rootless socket, or a DOCKER_HOST the client sets literally because most clients do not expand variables) and ships no npm or PyPI package, so installation is a git clone into a virtualenv.

  Score 62.3: show every number behind it

  • Adoption51 / 100 · weight 40%
    • GitHub stars51
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance92 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence85
  • Momentum93 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute82
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  73.3

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  62.3

• 6

  homebutler

  Community favourite

  Higangssh/homebutler ↗

  Best for: Homelab operators who need Docker monitoring, volume backup and restore, Wake-on-LAN, network scanning, and Proxmox guest control: 44 tools cover these tasks.

  Homebutler exposes 44 tools for Docker container inspection, logs, stats, restart, and stop; volume backup, listing, drill, and restore; Wake-on-LAN; network scanning; Proxmox guest management; and health reporting. Before choosing it, note that backup_restore overwrites the data the app is running on and install_purge deletes containers, config, and volumes without taking a backup first, so the operator must confirm destructive restores and take a backup before purging.

  Score 60.5: show every number behind it

  • Adoption62 / 100 · weight 40%
    • GitHub stars62
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum77 / 100 · weight 14%
    • Stars gained, relative to size91
    • Stars gained, absolute55
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  77.6

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  60.5

• 7

  stealthy-auto-browse MCP server

  Steady

  psyb0t/docker-stealthy-auto-browse ↗

  Best for: Browser automation where an AI agent needs a stealth browser in Docker: it provides an MCP endpoint with common-action tools and run_script.

  The README documents a JSON HTTP API on port 8080 and a Streamable HTTP MCP endpoint at /mcp/, with dedicated tools for common actions plus browser_action and run_script for the complete API. It assumes a running Docker container and a client integration pointed at http://localhost:8080/mcp/, with STEALTHY_AUTO_BROWSE_URL and AUTH_TOKEN set where required.

  Score 59.7: show every number behind it

  • Adoption50 / 100 · weight 40%
    • GitHub stars50
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum61 / 100 · weight 14%
    • Stars gained, relative to size75
    • Stars gained, absolute39
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  70.2

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  59.7

• 8

  HomeLab Monitor

  Emerging

  SikamikanikoBG/homelab-monitor ↗

  Best for: Homelab operators wanting a single self-hosted dashboard with a built-in read-only MCP server for AI agents to inspect GPU, Docker, systemd, and host health.

  HomeLab Monitor is a homelab dashboard packaged as a Docker container and includes a built-in read-only MCP server for AI agents to explore its monitoring data. It reaches monitored machines over SSH, so those hosts need to be reachable that way.

  Score 59.0: show every number behind it

  • Adoption59 / 100 · weight 40%
    • GitHub stars59
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum73 / 100 · weight 14%
    • Stars gained, relative to size88
    • Stars gained, absolute51
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  75.6

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  59.0

• 9

  CloakBrowser MCP

  Community favourite

  swimmwatch/cloakbrowser-mcp ↗

  Best for: Docker-hosted browser automation for AI agents: it forwards the upstream Playwright MCP tool surface and supports multi-session Streamable HTTP transport.

  CloakBrowser MCP exposes 25 browser tools, largely the upstream Playwright MCP surface (navigation, snapshots, clicks, typing, tabs, network inspection), plus two CloakBrowser introspection tools, and serves them over stdio or Streamable HTTP, including in Docker. One caveat: browser_run_code_unsafe executes arbitrary JavaScript in the Playwright server process and is described as RCE-equivalent.

  Score 58.6: show every number behind it

  • Adoption60 / 100 · weight 40%
    • GitHub stars56
    • npm downloads28
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum75 / 100 · weight 14%
    • Stars gained, relative to size93
    • Stars gained, absolute50
    • npm download trend71
  • Tool quality58 / 100 · weight 13%
    • Tool description quality50
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  75.1

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  58.6

• 10

  dbx

  Community favourite

  t8y2/dbx ↗

  Best for: Existing DBX users: the MCP server ships alongside the desktop, Docker and CLI interfaces, letting agents query databases already configured in that manager.

  DBX is a universal database manager whose README documents a bundled MCP server alongside its desktop, Docker, CLI and AI assistant interfaces, described as enabling natural language queries and database management through MCP. Its exposed tools have never been inspected and it is distributed through the npm package dbx, so the actual command surface has to be confirmed against a running instance before it is relied on.

  Score 57.5: show every number behind it

  • Adoption100 / 100 · weight 40%
    • GitHub stars100
    • npm downloadsnot measured
      npm publishes dbx from samt/node-dbx
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum100 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute100
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  95.8

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  57.5

• 11

  microsandbox

  Community favourite

  superradcompany/microsandbox ↗

  Best for: Running untrusted workloads such as AI agents, user code, or CI jobs locally: it uses microVMs for hardware isolation and runs standard OCI images.

  Its README documents a microVM runtime with an msb CLI for sandboxes, snapshots, images, and volumes, SDKs for TypeScript, Rust, Python, and Go, and an MCP server for agents to create sandboxes; the exposed MCP tool list is unknown. Before choosing it, note that it requires macOS on Apple Silicon, Linux with KVM, or Windows with WHP, and the project labels itself beta software.

  Score 56.4: show every number behind it

  • Adoption99 / 100 · weight 40%
    • GitHub stars99
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum90 / 100 · weight 14%
    • Stars gained, relative to size84
    • Stars gained, absolute100
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  94.0

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  56.4

• 12

  ContextForge MCP Gateway

  Community favourite

  IBM/mcp-context-forge ↗

  Best for: Consolidating MCP servers and REST or gRPC APIs behind one governed endpoint: it federates MCP, A2A, REST, and gRPC services into a single MCP-compliant gateway.

  ContextForge is an MCP-compliant registry and proxy that federates MCP, A2A, and REST/gRPC services into one endpoint, with transport over HTTP, JSON-RPC, WebSocket, SSE, and Streamable HTTP. The optional Web UI runs in a separate container, so Docker installations that want it need to deploy that component alongside the gateway.

  Score 55.4: show every number behind it

  • Adoption98 / 100 · weight 40%
    • GitHub stars92
    • PyPI downloads41
      PyPI downloads show no weekday rhythm; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum81 / 100 · weight 14%
    • Stars gained, relative to size76
    • Stars gained, absolute90
    • PyPI download trend77
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  92.3

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  55.4

• 13

  Maintenant

  Community favourite

  kOlapsis/maintenant ↗

  Best for: Local Docker and Kubernetes monitoring: it exposes 51 MCP tools for containers, logs, resources, alerts, and security findings.

  Maintenant exposes 51 MCP tools for monitoring Docker containers, Kubernetes resources, endpoints, TLS certificates, heartbeats, alerts, notification channels, escalation policies, and CVE and risk findings. It is a local server, so it cannot see online deployments.

  Score 53.9: show every number behind it

  • Adoption68 / 100 · weight 40%
    • GitHub stars68
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum≈0 / 100 · weight 14%
    • Stars gained, relative to sizenot measured
      no snapshot history yet
    • Stars gained, absolutenot measured
      no snapshot history yet
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  69.1

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  53.9

• 14

  SocratiCode

  Community favourite

  giancarloerra/SocratiCode ↗

  Best for: Large local codebases needing private semantic search and change-impact analysis: it exposes indexing, graph, impact, symbol, and context-artifact tools, with Docker-managed local infrastructure.

  SocratiCode exposes 26 tools for indexing and searching a codebase, building and querying a code dependency graph, analyzing symbols and change impact, and indexing context artifacts such as schemas and API specs. Before choosing it, note that its health tool checks for local Docker, a Qdrant container, Ollama, and an embedding model.

  Score 53.3: show every number behind it

  • Adoption99 / 100 · weight 40%
    • GitHub stars88
    • npm downloads70
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum47 / 100 · weight 14%
    • Stars gained, relative to size44
    • Stars gained, absolute66
    • npm download trend27
  • Tool quality76 / 100 · weight 13%
    • Tool description quality68
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  88.8

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  53.3

• 15

  kubeshark

  Community favourite

  kubeshark/kubeshark ↗

  Best for: Investigating Kubernetes network incidents with an AI agent: it exposes cluster-wide traffic queries over MCP, including decrypted TLS and Kubernetes context.

  Kubeshark runs an MCP server, started with kubeshark mcp, that gives AI agents query access to cluster-wide network traffic, API calls, and Kubernetes context, including decrypted TLS traffic. Before choosing it, note that the documented setup requires a Kubernetes cluster with Kubeshark deployed and the kubeshark CLI installed locally.

  Score 51.5: show every number behind it

  • Adoption100 / 100 · weight 40%
    • GitHub stars100
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance92 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence85
  • Momentum43 / 100 · weight 14%
    • Stars gained, relative to size26
    • Stars gained, absolute68
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  85.8

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  51.5

• 16

  NoteDiscovery MCP Server

  Community favourite

  gamosoft/NoteDiscovery ↗

  Best for: Self-hosted markdown vaults needing AI note search, editing, and templating: a built-in stdio MCP server exposes those tools against the web UI's vault.

  NoteDiscovery MCP Server is the built-in stdio MCP server for the NoteDiscovery self-hosted markdown notes app, exposing 19 tools that cover note search, listing, reading, creation, editing, appending, moving, deletion, folders, tags, links, graph data, recent notes, templates, health, and config. Before choosing it, note that it assumes a running NoteDiscovery instance and an MCP client configured through NOTEDISCOVERY_URL, as the README's Docker setup shows.

  Score 51.4: show every number behind it

  • Adoption86 / 100 · weight 40%
    • GitHub stars86
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum56 / 100 · weight 14%
    • Stars gained, relative to size49
    • Stars gained, absolute67
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality78 / 100 · weight 13%
    • Tool description quality70
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  85.7

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  51.4

• 17

  ArcadeDB Multi-Model DBMS

  Community favourite

  ArcadeData/arcadedb ↗

  Best for: Teams operating an ArcadeDB instance that need MCP access to inspect schemas, run read-only queries, execute writes, and profile query performance.

  ArcadeDB Multi-Model DBMS exposes 10 MCP tools for listing databases, reading schemas, running read-only queries and write commands, checking server status, profiling queries, and getting or setting server settings. It assumes access to an ArcadeDB server and an authenticated user, and changes made through set_server_setting may not persist across restarts.

  Score 50.9: show every number behind it

  • Adoption77 / 100 · weight 40%
    • GitHub stars77
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum75 / 100 · weight 14%
    • Stars gained, relative to size79
    • Stars gained, absolute69
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality81 / 100 · weight 13%
    • Tool description quality73
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  84.8

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  50.9

• 18

  Unraid MCP Server

  Emerging

  dinglebear-ai/unraid ↗

  Best for: Unraid administrators needing read-only AI assistant access to system information, Docker containers, VMs, and storage: it uses the official Unraid GraphQL API.

  The Python unraid-mcp server connects to an Unraid server through the official GraphQL API and provides read-only access to system information, Docker containers, VMs, and storage. It assumes an Unraid GraphQL endpoint and API key supplied through UNRAID_API_URL and UNRAID_API_KEY.

  Score 48.9: show every number behind it

  • Adoption54 / 100 · weight 40%
    • GitHub stars54
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum78 / 100 · weight 14%
    • Stars gained, relative to size97
    • Stars gained, absolute50
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  73.8

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  48.9

• 19

  geolens-mcp

  Community favourite

  geolens-io/geolens ↗

  Best for: Read-only exploration of a self-hosted GeoLens spatial catalog: it exposes dataset search, schema, bounded GeoJSON features, saved maps, and sandboxed SQL over PostGIS.

  GeoLens MCP exposes six read-only tools for searching datasets, retrieving schemas and bounded GeoJSON features, listing and summarizing saved maps, and running a sandboxed read-only SQL SELECT against accessible PostGIS tables. It assumes an existing self-hosted GeoLens catalog with accessible datasets, and its query tool is limited to read-only SELECT access over data tables in a SQL sandbox.

  Score 47.9: show every number behind it

  • Adoption62 / 100 · weight 40%
    • GitHub stars62
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum77 / 100 · weight 14%
    • Stars gained, relative to size92
    • Stars gained, absolute54
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality88 / 100 · weight 13%
    • Tool description quality80
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  79.8

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  47.9

• 20

  Auto-Browser

  Community favourite

  LvcidPsyche/auto-browser ↗

  Best for: Operator-assisted browser work on brittle sites: it exposes session, takeover, and auth-profile tools so a human can step into a live Playwright session.

  Auto Browser exposes 20 MCP tools, over HTTP with a bundled stdio bridge, for creating browser sessions, observing pages, executing actions, managing tabs and downloads, saving auth profiles, and requesting human takeover through noVNC. Every API and MCP request must carry the bearer token the controller writes to data/api-token on first start, and running with API_ALLOW_TOKENLESS_LOOPBACK=true lets any container on the compose network drive the browser.

  Score 47.8: show every number behind it

  • Adoption74 / 100 · weight 40%
    • GitHub stars74
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum52 / 100 · weight 14%
    • Stars gained, relative to size53
    • Stars gained, absolute51
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality76 / 100 · weight 13%
    • Tool description quality68
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  79.7

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  47.8

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