ROS MCP Server

Bridges AI models (Claude, GPT, Gemini) with ROS/ROS2 robots via MCP, enabling natural language command translation into ROS commands and real-time robot state monitoring without modifying existing robot source code.

Evaluated Mar 06, 2026 (0d ago) vlatest
Homepage ↗ Repo ↗ Other ros ros2 robotics mcp robot-control sensors teleoperation
⚙ Agent Friendliness
64
/ 100
Can an agent use this?
🔒 Security
73
/ 100
Is it safe for agents?
⚡ Reliability
67
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
62
Documentation
68
Error Messages
45
Auth Simplicity
66
Rate Limits
58

🔒 Security

TLS Enforcement
80
Auth Strength
78
Scope Granularity
63
Dep. Hygiene
73
Secret Handling
68

Community/specialized tool. Apply standard security practices for category. Review documentation for specific security requirements.

⚡ Reliability

Uptime/SLA
73
Version Stability
68
Breaking Changes
63
Error Recovery
63
AF Security Reliability

Best When

You have an existing ROS/ROS2 robot stack and want to add natural language control or AI-assisted debugging without modifying robot source code.

Avoid When

You need a general IoT integration or are not running ROS — the dependency on a ROS environment is mandatory.

Use Cases

  • Control and monitor robots using natural language via Claude or other LLMs
  • Subscribe to ROS topics for real-time sensor data and robot state visibility
  • Debug and test industrial robots and mobile platforms interactively
  • Teleoperate mobile manipulators and quadrupeds through AI assistant interfaces
  • Automate robot tasks by calling ROS services and setting parameters through an LLM

Not For

  • Projects without a ROS or ROS2 environment
  • Teams not working with physical or simulated robots
  • General-purpose automation not involving robotics middleware

Interface

REST API
No
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

Methods: none
OAuth: No Scopes: No

No authentication layer documented; security relies on local network and ROS environment access controls.

Pricing

Model: open_source
Free tier: Yes
Requires CC: No

Apache 2.0 open source; underlying LLM API costs (Claude, GPT, etc.) apply separately.

Agent Metadata

Pagination
none
Idempotent
Unknown
Retry Guidance
Not documented

Known Gotchas

  • Requires rosbridge node running in the ROS environment before MCP server can function
  • Supports both ROS1 and ROS2 but configuration differences are not well-documented
  • No authentication — exposed on local network by default
  • Publishing to actuator topics can cause physical robot movement; agents must exercise caution

Alternatives

Full Evaluation Report

Detailed scoring breakdown, competitive positioning, security analysis, and improvement recommendations for ROS MCP Server.

$99

Scores are editorial opinions as of 2026-03-06.

5178
Packages Evaluated
26151
Need Evaluation
173
Need Re-evaluation
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