topicforge 0.1.0

ROS Topic Inspector & Bag Analyzer MCP server for AI agents

TopicForge

Stop asking Claude to invent topic names. TopicForge is the MCP server that grounds AI agents in your real ROS2 stack - or a faithful mock when you have no robot at hand.

TopicForge is a production-minded MCP (Model Context Protocol) server that lets AI agents - such as Claude - inspect ROS2 topics and analyze ROS bag files through a clean, structured tool interface. It is designed for robotics developers, ML/CV engineers working with robot data, and teams that want their AI tooling to understand their robotics stack instead of guessing at it.

Why it exists

LLM agents are good at reasoning over text, but ROS2 introspection lives in a CLI + DDS world they cannot directly reach. Without grounding, an LLM will hallucinate topic names, message types, and bag contents. TopicForge bridges that gap with a small, well-typed set of MCP tools:

Tool	Purpose
health_check	Environment & mode introspection
list_topics	Discover the ROS graph
get_topic_info	Structured info for a single topic
sample_messages	Peek recent messages on a topic
analyze_bag	Summarize a .mcap / .db3 / .bag recording

Outputs are structured, JSON-serializable, and stable across runtime modes - they look the same whether the server is talking to a real robot or to its built-in mock fixtures.

30-second demo without ROS2

The mock adapter ships deterministic fixtures for a small differential robot (LIDAR + RGB camera). You do not need ROS2 installed to try the full tool surface - a clean Python 3.11 venv is enough.

pip install topicforge
TOPICFORGE_MODE=mock python -m topicforge
# Windows PowerShell: $env:TOPICFORGE_MODE="mock"; python -m topicforge

Point any MCP client (Claude Desktop, see below) at this server and ask it to list the topics or analyze /tmp/demo.mcap - every tool returns realistic, typed payloads.

Quickstart

pip install topicforge
python -m topicforge --help
TOPICFORGE_MODE=mock python -m topicforge

Architecture

+----------------------+
|   MCP client (LLM)   |
+----------+-----------+
           |  (stdio, MCP protocol)
           v
+----------+-----------+
|  topicforge.server   |   FastMCP entrypoint, lifecycle, tool registration
+----------+-----------+
           |
           v
+----------+-----------+
|  topicforge.tools    |   Thin handlers - validate, delegate, serialize
+----------+-----------+
           |
           v
+----------+-----------+
| topicforge.services  |   Inspector / Health - orchestration & validation
+----------+-----------+
           |
           v
+----------+-----------+
| topicforge.adapters  |   ros2_live  - subprocess wrappers over `ros2` CLI
|                      |   ros2_mock  - deterministic fixtures
+----------------------+

Layers are strictly separated:

• server/ wires the whole graph and exposes build_app(settings).
• tools/ registers MCP tools on FastMCP. Handlers never call ROS directly.
• services/ validate inputs and orchestrate calls.
• adapters/ are the only code that knows how to talk to a specific backend. New backends (e.g. an rclpy-based adapter) plug in by implementing the RosAdapter protocol.
• models/ holds Pydantic schemas - the contract with MCP clients.
• config/ resolves runtime settings from the environment.

Runtime modes

Mode	When to use	Backend
mock	Local development, demos, CI, screencasts	Deterministic fixtures
live	A machine with ROS2 installed and sourced	ros2 CLI wrappers
auto	Detect ROS2; fall back to mock if not present	Best available (default)

Mode is selected via the TOPICFORGE_MODE environment variable.

Install from source

Requires Python 3.11+.

git clone https://github.com/yaniswav/TopicForge.git
cd TopicForge
python -m venv .venv
source .venv/bin/activate          # Linux / macOS
# .venv\Scripts\Activate.ps1       # Windows PowerShell
pip install -e ".[dev]"

Or, if you have make:

make dev

Run

Mock mode (no ROS2 required)

TOPICFORGE_MODE=mock python -m topicforge

Or:

make run-mock

Live mode (requires ROS2)

Source your ROS2 distribution first, then:

source /opt/ros/humble/setup.bash
TOPICFORGE_MODE=live python -m topicforge

TopicForge invokes the ros2 CLI under the hood, so it does not require rclpy to be importable. This keeps the live adapter portable across ROS2 distros.

Configure with Claude Desktop

Add to your claude_desktop_config.json:

{
  "mcpServers": {
    "topicforge": {
      "command": "python",
      "args": ["-m", "topicforge"],
      "env": { "TOPICFORGE_MODE": "auto" }
    }
  }
}

Test

pytest
# or
make test

Tests run entirely against the mock adapter and the live adapter's pure parsers - they never require a running ROS graph. The full suite completes in well under a second.

Lint & format

make lint     # ruff check
make fmt      # ruff format
make check    # both, plus tests (CI bundle)

Windows note. The Makefile uses POSIX shell syntax (VAR=value cmd, find … -exec). Run it from Git Bash, WSL, or MSYS2. From a plain PowerShell session, invoke the underlying commands directly:

python -m ruff check src tests
python -m ruff format src tests
python -m pytest
$env:TOPICFORGE_MODE = "mock"; python -m topicforge   # equivalent of `make run-mock`

Configuration reference

Variable	Default	Description
TOPICFORGE_MODE	auto	mock, live, or auto
TOPICFORGE_LOG_LEVEL	INFO	DEBUG, INFO, WARNING, ERROR
TOPICFORGE_ROS2_BIN	ros2	Name (or path) of the ROS2 CLI binary

See .env.example.

Security model

TopicForge is designed for local trust: it runs as a subprocess of your MCP client (Claude Desktop, Claude Code) on a machine you control, and inspects your own ROS2 graph or your own bag files. It is not hardened for adversarial inputs.

• TOPICFORGE_ROS2_BIN accepts an arbitrary path - if you point it at a malicious binary, TopicForge will execute it. Treat the variable the way you treat PATH.
• analyze_bag opens whatever path the MCP client passes (no workspace isolation, no symlink restriction). The threat model assumes the client is your trusted agent acting on your behalf.
• All ros2 CLI invocations use subprocess.run with an argument list - never shell=True. Topic names are validated against a strict allowlist (^/[A-Za-z0-9_/]+$) before being passed to the CLI.
• No outbound network calls. No telemetry in v0.1.0 (opt-in usage metrics are on the Phase 1 roadmap).

Before exposing TopicForge to untrusted MCP clients (hosted endpoints, shared environments), add path isolation and revisit the TOPICFORGE_ROS2_BIN policy.

MVP limitations

• sample_messages in live mode uses ros2 topic echo --once with a short timeout; topics with no current publisher will return an empty sample.
• sample_messages silently clamps count to 50 to keep tool output bounded; requests for more than 50 messages return at most 50 (the SampleResult.count field reflects what was actually returned).
• analyze_bag in live mode shells out to ros2 bag info and parses its text output. Deep anomaly detection is mock-only for now.
• No streaming / push subscriptions in the MVP. Tools are strictly request/response.
• Live adapter is CLI-based, not rclpy-based - by design, for portability.

Roadmap

See docs/product-plan.md for the full product trajectory.

Near-term additions on the bench:

• rclpy-backed live adapter for faster & richer sampling
• URDF inspector / validator MCP tools
• Bag anomaly detection (clock jumps, gaps, dropped frames, TF tree health)
• Dataset export helpers (rosbag → COCO / HF Datasets)
• Synthetic data pipeline controller (Blender, Gazebo, Isaac Sim)
• Hosted MCP endpoint with auth

Project layout

topicforge-mcp/
├── README.md                  # You are here
├── Makefile                   # Common developer tasks
├── pyproject.toml             # Build & tooling config
├── .env.example               # Example runtime configuration
├── docs/
│   └── product-plan.md        # Product strategy & roadmap
├── src/topicforge/
│   ├── __main__.py            # `python -m topicforge`
│   ├── server/                # MCP bootstrap & lifecycle
│   ├── tools/                 # MCP tool definitions
│   ├── services/              # Domain orchestration
│   ├── adapters/
│   │   ├── ros2_live/         # `ros2` CLI wrappers
│   │   └── ros2_mock/         # Deterministic fixtures
│   ├── models/                # Pydantic schemas
│   └── config/                # Settings & mode resolution
└── tests/                     # Pytest suite (mock-only, no ROS2 required)

License

MIT - see LICENSE.