Read-only MCP server for ROS2 and DDS: topics, participants, QoS mismatches, bags.
TopicForge MCP Server (io.github.yaniswav/topicforge)
TopicForge is a read-only Model Context Protocol (MCP) server for ROS 2 and DDS. It provides access to topic- and participant-related information, including QoS mismatches and recorded data in bags. The server is focused on observability and interoperability across common DDS implementations.
🛠️ Key Features
Read-only MCP server for ROS2 and DDS
Topics and participants inspection
QoS mismatch reporting
ROS bag support
Observability-oriented outputs
🚀 Use Cases
Diagnose QoS mismatches between ROS 2/DDS entities
Inspect topics and participants for debugging
Analyze ROS bag data for investigation and validation
A read-only MCP (Model Context Protocol) server that lets an AI agent inspect a ROS2 graph, recorded bag files and the DDS layer underneath ROS. The code has no write path: it cannot publish to the bus or command a robot, and there is no permission system to configure.
It gives the agent twelve typed tools that return frozen Pydantic schemas, identical whether the server talks to a real robot or to its built-in mock fixtures. Ask why nav_planner gets no scan, and the agent reads the bus, finds the BEST_EFFORT writer facing a RELIABLE reader and names the incompatible policy (see examples/02-debug-qos-mismatch.md). It is meant for ROS2 developers, robotics ML/CV engineers and teams that cannot accept a write path into a production stack.
For DDS, TopicForge joins a domain as a read-only participant through one open-source binding (Eclipse CycloneDDS from PyPI) and reads the builtin discovery topics that the OMG DDS-RTPS protocol standardizes. So far the author has observed Cyclone DDS and Dust DDS participants on a live bus. RTI Connext, OpenDDS, CoreDX and Fast DDS announce themselves through the same standard discovery, but none of them has been observed yet. This covers discovery only: participants, readers, writers and their QoS. See docs/dds-interop-matrix.md.
Quickstart
No ROS2 is needed; the mock adapter serves deterministic fixtures for a small differential robot (LIDAR + RGB camera). Python 3.10 to 3.13.
Then ask it to list the topics or to analyze /tmp/demo.mcap. For Claude Code: claude mcp add topicforge -- topicforge. Setup for a real ROS2 environment (WSL2, Linux, Docker, native Windows) is in docs/TESTING.md; recurring monitoring prompts and the privacy contract are in docs/TUTORIEL.md.
Tools
Every response except health_check carries mode_effective ("live" or "mock"), so a caller can tell a real graph from fixtures.
Tool
Purpose
health_check
Environment and mode introspection. Always succeeds; reports mode next to requested_mode
list_topics
Discover the ROS2 graph
get_topic_info
Message type, publisher/subscriber counts and QoS for one topic
sample_messages
Peek recent messages on a ROS2 topic (count clamped to 50)
analyze_bag
Summarize a .mcap / .db3 recording or rosbag2_* directory (via ros2 bag info)
list_participants
DDS participants on the domain: vendor, name (EntityName QoS, Cyclone) and hostname
detect_qos_mismatches
Incompatible QoS pairs between DDS readers and writers
peek_dds_samples
Raw DDS samples; structured on the three builtin discovery topics, presence-only on user topics
participant_events
Timeline of participant discovered / lost events
topic_metrics
Frequency, sequence-gap and latency schema; data only for builtin discovery topics
peek_bag_samples
Decoded samples from a recorded bag, including ROS 1 .bag (needs pip install topicforge[bags])
list_endpoints
DDS writers and readers with structured QoS, per-topic roll-up that flags orphans (writer with no reader, reader with no writer)
Walkthroughs against the mock, each with the exact tool calls and payloads, are in examples/. To run the DDS tools against a real bus with several programs and vendors, see examples/dds/README.md (python examples/dds/run_all.py).
Modes
Mode
When to use
Backend
mock
Development, demos, CI, screencasts
Deterministic fixtures
live
ROS2 sourced and on PATH, and/or a DDS backend
ros2 CLI, DDS participant
auto
Detect what is available, else mock (default)
Best available
live and auto degrade instead of failing: if neither ros2 nor a DDS backend comes up, the server serves the mock fixtures and health_check reports mode: "mock" next to requested_mode. Only TOPICFORGE_MODE=mock forces fixtures unconditionally. The live ROS2 adapter shells out to the ros2 CLI, so rclpy does not need to be importable.
DDS backends
bash
pip install topicforge[dds] # Eclipse CycloneDDS ([dds-cyclone] is the same thing)
TOPICFORGE_DDS_BACKEND=cyclone python -m topicforge
TOPICFORGE_DDS_BACKEND accepts mock (default), cyclone, fast and auto (fast, then cyclone, then mock, whichever binding imports). The default mock selects no DDS backend: installing the Cyclone binding is not enough, you must also set TOPICFORGE_DDS_BACKEND=cyclone. With TOPICFORGE_MODE=live and no backend selected, the DDS tools raise DDS module is not active: ... with the actual cause (backend not selected, binding not installed, or binding installed but the adapter failed to start), and health_check reports dds_backend: "none" plus dds_inactive_reason. An explicit value is honoured with or without ros2 on PATH, in any mode except mock. If the binding is missing or the participant cannot start, the server logs a warning naming the cause and falls back to the ROS2 CLI alone, or to the mock fixtures. When both ros2 and a DDS backend are up, a composite adapter routes the five ROS2 graph and bag tools to the CLI and the seven DDS tools to the DDS backend.
A Fast DDS adapter exists but has never run against a bus, and its fastdds Python binding is not on PyPI: build it from eProsima's sources and install it next to TopicForge. There is no [dds-fast] extra. opendds and dust are permanent stubs that never serve. rti, opensplice, coredx and intercom are rejected with a configuration error,; Cyclone already sees those vendors' participants through standard discovery. Full backend selection, the routing table and the QoS mismatch scenario are in docs/DDS_QUICKSTART.md; error messages are in docs/TROUBLESHOOTING.md.
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
TOPICFORGE_TELEMETRY
off
Opt-in anonymous telemetry; an unrecognized value aborts startup. See Telemetry
TOPICFORGE_DDS_BACKEND
mock
mock (no DDS backend), cyclone, fast, auto (opendds and dust are stubs)
TOPICFORGE_DDS_DOMAIN_ID
0
DDS domain observed (0..232). Joined at startup; changing it needs a restart
TOPICFORGE_MAX_SAMPLE_BYTES
1048576
Size cap for one sampled message (1 KiB..64 MiB); a call returns at most 4 times that. Over-cap messages are dropped with a note
Samples with comments are in .env.example. Any invalid value stops the server with topicforge: configuration error: ... and exit code 2, so a typo cannot silently change behaviour.
Limitations
DDS validation is partial. The Cyclone adapter has run against a real bus, with Cyclone and Dust DDS participants, on Windows and in CI on Ubuntu and Windows (.github/workflows/demo.yml). The Fast DDS adapter has never run against a bus, and no RTI, OpenDDS, CoreDX or OpenSplice participant has been observed by this project. The multi-vendor claim rests on the RTPS protocol guarantee, not on a recorded cross-vendor run.
User-topic payloads are not decoded. peek_dds_samples on a user topic returns count 0 and a note that the topic is announced on the bus; no traffic is read. topic_metrics therefore has data only for the builtin discovery topics and says so in its status. It is a discovery-layer probe, not a publish-rate monitor.
Liveliness at runtime is not observed. A writer that is alive but silent (a hung process whose lease is still renewed) looks healthy, because TopicForge reads discovery, not data. An opt-in data probe is planned for 0.5.6. A crash and a clean leave cannot be told apart, and lost_ns is an upper bound of the death.
Cyclone vendor ids: participants that do not follow the RTPS vendor-id convention in their GUID prefix (Dust DDS, and RTI by default) are reported with vendor unknown.
Single domain: the server observes the domain it joined at startup; changing it needs a restart.
DDS Security is not handled. A participant without credentials sees an empty secure bus. detect_qos_mismatches checks Partition, type name, Reliability, Durability, Deadline, Liveliness, LatencyBudget, Ownership (kind), DestinationOrder and DataRepresentation (History as a risk); Presentation, XTypes assignability and runtime behavior are not checked, and the result lists them in policies_unchecked. It returns a MismatchScan envelope: read reports for the mismatches.
Fast DDS serves no list_endpoints.
sample_messages (live) runs ros2 topic echo --csv --once with a short timeout, so it returns at most one message, and a topic with no current publisher returns an empty sample. timestamp_ns is the message header.stamp for Header-stamped types and 0 for headerless ones. Arrays are cut at 128 elements by default; max_array_length (1..65536, or null for no cut) and arrays_summary_only change that, and a cut is listed under _truncated_after_columns.
analyze_bag (live) parses ros2 bag info text for the totals and counts; anomaly detection is mock-only. Per-topic times, rates ((n - 1) / span) and latched are added when the bag can be read locally (.db3 with the standard library, .mcap with rosbags), else rates fall back to count / bag duration (frequency_basis). peek_bag_samples reads the file itself, through rosbags, and is served only by the ROS2 CLI adapter or the mock; bags that embed no message definitions (Humble .db3) are decoded with the Humble definitions, or the distro the bag records, and note says so. Without ros2, bag tools return fixtures: check health_check for mode: "mock" before trusting bag output.
Synchronous handlers: the tools run on the MCP event loop; on Windows a hung ros2 launcher can block the server.
No streaming or push subscriptions: tools are strictly request/response.
Next: an opt-in probe to tell a hung writer from a healthy one, wider real-bus validation (Fast DDS, RTI, OpenDDS), and DDS Security. Open work is tracked in issues.
Telemetry
Opt-in, anonymous and off by default. When off, instrumentation returns the handler unchanged: no event is built, no transport is constructed, no network code runs (pinned by tests/test_telemetry.py::test_build_app_off_makes_no_transport_calls).
bash
TOPICFORGE_TELEMETRY=on python -m topicforge
On-values: on, 1, true, yes, enabled. Off-values: unset, off, 0, false, no, disabled. Anything else is a configuration error rather than a silent "off".
When on, each tool call emits one event with exactly six fields:
Field
Example
Notes
tool_name
"list_topics"
One of the twelve tools, never argument values
latency_ms
12.34
Handler wall-clock duration, 2 decimals
mode
"mock"
Mode of the adapter actually serving: mock or live
version
"0.5.6"
TopicForge server version
session_id
"a1b2c3..."
Random UUID per process, never persisted
success
true
Whether the handler returned or raised
Never sent: topic names, message types or payloads, bag paths or contents, hostnames, usernames, IP addresses, environment variables, error messages. The field set is fenced by tests/test_telemetry.py::test_payload_contains_only_whitelisted_keys; adding a field requires updating this section. The default transport is a structured log line; there is no HTTP endpoint yet. The implementation is in src/topicforge/telemetry/.
Security model
TopicForge is designed for local trust: it runs as a subprocess of your MCP client on a machine you control and inspects your own ROS2 graph, DDS domain and bag files. It is not hardened for adversarial inputs.
TOPICFORGE_ROS2_BIN accepts an arbitrary path; treat it the way you treat PATH.
analyze_bag and peek_bag_samples open whatever path the client passes (no workspace isolation, no symlink restriction).
All ros2 invocations use subprocess.run with an argument list, never shell=True. ROS2 topic names are validated against ^/[A-Za-z0-9_/]+$ first.
The server loads no third-party code at startup.
No outbound network calls unless telemetry is turned on.
Before exposing TopicForge to untrusted MCP clients (hosted endpoints, shared environments), add path isolation and revisit the TOPICFORGE_ROS2_BIN policy. Vulnerability reports: see SECURITY.md.
Tests run against the mock adapter, the live adapter's pure parsers and the binding-free DDS helpers; they never need a running ROS graph. Tests needing the cyclonedds or fastdds binding skip themselves when it is absent, and the integration marker (real-bus tests) is deselected by default. The Makefile (make check) uses POSIX shell syntax; on plain PowerShell run the commands above. See CONTRIBUTING.md.
Upgrading
TopicForge is pre-1.0; CHANGELOG.md lists every change, including the yanked releases and removed extras.
Layout
code
src/topicforge/
server/ MCP bootstrap, build_app(settings)
tools/ thin FastMCP handlers, no backend logic
services/ input validation, orchestration, adapter factory
adapters/ ros2_live, ros2_mock, dds_cyclone, dds_fast, common/ (binding-free logic)
models/ frozen Pydantic schemas, the contract with MCP clients
config/ settings and mode resolution
telemetry/ opt-in, off by default
examples/ mock walkthroughs (*.md) and runnable live DDS examples (dds/)
scripts/ real-bus interop checks
docs/ guides, product plan
tests/ pytest suite, mock-only, no ROS2 or DDS required
Layers are strictly separated: handlers never call subprocess, adapters are the only code that talks to a backend, and new backends implement the MiddlewareAdapter protocol in adapters/base.py.