TopicForge
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, without being able to publish to the bus or command a robot. It is read-only by architecture, not by configuration: there is no write path to misconfigure and no permission system to audit.
Without grounding, an LLM asked about a robot will invent topic names, message types and bag contents. TopicForge gives it twelve typed tools that return frozen Pydantic schemas, identical whether the server talks to a real robot or to its built-in mock fixtures. It is aimed at 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. Every conformant vendor announces itself there, so a Cyclone participant also sees RTI Connext, OpenDDS, CoreDX and Dust DDS endpoints without any proprietary binding. This covers discovery only: participants, readers, writers and their QoS. See docs/dds-interop-matrix.md.
Quickstart
No ROS2 needed; the mock adapter serves deterministic fixtures for a small differential robot (LIDAR + RGB camera). Python 3.10 to 3.13.
pip install topicforge
TOPICFORGE_MODE=mock python -m topicforge
# Windows PowerShell: $env:TOPICFORGE_MODE="mock"; python -m topicforge
The server speaks MCP over stdio and waits for a client, so wire it into one. For Claude Desktop, add to claude_desktop_config.json:
{
"mcpServers": {
"topicforge": {
"command": "python",
"args": ["-m", "topicforge"],
"env": { "TOPICFORGE_MODE": "auto" }
}
}
}
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
All twelve tools are read-only. 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 / .bag recording |
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 (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
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). 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, since the Pro tier is retired (see docs/pro.md). 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, 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 |
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_sampleson a user topic returns count 0 and a note that the topic is announced on the bus; no traffic is read.topic_metricstherefore has data only for the builtin discovery topics and says so in itsstatus. 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_nsis 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_mismatcheschecks 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 inpolicies_unchecked. It returns aMismatchScanenvelope: readreportsfor the mismatches. - Fast DDS serves no
list_endpoints. sample_messages(live) runsros2 topic echo --csv --oncewith a short timeout; a topic with no current publisher returns an empty sample.timestamp_nsis the messageheader.stampforHeader-stamped types and0for headerless ones.analyze_bag(live) parsesros2 bag infotext and does not userosbags; anomaly detection is mock-only.peek_bag_samplesis the only tool that reads the file itself, throughrosbags, and is served only by the ROS2 CLI adapter or the mock. Withoutros2, bag tools return fixtures: checkhealth_checkformode: "mock"before trusting bag output.- Synchronous handlers. The tools run on the MCP event loop; on Windows a hung
ros2launcher can block the server. - No streaming or push subscriptions: tools are strictly request/response.
The roadmap and the open work behind these limits are in docs/product-plan.md.
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).
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, not 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 |
"0.5.5" |
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_BINaccepts an arbitrary path; treat it the way you treatPATH.analyze_bagandpeek_bag_samplesopen whatever path the client passes (no workspace isolation, no symlink restriction).- All
ros2invocations usesubprocess.runwith an argument list, nevershell=True. ROS2 topic names are validated against^/[A-Za-z0-9_/]+$first. - The server loads no third-party code at startup. Until 0.5.2 it imported any installed
topicforge_propackage; that hook was removed in 0.5.3 because it was an opening for a package of that name to add write tools. - 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.
Development
git clone https://github.com/yaniswav/TopicForge.git && cd TopicForge
python -m venv .venv && source .venv/bin/activate # Windows: .venv\Scripts\Activate.ps1
pip install -e ".[dev]"
python -m ruff check src tests
python -m pytest
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 and the 0.x releases changed things freely; CHANGELOG.md is the record. Two points matter if you are coming from an old install. Releases 0.3.0 to 0.5.2 are yanked, so pip install -U topicforge resolves to 0.5.3 or later. And since 0.5.3 the [dds-fast], [dds-opendds], [dds-dust] and [dds-all-oss] extras no longer exist, the DDS backend values rti, opensplice, coredx and intercom are rejected, and [dds] and [all] resolve to Cyclone only. Schema changes across 0.x were additive optional fields; a client that pins a JSON Schema with additionalProperties: false needs to regenerate it.
Layout
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.
License
MIT, see LICENSE. Commercial support and integration work: docs/pro.md.
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