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TopicForge

PyPI version CI Python versions License: MIT Read-only

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.

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

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 capped at 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

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

External validation against a simulated robot's ground truth: docs/VALIDATION.md.

  • 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. 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) streams ros2 topic echo until count messages arrive or timeout_s (1..45, default 10, for the whole call) runs out, and returns what arrived with a note (N of M messages within T s, saying whether a publisher exists). QoS is matched to the publishers, so latched topics work. The payload has nested named fields (payload.header.stamp.sec); timestamp_ns is header.stamp (the publisher's clock, sim time on a simulation) or 0 for headerless types, with stamp_source and received_ns (wall clock when the CLI printed it). 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_fields. nan and inf come back as strings. count above 50 is capped with a note.
  • 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, returns the first count messages in recording order (not the last), and is served only by the ROS2 CLI adapter or the mock; its timestamp_ns is the message's header.stamp (stamp_source header) or, without a top-level header, the bag record time (stamp_source recorded), and recorded_ns is always the bag record time; 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. health_check also reports sim_clock_published (live only): true when /clock has a publisher, a hint that header stamps may be simulation time.
  • 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).

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 "0.6.1" 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.

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; CHANGELOG.md lists every change, including the yanked releases and removed extras.

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. Integration or support work for a specific ROS 2 / DDS setup: ethvignot.yanis@gmail.com.

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