Summarize a ROS 2 bag at path as a BagAnalysis: storage format, duration, message count, per-topic stats and mode_effective. Per topic frequency_hz is (n - 1) / (last - first message time) (frequency_basis topic_span), with first_timestamp_ns, last_timestamp_ns and latched; a latched topic whose messages all fall within 1 s (e.g. /tf_static) has a null frequency_hz. When the bag cannot be read locally or the bounded scan (8 s) is cut, the rate falls back to count / bag duration (bag_duration) and note says why. anomalies lists observed clock steps, silences of steady topics and TF edges, and backward header stamps (topic, time offset, size, no cause); empty means none found by these checks, not clean, and note says if the scan was cut or skipped. Live mode runs ros2 bag info, or rosbags without ros2 or when it fails (reader says which); mock mode returns fixtures for any bag-like path. Raises an MCP error for a missing path, a directory without metadata.yaml or an unreadable bag. Duration: ROS lock, one call at a time, ends within 45 s; busy if held.

Explain why DDS readers and writers on a topic do not talk, and who will. Pairs every reader with every writer per topic and returns a MismatchScan: summary (one line, read it first), matched (pairs DDS will connect given the announced QoS; data flow is not observed), reports (incompatible or risky QoS pairs, with participant names, requested vs offered values and the failed rule in details), not_matched (pairs DDS never matches: different partitions or type names; the QoS rules are NOT evaluated for them, and latent_incompatible_policies lists what would also break once fixed), hints (probable typos in orphan topic names, type id notes), plus pairs_checked, topics_scanned, policies_checked and policies_unchecked. Checked: Partition (* and ? wildcards), type name, Reliability, Durability, Deadline, Liveliness, LatencyBudget, Ownership, DestinationOrder, DataRepresentation, History (risky only, where announced). An empty reports with a non-empty not_matched still means no data flows, and an all-empty result does not prove the bus healthy: discovery shows the QoS DECLARED, not runtime behavior (a 'deadline missed' log with compatible QoS means the writer's real period exceeds the deadline, which TopicForge cannot see). Pass topic to scope the scan. The lists are capped at 200 each (truncated; *_total keep the counts). A late_joiner match is a VOLATILE writer whose reader joined later on the same host: normal. Reports and partition splits carry suggested_fixes: text for a human, never applied by TopicForge; verify_with names the call that confirms the repair. Read-only by architecture. Raises an MCP error when no DDS module is active; mock returns fixtures. Duration: DDS lock, one call at a time, ends within 45 s; busy if held.

Answer "is anything wrong": sweep the ROS 2 graph and DDS bus in one call and rank what is found as a Diagnosis. Checks, in order: environment, nodes, topics, dds (QoS pairs, restarts), tf (8 s window), logs (/rosout errors), responsiveness (parameter reads, node first, params_file diff); scope runs one group. findings are critical, warning or info, with evidence and suggested_fixes (QoS changes, else read-only commands); verdict is one line. A check that errors or runs out of budget_s is in checks_skipped, never a tool error, and the verdict then says it is not verified. A clean result does not prove data flows. Mock mode: fixtures. Duration: holds the ROS lock up to budget_s and ends within 45 s; other ROS tools get busy meanwhile, health_check stays free.

One live frame as image content plus JSON metadata. CompressedImage passes through; raw needs topicforge[image]. Needs the sampling helper. Big best-effort frames can drop. Mock: a fixed gradient.

ROS 2 graph only; on a DDS-only setup use list_participants. Describe one ROS 2 node as a NodeInfo: the topics it publishes and subscribes to, the services and actions it serves or calls (each {name, type}), its parameters and use_sim_time. Interfaces come from the graph (ros2 node info), which never waits for the node. Parameters come from a read (ros2 param dump) bounded by timeout_s: a node that does not answer in time is a finding, not an error: parameters is null, parameters_note says its executor is probably blocked, and the interfaces are still returned. A value whose name contains password, secret, token, api_key or credential is replaced by <masked> and a long value is cut (truncated, original_size), both said in parameters_note. With params_file, param_diff lists declared values that differ on the node, are declared_only or masked. With several nodes of that name duplicate_count is above 1 and note warns. Raises an MCP error when the node is not on the graph (the message lists close matches), the name is malformed, or without a ros2 CLI. Read-only: the only request TopicForge ever sends is a parameter read (list/get); it sends no other request to a node. Duration: ros2 CLI behind the ROS lock, one call at a time; up to three CLI calls (node list and info, 8 s each at most; the parameter read, at most timeout_s, 20 s); ends within 45 s, less time for the read after a wait; busy error if the lock is held (retry).

ROS 2 graph only; on a DDS-only setup use list_endpoints. Describe one ROS 2 topic (fully qualified, e.g. /cmd_vel) as a TopicInfo: counts and, in live mode, publisher_qos / subscription_qos (reliability, durability where transient_local marks a latched topic such as /tf_static, endpoint_count; a null side says why in its _note) and publisher_nodes / subscriber_nodes. Raises an MCP error for a malformed or unknown topic, or without a ros2 CLI. Duration: ROS lock, one call at a time, ends within 45 s; busy if held.

ROS 2 graph only. Answer "what changed since it last worked": snapshot the graph (or bag_path) and compare it with baseline, as a GraphDiff. changes are node, topic, type, qos, rate and count differences; added = present now, absent from the baseline. not_compared names what a pair cannot support: nodes and counts need live against live, rates bag against bag, writer QoS a DDS backend. /rosout and /parameter_events count noise is only tallied in builtin_changes_count. The first call stores a snapshot and says so in note. Snapshots stay in memory (16, lost on restart). Raises an MCP error for an unknown id, a bad bag path or without a ros2 CLI. Mock mode: the first call reports 3 changes, the next 0. Duration: ROS lock, one call at a time, ends within 45 s; busy if held.

Report TopicForge environment state as a HealthReport: mode, ros_backend, dds_backend, ros_tools_available, ros2_distro, rmw_implementation, dds_domain_id and observed_domain_note (only the domain joined at startup is observed), server version and sample cap; for a live DDS backend also observer_started_ns / now_ns (nothing earlier was watched) and the discovery tracker status tracker_* (errors, evictions or a stale pass mean gaps). live with ros_backend none is a DDS-only setup: use list_endpoints. With dds_backend none, dds_inactive_note says why. payload_decoding is disabled (DDS user-topic payloads are not decoded); dds_security is not_supported. Always succeeds: call it first when something looks wrong. Duration: never waits for a lock and never runs the ros2 CLI; it answers at once.

ROS 2 graph only. Rebuild the TF tree from the transforms on /tf_static (latched) and /tf (listened to for window_s) and flag what breaks lookups. Returns a TfReport: frames (parent, kind static/dynamic/both, age_s, stale, observed_frequency_hz on wall time, sim_frequency_hz on stamps), roots, counts and findings {kind, frames, text}: stale (a frame trails the newest /tf stamp by more than stale_after_s), two_parents, disconnected (several roots), static_and_dynamic, cycle, no_path. Ages and rates use header stamps, so they hold on sim time (real_time_factor far from 1 means sim). A slow or intermittent publisher needs a longer window_s (diagnose uses 8 s). Give source_frame and target_frame for the path between them. It also reads /robot_description and flags URDF links with no frame (declared_not_published) and joints on the wrong stream (fixed_joint_on_tf, movable_joint_on_tf_static). Empty frames when nothing is published (read note). The listening is capped (3000 messages): echo can drop messages at high rates, so the tree is exact but frequencies are approximate (truncated). Raises an MCP error without a ros2 CLI. Mock mode: a fixed 5 s capture of the demo robot with one stale frame. Duration: ROS lock, one call at a time, ends within 45 s; busy if held.

List every DDS endpoint (writer and reader) announced on the bus as an EndpointListing; one EndpointInfo each with role, dds_topic (raw, e.g. rt/scan), ros_topic (/scan; null with ros_topic_note for a non-ROS topic), type_name, type_id, the owning participant_guid with participant_name, and a structured qos. Use it instead of parsing peek_dds_samples and joining GUID prefixes. Large buses: pass fields compact to replace each qos by a one-line qos_summary and drop type_id, announced_ns and ros_topic_note; the default full is verbose, so scope with topic or participant_guid to read one topic's full QoS. Orphans: by_topic rolls endpoints up per topic with writer_count, reader_count, orphan (no_reader = a writer nobody subscribes to, no_writer = a reader nobody publishes to) and the union of partitions. In qos, a duration or policy of None is infinite/unset or not announced. Among EXCLUSIVE writers the live one with the highest ownership_strength delivers; which one owns an instance is runtime state TopicForge cannot observe. Departed endpoints: a leaving participant's endpoints are remembered (last 200, 1 h) and shown in by_topic as departed_writers / departed_readers (listed in endpoints only with include_departed), so a topic that lost its only writer is explained in one call. Topic filter: rt/scan and scan match each other; a filter matching nothing returns a note with the closest topics. This lists discovery facts, not data flow: it cannot tell a silent or hung writer from a healthy one; pair it with detect_qos_mismatches. The observer's own endpoints are excluded unless include_observer; ROS 2 service and action endpoints (rq/, rr/, rs/, rp/, ra/, ros_discovery_info) unless include_internal. Capped at 500 endpoints (truncated, total); by_topic covers all matches. Raises an MCP error when no DDS module is active; mock returns a fixture. Duration: DDS lock, one call at a time, ends within 45 s; busy if held.

ROS 2 graph only; on a DDS-only setup use list_participants. List the nodes on the ROS 2 graph (or the mock graph) from one ros2 node list call as a NodeListing: name, namespace, full_name, duplicate_count, lifecycle (managed node; state not read, lifecycle_note if unknown), by_namespace counts. duplicates lists full names used by several nodes (a per-node tool then answers for one of them, unidentified). Nodes starting with an underscore are hidden and a node on another ROS_DOMAIN_ID is invisible. Empty nodes when the graph has none. Use get_node_info for one node's interfaces. Raises an MCP error without a ros2 CLI. Cheap (two CLI calls). Duration: ROS lock, one call at a time, ends within 45 s; busy if held.

List DDS participants observed on the bus as a ParticipantListing: guid, vendor (read from the GUID prefix, unknown for vendors that do not put theirs there, e.g. Dust DDS and RTI Connext; see vendor_source), optional name (the announced EntityName, e.g. lidar_driver; a participant with none is normal, not a fault: identify it by its topics), hostname, domain_id and is_observer (TopicForge's own read-only participant, listed like any other). Lifecycle: status (active / left), first_seen_ns / last_seen_ns (TopicForge's clock), announced_ns (DDS source timestamp) and, once left, lost_ns + lost_time_source: an upper bound of the death (exact after a clean shutdown; after a crash the lease expiry, so up to one lease earlier: 10 s Cyclone, 20 s Fast DDS, 100 s RTI). Restarts: a restarted node is a new GUID with the same name; restarts_by_name gives lives (GUIDs) and departures per name, so do not count GUIDs by hand (seen_count is not a restart count). Cyclone tracks discovery in the background; right after start the call waits up to 3 s for it. Only the domain joined at startup is observed (health_check dds_domain_id): a participant on another domain is INVISIBLE here, and domain_id does not switch domains (restart with TOPICFORGE_DDS_DOMAIN_ID). Works at the raw DDS layer, so non-ROS participants appear too. Read-only by architecture: it cannot publish, modify QoS or alter the bus. Raises an MCP error when no DDS module is active (install topicforge[dds], set TOPICFORGE_DDS_BACKEND=cyclone); the mock backend returns fixtures. Duration: DDS lock, one call at a time, ends within 45 s; busy if held.

ROS 2 graph only; on a DDS-only setup use list_endpoints. List the topics on the ROS 2 graph (or the mock graph) as a TopicListing: each has name, message_type, publisher_count and subscriber_count; mode_effective tells a real graph from fixtures. QoS is not listed: use get_topic_info. counts_unknown: true = counts 0/0 are unknown, not an orphan. Empty topics when the graph has none or live discovery times out. Raises an MCP error without a ros2 CLI. Duration: ROS lock, one call at a time, ends within 45 s; busy if held.

Return DDS participant lifecycle events (discovered / lost) from a recent window, e.g. 'who left in the last 5 minutes?', as a ParticipantEventListing, newest first: guid, event_type, vendor, timestamp_ns, time_source, observed_ns, age_s (seconds before the response; live only), optional name (announced name), hostname and domain_id. time_source is dds_source_timestamp (timestamp of the announcement or dispose) or observed_local (when TopicForge noticed, weakest). Crash caveat: a lost timestamp is an upper bound of the death: exact after a clean shutdown, the lease expiry after a crash, so the process died up to one lease earlier (10 s Cyclone, 20 s Fast DDS, 100 s RTI); the two cases cannot be told apart. Restarts: a restarted node is a new participant (one lost and one discovered, different guid, same name); restarts_by_name gives lives and departures per name over the window, so do not count GUIDs by hand. Capped at 200 events (truncated, note; reduce lookback_s). TopicForge only knows what happened since it started watching (health_check.observer_started_ns). Backends: Cyclone polls discovery in the background every 0.5 s, so a participant cycle faster than the reader's history depth between two passes can be missed; mock returns a fixture timeline. Right after start the call waits up to 3 s for discovery. Read-only by architecture. Raises an MCP error when no DDS module is active. Duration: DDS lock, one call at a time, ends within 45 s; busy if held.

Peek up to count samples from a recorded bag file as a SampleResult: offline, for post-mortem (peek_dds_samples and sample_messages are live). Formats, by extension: MCAP (.mcap), rosbag2 SQLite (.db3), ROS 1 (.bag). Returns the first count messages of the topic in recording order, not the last (sample_messages keeps the newest log matches). start_s / end_s limit it to a bag-relative time range, empty with a note past the end; on /rosout, min_log_level and node keep the first count matching logs in range. Clocks: timestamp_ns is header.stamp when the message has a top-level header (stamp_source header), else the time in the body of Clock, TFMessage or Log (payload), else the bag record time (recorded); recorded_ns is always the record time. Each payload carries _decode_status (full / partial / raw). count defaults to 5, clamped to 50. Uses the rosbags library and needs the ROS 2 side of the runtime (an error on a DDS-only setup). Mock returns fixtures on canned paths. A bag without embedded definitions (Humble .db3) is decoded with those of its recorded distro, or Humble; note says which. Arrays over 4096 elements are cut and note lists them. Read-only by architecture. Raises an MCP error when the path does not exist, the topic is not in the bag, or rosbags is missing. Summary and rate: LaserScan, Odometry, Imu, Image, PointCloud2 and GoalStatusArray (goals per status) samples carry a summary of the whole message (other types: null); rate gives frequency, interval spread and a verdict measured on recorded_ns (the bag record time of the returned messages). Use count >= 10 (50 above 20 Hz); a multi-publisher topic such as /tf reads erratic without being broken. Duration: takes no lock (in-process file read, so it runs while a ROS 2 or DDS call is busy); the time follows the bag's size and how deep the first samples are.

Peek recent samples on a raw DDS topic as a SampleResult, like sample_messages but read from the DDS layer (works without ROS 2). count defaults to 5, clamped to 50. (a) The builtin discovery topics (DCPSParticipant, DCPSSubscription, DCPSPublication) return structured discovery records: on Cyclone the CURRENT state (one per live participant or endpoint), not recent events (use participant_events); DCPSPublication / DCPSSubscription are the raw data behind list_endpoints. The topic may be /scan, scan or rt/scan. (b) User topics: decoding is off by default (health_check dds_decode): count 0, empty samples, a note; that does NOT mean the topic is silent. Use list_endpoints for its presence, writers, readers and QoS. When on, ROS 2 types are read (bounded, note if refused). A user topic not announced on the bus raises an error. Right after start the call waits up to 3 s for discovery. Read-only by architecture: it cannot publish. Raises an MCP error when no DDS module is active or the topic is not announced. Duration: DDS lock, one call at a time, ends within 45 s; busy if held.

ROS 2 graph only; on a DDS-only setup use list_endpoints or peek_dds_samples on DCPSPublication / DCPSSubscription. Collect up to count live messages from a ROS 2 topic, waiting at most timeout_s seconds, as a SampleResult. Live mode streams ros2 topic echo or its helper with the publishers' QoS (latched topics work) and returns what arrived by the deadline: count is the actual number and note says N of M messages and why it is short (no publisher, silent, slow or too large to print in time; a latched topic usually holds one message, so use count 1). Each sample has payload (nested named values), timestamp_ns (the publisher's clock, sim time on a simulation, 0 for a headerless message such as std_msgs/String; see stamp_source) and received_ns (wall clock at arrival). Arrays: arrays, strings and bytes are cut at 128 elements by default (a 541-beam LaserScan loses beams 128 and up); cut fields are listed in payload._truncated_fields and note. Raise max_array_length (up to 65536, or null) or set arrays_summary_only. A message over the 1 MiB cap (TOPICFORGE_MAX_SAMPLE_BYTES) is dropped with a note. Mock mode returns demo-robot samples instantly. Raises an MCP error without a ros2 CLI, for an unknown topic, or when the CLI fails. Never publishes. Logs: min_log_level / node (/rosout only) stream until timeout_s (at most 2000 messages) and return the NEWEST count matches in stamp order; peek_bag_samples returns the FIRST matches. Summary and rate: LaserScan, Odometry, Imu, Image, PointCloud2 and GoalStatusArray (goals per status) samples carry a summary of the whole message (other types: null); rate gives frequency, interval spread and a verdict measured on received_ns (when each message arrived). Use count >= 10 (50 above 20 Hz); a multi-publisher topic such as /tf reads erratic without being broken. Duration: ros2 CLI behind the ROS lock, one call at a time; returns within timeout_s (at most 40) plus about 3 s to stop the CLI and decode; ends within 45 s, less time to collect after a wait; busy error if the lock is held (retry).

Return temporal metrics (frequency, sequence gaps, latency percentiles) for a DDS topic over a recent window as a TopicMetrics. Read status first: unsupported_user_topic means the payload is not decoded, so no metric exists: every null or 0 is not a measurement; no_samples_yet is too little buffered or read. Limits: frequency_basis reader_arrivals (decoding on) is a real publish rate from a bounded read of up to 10 s; otherwise the buffer fills only when peek_dds_samples runs, so observed_frequency_hz is how often it was called. declared_frequency_hz is 1 / deadline of the shortest writer Deadline announced in discovery (declared, not measured; null when none). Also sequence_gaps_count, latency_ns_p50/p95/p99 and availability flags. Read-only by architecture. Raises an MCP error when no DDS module is active or window_s is outside 1..3600. Right after start the call waits up to 3 s for discovery. Duration: DDS lock, one call at a time, ends within 45 s; busy if held.