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SDK Functions

Use this page when you want to build with the SDK, not memorize every method name.

Start with the quick example, then copy the recipe closest to your task. Each recipe shows the same idea in Python, Node.js, Go, and Rust where the SDKs expose it. The Quick Start, Sign In, and Create A Client Identity recipes also show Kotlin, Swift, and C#; for the full surface of those SDKs, use the Kotlin, Swift, and .NET SDK pages.

All seven managed SDKs expose HubSession and HubSessionPolicy for a reusable connection, retained subscriptions, and configurable reconnect/probe timing. Supply a connected-client factory and close the session when its owner exits. An uncertain Ask or Emit is not replayed automatically: the application decides whether retrying an action is safe. Failed cleanup blocks a replacement until that connection has been retired.

Use Inventory, Skill, and Intent for a presentable view of discovered skills and locale-aware examples. InventoryCache adds optional bounded, private storage with a default one-hour TTL; unknown catalogue language support stays unknown. Explicit language order survives JSON serialization. This view is separate from the native intent-inventory response.

See the managed-session and cache examples for Python, Node, Go, Rust, Kotlin, .NET, and Swift. MCP returns the presentation view within each tool’s identity lease. Embedded C leaves sessions and storage to its caller.

This example signs in, creates a client identity for one hub, connects, sends one request, and prints the reply.

from thalovant import ThalovantClient, ThalovantControlPlane
api = ThalovantControlPlane()
api.login("[email protected]", "password")
result = api.create_client_identity(
"hub-id",
name="python-demo-client",
preferred_protocols=("wss", "https", "mqtt"),
)
with ThalovantClient(result.identity, protocol="wss") as client:
reply = client.ask("Tell me a short clean joke.")
print(reply.text)

The Kotlin, Swift, and C# clients connect over WSS only, so they take no protocol argument here. These examples require the current v3-compatible SDK versions.

Expected result:

Why did the hub keep good logs? It wanted every punchline to be traceable.

Control plane

Discover hubs and create client identities.

Identity

Load saved credentials and choose a protocol.

Runtime client

Connect, ask, emit events, and send structured input.

Events and context

Listen for hub events and attach session metadata.

Use this before hub discovery or identity provisioning.

from thalovant import ThalovantControlPlane
api = ThalovantControlPlane()

Sign in before private control-plane actions such as creating a client identity.

Accounts with multi-factor authentication enabled must include a TOTP code or a one-time recovery code; without one, the API rejects the sign-in with HTTP 401 and code mfa_required. Every SDK sends the MFA fields only when they are set.

api.login("[email protected]", "password")
# MFA-enabled accounts add a TOTP code or a one-time recovery code:
api.login("[email protected]", "password", otp_code="123456")
api.login("[email protected]", "password", recovery_code="abcd-efgh-ijkl")

Common failure:

Missing Thalovant API access token

Fix it by signing in before the private call, or by passing an API token to the control-plane client. An HTTP 401 with code mfa_required means the account needs the TOTP or recovery code shown above.

Use device login when the code should never see your password: CLIs, agents, notebooks, and machines you do not fully trust with account credentials.

The SDK prints a line like To sign in, visit https://dash.thalovant.com/activate and enter the code XXXX-XXXX, opens that page in your browser when it can, and polls the API while you approve the sign-in with your normal browser session, including Google sign-in or MFA. On approval the SDK receives a scoped, revocable API token and stores it exactly like a password login.

Approving a device sign-in needs a paid workspace plan; on a free plan the approval is rejected with HTTP 402. Device login needs Python 0.4.22, Node.js 0.2.25, Go v0.3.3, Rust v0.2.20, or Kotlin, Swift, and .NET 0.1.1.

api.login_with_browser()
# Optional: request narrower scopes and label the token in the dashboard.
api.login_with_browser(scopes=["hubs:read", "clients:write"], client_name="my-cli")

Every SDK honors the same options: scopes to narrow what the token can do, client_name (native casing) to label the token in the dashboard, open_browser to skip opening the page, prompt to replace the printed line, and a timeout that defaults to 15 minutes.

The approving user manages the resulting token on the dashboard’s API Tokens page: scopes, expiry, last use, and revocation.

Use a stored API token when the process should start authenticated, such as CI jobs, servers, and AI agent configs.

Mint a token on the dashboard’s API Tokens page or through device login, then pass it to the control-plane constructor. Tokens are scoped, revocable, and show their last use on that page; creating one needs a paid workspace plan. The examples read the token from a THALOVANT_API_TOKEN environment variable, the same convention the MCP server uses.

import os
from thalovant import ThalovantControlPlane
api = ThalovantControlPlane(access_token=os.environ["THALOVANT_API_TOKEN"])
# Ready immediately; no login call needed.

Use public hub discovery before you ask a user to choose a hub.

page = api.list_public_hubs(limit=12)
for hub in page["data"]:
print(hub["id"], hub["slug"], hub["title"])

Use this when you have a hub reference from a URL, card, or saved choice.

hub = api.get_public_hub("joke-garden")
print(hub["title"], hub["public_ref"])

Use this for hubs the signed-in workspace can see.

page = api.list_hubs(limit=25)
for hub in page["data"]:
print(hub["id"], hub["title"])

Use this after you already know the hub ID.

hub = api.get_hub("hub-id")
print(hub["title"])

Use this when your code should create the hub. Discovery needs hubs:read and works on any plan. The four writes need hubs:write and a paid plan. For the etag rule, the immutable fields, and the error table, see Provision Hubs.

skills = api.list_marketplace_skills()["data"]
group = api.create_runtime_group({"name": "kiosks"})
hub = api.create_hub({
"name": "joke-garden",
"runtime_group_id": group["id"],
"spec": {"protocols": {"wss": {"enabled": True}}},
})
api.install_runtime_group_skill(group["id"], "skill-weather")
api.release_runtime_group(group["id"], channel="stable")
api.release_hub(hub["id"], channel="stable")

Kotlin, Swift, and .NET expose the same calls with native names. Their SDK pages show the language-specific form.

Hub update and delete need the hub’s current etag, sent as If-Match. Read the hub first: the etag is a body field, and the API sends no ETag response header.

hub = api.get_hub("hub-id")
hub = api.update_hub("hub-id", {"active": False}, etag=hub["etag"])
api.delete_hub("hub-id", etag=hub["etag"])

A missing or stale etag fails with HTTP 412 and changes nothing. Re-read the hub and retry.

Use the operation ID returned by an asynchronous control-plane command. Stop at ready, failed, or timed_out; Git-only commands stop at committed.

operation = api.get_operation("operation-id")
print(operation.status)

See Operations for lifecycle and retry guidance.

Use these to manage the skill attachments of the runtime group selected by a hub. Every hub sharing the runtime group is affected. Each write returns an operation; wait polls it every 2 seconds for up to 120 seconds by default. The writes need hubs:write and a paid plan; listing needs hubs:inspect, which hubs:read includes. Errors are problem JSON with a root code, such as skill_version_already_installed on HTTP 409 or hub_without_runtime_group on HTTP 404, and the SDK error text reads HTTP <status>: <message> (<code>). They arrive in Python SDK 0.5.15 and Node SDK 0.3.15. For the routes, the app path, and the error table, see Add a Skill to a Hub.

skills = api.list_hub_skills("hub-id") # HubSkillList; rows under .data
print(skills.source, skills.observed_at)
for skill in skills.data:
print(skill.skill, skill.installed_version, skill.state, skill.update_available)
api.install_hub_skill("hub-id", "skill-weather", version="latest", wait=True)
api.update_hub_skill("hub-id", "skill-weather", version="1.2.0", wait=True)
api.remove_hub_skill("hub-id", "skill-weather", wait=True)

The list call returns the route’s envelope, with the rows under data and each row carrying installed_version, latest_version, update_available, and a state of pending, installed, failed, removing, drifted, quarantined, or unmanaged. Each write returns the accepted operation with operation_id, skill, version, previous_version, and state. Go, Rust, Kotlin, Swift and .NET also provide these calls and history in their native naming style; see their SDK pages for wait/resume options.

Create an identity when a browser, service, voice client, device, or agent needs to connect to one hub.

result = api.create_client_identity(
"hub-id",
name="checkout-kiosk",
preferred_protocols=("wss", "https"),
)
identity = result.identity

Every SDK also accepts an active option on creation, and it defaults to true. Pass false to provision the client disabled, so it cannot connect until you activate it with a client update.

Use config or a downloaded identity file when the client already exists.

On Linux and macOS, protect local config.yaml and _identity.json files with owner-only permissions before loading them:

Terminal window
chmod 600 ~/.config/thalovant/config.yaml
chmod 600 _identity.json
from thalovant import ThalovantClient, ThalovantIdentity
identity = ThalovantIdentity.from_config(profile="prod")
same_identity = ThalovantIdentity.from_file("_identity.json")
client_from_config = ThalovantClient.from_config(profile="prod", protocol="wss")
client_from_file = ThalovantClient.from_identity_file("_identity.json")
client_from_env = ThalovantClient.from_env()

Use protocol helpers before forcing WSS, HTTPS, or MQTT.

print(identity.enabled_protocols())
print(identity.endpoint_for("wss"))
print(identity.endpoint_for("https"))
print(identity.endpoint_for("mqtt"))
print(identity.supports_protocol("wss"))
if identity.mqtt:
print(identity.mqtt.endpoint)

Use a runtime client after you have identity material.

Keep the client’s Noise static key and verified server pins in private, persistent storage. Use one identity per independently active client process. A reconnect starts a fresh Noise handshake while preserving this identity and trust; a handshake failure does not authorize erasing a pin. Each SDK page documents its state-store option and platform requirements.

from thalovant import ThalovantClient
client = ThalovantClient(identity, protocol="wss")
client.connect()
print(client.healthcheck())
client.close()

Use a context manager, try/finally, or defer so connections close reliably. In Rust, close the client before propagating a request error: ? immediately returns from the current function and does not await connection cleanup. Concurrent callers join authenticated readiness within their own deadlines. A cancelled queued caller must not close the active connection.

These helpers cover the same workflows in each high-level SDK’s supported transports. Kotlin extension helpers need import com.thalovant.sdk.*.

Workflow Python Node.js Go Rust Kotlin / Swift .NET
Routed query and cascade replies query query Query query query QueryAsync
Reuse a conversational session conversation conversation Conversation conversation conversation Conversation
Wait for a correlated event wait_for_event waitForEvent WaitForEvent wait_for_event waitForEvent WaitForEventAsync
Observe an event stream listen on Listen listen listen ListenAsync
Connect and inspect readiness connect_with_info connectWithInfo ConnectWithInfo connect_with_info connectWithInfo ConnectWithInfoAsync
Ask with language, pipeline and location hints ask ask AskWithOptions ask_with_hints askWithHints AskWithHintsAsync
Build a request location build_location buildLocation BuildLocation build_location buildLocation ThalovantContext.BuildLocation
Render a speakable intent pattern speakable speakable Speakable speakable speakable ThalovantContext.Speakable
Decode one embedded audio event audio_bytes audioBytes AudioBytes audio_bytes audioBytes AudioBytes
Read answering pipeline IDs reply.pipeline_ids reply.pipelineIds reply.PipelineIDs() reply.pipeline_ids() reply.pipelineIds reply.PipelineIds
Read answering skill IDs reply.skill_ids reply.skillIds reply.SkillIDs() reply.skill_ids() reply.skillIds reply.SkillIds
Inspect advisory reply claim reply.claimed reply.claimed reply.Claimed() reply.claimed() reply.claimed reply.Claimed

Kotlin uses a Flow, Swift an AsyncThrowingStream, and .NET an IAsyncEnumerable for listening. Their buffers hold at most 64 events and report overflow explicitly. Cancel or finish the stream to remove its subscription. Swift starts the subscription when listen is called; .NET starts when enumerated. Use each language guide for timeout units and cancellation inputs.

Ask allows bounded delayed speech; Query follows its query ID through cascade replies and waits for completion. A soft intent miss can recover when speech arrives. Hard policy denial and explicit query timeout remain failures, with partial speech preserved. Conversation helpers reuse the session while creating a fresh request ID and merged context per request. A reconnect never automatically replays an application request.

Reply IDs are nonempty strings in first-seen order. A fallback-only successful reply retains its text and success status but reports claimed=false; a successful reply without stage stamps retains legacy claimed behavior. Failed or unhandled replies are never claimed. Claim metadata does not verify peer identity. See reply claims for matching and malformed-stamp behavior.

Embedded C exposes thalovant_ask_event_pipeline_id(), thalovant_ask_event_skill_id() and thalovant_reply_claimed() with caller-owned buffers and ID aggregation. MCP runtime summaries expose pipelineIds, skillIds and claimed through the Node SDK.

Use ask for one request-response interaction.

reply = client.ask("What can this hub do?")
print(reply.text)
for item in reply.display_items():
print(item)

Expected output shape:

{
"text": "This hub can answer quick joke and trivia requests.",
"display_items": []
}

Use intents when a client should show people what the hub understands, or confirm that a skill registered. The hub answers over the client’s own session with every intent, per language, and the sentences that reach it. No control-plane token is involved. The connection must be allowed to publish ovos.intent.list, and ovos.intent.describe as well when the SDK has to ask for the sentences separately, which a hub that returns them with the listing never makes it do. See What Can My Hub Be Asked?.

from thalovant import ThalovantPolicyDeniedError
try:
inventory = client.intents(["en-us", "fr-fr"])
except ThalovantPolicyDeniedError as denied:
print("refused:", denied.denied_type, "allowed:", denied.allowed)
raise
for intent in inventory.intents:
print(intent.id, intent.examples("en-us"))

Expected output shape:

{
"languages": ["en-us", "fr-fr"],
"source": "intent-manifest",
"denied": [],
"skills": [
{
"skill_id": "thalovant-skill-weather.thalovant",
"languages": ["en-us", "fr-fr"],
"intents": [
{
"id": "thalovant-skill-weather.thalovant:current.weather",
"skill_id": "thalovant-skill-weather.thalovant",
"name": "current.weather",
"engine": "padatious",
"enabled": true,
"phrases": {
"en-us": ["what is the weather", "what is the weather in {location}"],
"fr-fr": ["quel temps fait-il", "quelle est la météo à {location}"]
}
}
]
}
]
}

A refused query raises the SDK’s policy error at once, naming the message type, instead of waiting for a timeout. When ovos.intent.list is refused and the fallback is on, which is the default, the result carries names only with source set to engine-manifests. A hub that accepts a query and answers it with ok: false is a different case: a failed listing raises the SDK’s runtime error with the hub’s error text, because a failed listing is not an empty hub, while a failed describe leaves that one intent without sentences and raises nothing. Every published SDK ships this recipe under its own spelling; each SDK page gives a working example, and the SDKs page lists the version each one shipped it in.

The current high-level SDKs use the default engine-manifest fallback when ovos.intent.list times out. In that case, denied names the unanswered query and does not prove a policy refusal. Disable fallback to propagate the listing timeout; silent fallback engines still produce a timeout. See intent discovery.

Use raw events when you already have an event name and a structured payload.

client.emit(
"thalovant.client.status",
{"state": "ready"},
{"source": "checkout-kiosk"},
)

Use an utterance when the input should behave like speech or chat text from a client.

client.send_utterance(
"What is the status?",
lang="en-us",
session_id="status-session",
)

Use actions for buttons, menu picks, confirmations, and tool commands.

client.send_action(
"/approve invoice-42",
title="Approve invoice",
session_id="approval-session",
)

Use code input for QR values, barcode scans, serial numbers, short codes, or typed exact values.

client.send_code(
"INV-2026-001",
kind="invoice",
session_id="scan-session",
)

Use a conversation when related turns should share the same session.

with client.conversation(lang="en-us") as convo:
print(convo.ask("Remember that my favorite color is blue.").text)
print(convo.ask("What color did I mention?").text)

Use this when one event proves the request completed.

from thalovant import EVENT_UTTERANCE_HANDLED
event = client.wait_for_event(EVENT_UTTERANCE_HANDLED, timeout=12)
print(event.text)

Use event streams for long-running clients, live status, speech output, and UI updates.

from thalovant import EVENT_SPEAK
for event in client.listen(EVENT_SPEAK, timeout=30, max_events=3):
print(event.text)

Context carries stable user, source, locale, and trace metadata without changing the utterance.

from thalovant import build_client_context
context = build_client_context(
user_id="user-42",
user_name="Ada",
source="checkout-kiosk",
platform="kiosk",
locale="en-US",
metadata={"trace_id": "req-2026-06-10-001"},
)
reply = client.ask("Show the next instruction.", context=context)
print(reply.text)

Use diagnostics when a client cannot connect, a protocol is missing, or an event never arrives.

print(client.doctor())

Use the SDK protocol enum or string that matches your language.

Protocol Python Node.js Go Rust
WSS "wss" "wss" thalovant.ProtocolWSS HubProtocol::Wss
HTTPS "https" "https" thalovant.ProtocolHTTPS HubProtocol::Https
MQTT "mqtt" "mqtt" thalovant.ProtocolMQTT HubProtocol::Mqtt

The automatic protocol selectors prefer WSS, then HTTPS, then MQTT when the identity includes broker credentials. Go’s older NewClient(identity) and Rust’s Client::new(identity) constructors select HTTPS directly; use NewClientWithOptions or Client::auto for automatic selection.

  1. Discover a hub. Use list_public_hubs, get_public_hub, list_hubs, or get_hub.
  2. Create or load identity material. Use create_client_identity for new clients, or load an existing identity from config, file, or environment.
  3. Choose a protocol. Start with WSS unless your deployment needs HTTPS or MQTT.
  4. Send one request. Use ask first because it gives a clear reply.
  5. Add events and context. Add listen, wait_for_event, and build_client_context once the basic request works.
  6. Show what can be asked. Use intents when the client should list the hub’s intents and sentences per language.

Use this table only when you already know the task and need the language-specific name.

Task Python Node.js Go Rust
Create API client ThalovantControlPlane() new ThalovantControlPlane() NewDefaultControlPlane(token) ControlPlane::default()
Sign in login(email, password) login(email, password) Login(ctx, email, password, scope) login(email, password, scope)
Sign in with MFA login(..., otp_code=..., recovery_code=...) login(..., { otpCode, recoveryCode }) LoginWithOptions(ctx, email, password, options) login_with_options(email, password, options)
Sign in without a password login_with_browser(...) loginWithBrowser(options) LoginWithBrowser(ctx, options) login_with_browser(options)
Use an API token ThalovantControlPlane(access_token=...) new ThalovantControlPlane(url, { accessToken }) NewDefaultControlPlane(token) ControlPlane::with_access_token(token)
List public hubs list_public_hubs(...) listPublicHubs(...) ListPublicHubs(ctx, limit, cursor) list_public_hubs(limit, cursor)
Get public hub get_public_hub(ref) getPublicHub(ref) GetPublicHub(ctx, ref) get_public_hub(ref)
List visible hubs list_hubs(...) listHubs(...) ListHubs(ctx, limit, cursor, ownerID) list_hubs(limit, cursor, owner_id)
Get hub get_hub(hub_id) getHub(hubId) GetHub(ctx, hubID) get_hub(hub_id)
Get operation get_operation(operation_id) getOperation(operationId) GetOperation(ctx, operationID) get_operation(operation_id)
Create identity create_client_identity(...) createClientIdentity(...) CreateClientIdentityForHubID(...) create_client_identity_for_hub_id(...)
List hub skills list_hub_skills(hub_id) listHubSkills(hubId) ListHubSkills(ctx, hubID) list_hub_skills(hub_id)
List hub skill history list_hub_skill_history(hub_id, limit=50) listHubSkillHistory(hubId, { limit: 50 }) ListHubSkillHistory(ctx, hubID, 50) list_hub_skill_history(hub_id, 50)
Install hub skill install_hub_skill(hub_id, skill, version=, wait=) installHubSkill(hubId, skill, { version, wait }) InstallHubSkill(ctx, hubID, skill, version, options) install_hub_skill(hub_id, skill, version, options)
Update hub skill update_hub_skill(hub_id, skill, version=, wait=) updateHubSkill(hubId, skill, { version, wait }) UpdateHubSkill(ctx, hubID, skill, version, options) update_hub_skill(hub_id, skill, version, options)
Remove hub skill remove_hub_skill(hub_id, skill, wait=) removeHubSkill(hubId, skill, { wait }) RemoveHubSkill(ctx, hubID, skill, options) remove_hub_skill(hub_id, skill, options)

Hub skill calls and history are available in all seven managed SDKs at the current versions. The provisioning calls have their own naming table on Provision Hubs.

Task Python Node.js Go Rust
Load identity from config ThalovantIdentity.from_config(...) ThalovantIdentity.fromConfig(...) IdentityFromConfig(path, profile) Identity::from_config(profile)
Load identity file ThalovantIdentity.from_file(path) ThalovantIdentity.fromFile(path) IdentityFromFile(path) Identity::from_file(path)
Load client from file ThalovantClient.from_identity_file(path) ThalovantClient.fromIdentityFile(path) NewClientFromFile(path) Client::from_file(path)
Load client from config ThalovantClient.from_config(...) ThalovantClient.fromConfig(...) NewClientFromConfig(path, profile) Client::from_config(profile)
Load client from env ThalovantClient.from_env() ThalovantClient.fromEnv() NewClientFromEnv() Client::from_env()
Enabled protocols enabled_protocols() enabledProtocols() EnabledProtocols() enabled_protocols()
Endpoint for protocol endpoint_for(protocol) endpointFor(protocol) EndpointFor(protocol) endpoint_for(protocol)
Check protocol supports_protocol(protocol) supportsProtocol(protocol) SupportsProtocol(protocol) supports_protocol(protocol)
MQTT credentials identity.mqtt identity.mqtt Identity.MQTT identity.mqtt
Task Python Node.js Go Rust
Create protocol client ThalovantClient(identity, protocol="wss") new ThalovantClient(identity, { protocol }) NewClientWithOptions(identity, ClientOptions{Protocol: ...}) Client::with_protocol(identity, protocol)
Connect connect() connect() Connect(ctx) connect()
Close close() close() Close(ctx) close()
Health healthcheck() healthcheck() Healthcheck() healthcheck()
Ask ask(text, ...) ask(text, options) Ask(ctx, text, options) ask(text, options)
Emit raw event emit(event, data, context) emit(event, data, context) Emit(ctx, event, data, context) emit(event, data, context)
Send utterance send_utterance(text, ...) sendUtterance(text, options) SendUtterance(ctx, text, options) send_utterance(text, options)
Send action send_action(payload, ...) sendAction(payload, options) SendAction(ctx, payload, options) send_action(payload, options)
Send code send_code(value, ...) sendCode(value, options) SendCode(ctx, value, options) send_code(value, options)
Conversation conversation(...) conversation(options) Conversation(options) conversation(options)
Intent inventory intents(languages, ...) intents(languages) Intents(ctx, languages, options) intents(languages, options)
List intents list_intents(lang, ...) listIntents(lang) ListIntents(ctx, lang, options) list_intents(lang, options)
Describe intent describe_intent(skill_id, intent_name, lang, ...) describeIntent(skillId, intentName, lang) DescribeIntent(ctx, skillID, intentName, lang, options) describe_intent(skill_id, intent_name, lang, options)
Policy refusal ThalovantPolicyDeniedError ThalovantPolicyDeniedError PolicyDeniedError ThalovantError::PolicyDenied

The intent rows are published in every SDK. The SDKs page lists the version each one shipped them in, and the Kotlin, Swift, .NET, and embedded C spellings are on their own SDK pages.

Task Python Node.js Go Rust
Wait for event wait_for_event(name, ...) waitForEvent(name, options) WaitForEvent(ctx, name, options) wait_for_event(name, options)
Stream events listen(name, ...) on(name, handler, options) Listen(ctx, name, options) listen(name, options)
Diagnostics doctor() healthcheck() Healthcheck() healthcheck()
Build context build_client_context(...) buildClientContext(...) BuildClientContext(...) build_client_context(...)
Response text reply.text reply.text reply.Text reply.text
Display items reply.display_items(...) reply.displayItems(...) reply.DisplayItems(...) reply.display_items(...)
Event text event.text event.text event.Text() event.text()

Last reviewed: September 13, 2026. Review this page when SDK releases, method signatures, protocol selection, connection lifecycle, or persistent Noise state requirements change.

Hub-addressed skill helpers are now available in all seven managed SDKs, including history and optional operation waiting. They operate on the attached runtime group; every hub sharing it is affected. See each SDK reference for its method names. Embedded C has no provisioning HTTP client.

With the current supported SDK versions, Python uses sentence=True with the optional listing extra. Node accepts { sentence: true } in intent.examples(lang, limit, options). Go uses IntentExampleOptions{Sentence: true} with ExamplesWithOptions; Rust uses IntentExampleOptions with examples_with_listing. Kotlin, Swift and .NET expose examplesWithListing / ExamplesWithListing. MCP exposes sentence on thalovant_intent_inventory.

These renderers use locale slot samples before caller overrides, prefer complete phrases, and count unique nonempty results toward rendered limits. Raw unlimited examples preserve registration order. The managed SDKs bundle the same data used by Python’s listing extra. See each SDK guide for its call signature and custom-rule options.