rasa-integrating-asr

rasa-integrating-asr is a skill for Claude Code from RasaHQ/rasa-agent-skills. It costs 56 tokens per session (1,063 once invoked), scanned A, original, Apache-2.0.

An integration skill for connecting a custom automatic speech recognition provider to Rasa voice channels. Automatic speech recognition, also called speech-to-text, converts spoken audio into text for the assistant.

In plain words
What is it for?
Use it to implement a custom Rasa speech engine, map live transcripts and turn detection to Rasa events, and configure the provider's credentials and class path.
Why use it?
It prevents unsupported or undocumented provider behavior from being guessed during implementation. It checks the provider's protocol, audio format, authentication, streaming messages, and Rasa's actual interfaces first.

Skill for Claude Code

Written for Claude Code: arguments in frontmatter.

Good fit Use it to implement a custom Rasa speech engine, map live transcripts and turn detection to Rasa events, and configure the provider's credentials and class path.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/rasahq/rasa-agent-skills/rasa-integrating-asr
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add RasaHQ/rasa-agent-skills --skill rasa-integrating-asr
Clone the repo
git clone --depth 1 https://github.com/RasaHQ/rasa-agent-skills

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for rasa-integrating-asr

README.md
[![agentmods](https://agentmods.dev/badge/skills/rasahq/rasa-agent-skills/rasa-integrating-asr/github.svg)](https://agentmods.dev/skills/rasahq/rasa-agent-skills/rasa-integrating-asr)
Your own site
<a href="https://agentmods.dev/skills/rasahq/rasa-agent-skills/rasa-integrating-asr"><img src="https://agentmods.dev/badge/skills/rasahq/rasa-agent-skills/rasa-integrating-asr/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for rasa-integrating-asr

Your own site · 80×15
<a href="https://agentmods.dev/skills/rasahq/rasa-agent-skills/rasa-integrating-asr"><img src="https://agentmods.dev/badge/skills/rasahq/rasa-agent-skills/rasa-integrating-asr.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 56 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,063 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00056 $0.01063
Opus 5.5 $0.00022 $0.00425
Sonnet 5.5 $0.00011 $0.00213
Haiku 4.5 $0.00006 $0.00106

Measured 2mo ago against content hash ff40ee2e9e28, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

rasa-integrating-asr scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/rasa-integrating-asr/SKILL.md · 113 lines

How it starts

The opening of the file, as written. The whole thing — 113 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Integrating a Custom ASR Provider

The provider documentation is: $documentation

Use the documentation as the source of truth for the provider protocol. If it is missing, ask for the provider's streaming ASR API documentation before implementing. Follow links from it only when needed to resolve authentication, WebSocket messages, audio formats, endpointing, or limits.

Workflow

  1. Inspect the assistant's installed Rasa version and the actual ASREngine, ASREngineConfig, ASREvent, and RasaAudioBytes APIs. Follow those signatures when they differ from examples.
  2. Review existing custom speech components and project conventions before choosing a module path. Default to addons/custom_asr.py only when no convention exists.
  3. Read the provider documentation and complete the feasibility checks in references/integration-framework.md.
  4. If a hard requirement is unsupported or undocumented, report every incompatibility found and stop. Do not invent protocol messages, transcript semantics, or client-side endpointing.
  5. Design the configuration and event mapping, then implement the custom ASREngine.
  6. Configure its fully qualified class path under the voice channel's asr key in credentials.yml. Keep secrets in environment variables.
  7. Add focused tests for provider-message mapping, transcript accumulation, audio conversion, and malformed/error events.
  8. Run the project's relevant tests, lint/type checks, and Rasa configuration validation. Report any validation that could not be run.

Feasibility gate

A custom ASR integration must have:

  • a documented real-time streaming API compatible with the ASREngine connection lifecycle;
  • a documented end-of-utterance or end-of-turn signal that can produce exactly one NewTranscript;
  • an audio encoding and sample rate that the provider accepts directly or that can be converted safely from RasaAudioBytes;
  • documented authentication suitable for a server process;
  • clear partial, final, error, and connection-close message semantics.

Read the full file on GitHub · 113 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 113 lines · 56 tokens per session scan A ff40ee2e9e28

Subscribe to this mod's changes

rasa-integrating-asr is a skill published in the GitHub repository RasaHQ/rasa-agent-skills (6 stars, last pushed 29d ago), licensed Apache-2.0. It adds 56 tokens to every session and 1,063 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Related

Other skills, from other repositories

mem0-oss-to-platform

Plan, then execute, a migration of a project from the mem0 open-source / self-hosted SDK (local Memory class) to the mem0 Platform / hosted SDK (MemoryClient). TRIGGER when: the developer wants to move, switch, or migrate mem0 off OSS/self-hosted to the hosted API, e.g. "migrate my mem0 setup to the platform", "switch…

mem0ai/mem0 · 217 tokens

agui-dotnet-protobuf

Use the protobuf wire transport (instead of the default Server-Sent Events) for an AG-UI connection with the AG-UI .NET SDK — a compact binary event stream negotiated via the Accept header. USE FOR: making an AGUIChatClient prefer protobuf by wiring an AGUIEventStreamHandler with ProtobufEventStreamFormatter (then…

ag-ui-protocol/ag-ui · 162 tokens

azure-mgmt-botservice-dotnet

Azure Resource Manager SDK for Bot Service in .NET. Management plane operations for creating and managing Azure Bot resources, channels (Teams, DirectLine, Slack), and connection settings. Triggers: "Bot Service", "BotResource", "Azure Bot", "DirectLine channel", "Teams channel", "bot management .NET", "create bot".

microsoft/skills · 78 tokens

fastapi-router-py

Create FastAPI routers with CRUD operations, authentication dependencies, and proper response models. Use when building REST API endpoints, creating new routes, implementing CRUD operations, or adding authenticated endpoints in FastAPI applications.

microsoft/skills · 46 tokens

dev-runtime

How the Node side of a dev stack runs without haven, and the backend host: pnpm dev (UI built once, backend reloading), pnpm dev:hmr (adds the Vite ui lane), tools/dev-runtime (api + worker in one Node process), backend reload on a file change, the debounce (quiet window + max wait), ports derived from PORT. Use when…

langwatch/langwatch · 172 tokens

api-design

Use when settling the contract of an API you expose, before implementation: resources/URLs, REST vs GraphQL, versioning, one RFC 9457 error envelope, pagination, idempotency — emitted as OpenAPI 3.1. NOT implementing the endpoints (that is fastapi/nestjs/go/nodejs), NOT auth hardening (that is secure-coding), NOT…

ericrisco/rsc-harness · 105 tokens