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.
npx skills add RasaHQ/rasa-agent-skills --skill rasa-integrating-asrgit clone --depth 1 https://github.com/RasaHQ/rasa-agent-skillsWrote 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.
[](https://agentmods.dev/skills/rasahq/rasa-agent-skills/rasa-integrating-asr)<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.
<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>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.
| Model | Per session | Once 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 |
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.
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
- Inspect the assistant's installed Rasa version and the actual
ASREngine,ASREngineConfig,ASREvent, andRasaAudioBytesAPIs. Follow those signatures when they differ from examples. - Review existing custom speech components and project conventions before choosing a
module path. Default to
addons/custom_asr.pyonly when no convention exists. - Read the provider documentation and complete the feasibility checks in references/integration-framework.md.
- 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.
- Design the configuration and event mapping, then implement the custom
ASREngine. - Configure its fully qualified class path under the voice channel's
asrkey incredentials.yml. Keep secrets in environment variables. - Add focused tests for provider-message mapping, transcript accumulation, audio conversion, and malformed/error events.
- 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
ASREngineconnection 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.
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.
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.
- 2mo ago First seen · 113 lines · 56 tokens per session scan A ff40ee2e9e28
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.
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…
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…
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".
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.
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…
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…