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llm-integration

Name: Llm Integration
Author: rapidaai

// Add or modify LLM/integration providers in integration-api with caller factory wiring, unified provider routing, streaming behavior, and metric/audit compatibility.

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stars:652

forks:99

updated:2026年3月23日 05:06

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4 ファイル

SKILL.md

readonly

name	llm-integration
description	Add or modify LLM/integration providers in integration-api with caller factory wiring, unified provider routing, streaming behavior, and metric/audit compatibility.

LLM Integration Skill

Mission

Add provider callers that support chat/stream/verify (and optional embedding/reranking) with consistent metrics and unified routing.

Inputs expected from user

Provider capabilities required: chat, stream, verify, embeddings, reranking.
Auth style and endpoint shape.
Any model parameter or tool-calling constraints.

If user does not answer:

Implement chat + stream + verify first.
Add embeddings/reranking only when provider supports them.

Hard boundaries

In scope:

api/integration-api/internal/caller/<provider>/...
api/integration-api/internal/caller/caller.go
api/integration-api/internal/type/callers.go when interface compatibility changes are required
api/integration-api/api/unified_provider.go
pkg/clients/integration/integration_client.go if routing/client behavior needs updates
provider UI model metadata in ui/src/providers/<provider>/...

Out of scope:

assistant-api telephony/STT/TTS/EOS/VAD internals

Implementation workflow

Create provider caller package with llm.go, verify-credential.go, and optional embedding/reranking files.
Register provider in caller.go factory methods.
Ensure unified gRPC route usage supports provider name casing/validation.
Emit metrics via MetricBuilder semantics (TIME_TAKEN, STATUS, request ID).
Add tests for chat success/failure, streaming, verify credential, optional embedding/reranking.
Update UI provider catalogs (text-models.json / models.json) as needed.

Validation commands

go test ./api/integration-api/internal/caller/...
go test ./api/integration-api/api/...
go test ./pkg/clients/integration/...
./.claude/skills/llm-integration/scripts/validate.sh --check-diff --provider <provider>

related-skills.json

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package.json

"author": "rapidaai"

"repository": "rapidaai/voice-ai"

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ソフトウェア開発者コンピュータ・数学職15-1252L4

name	llm-integration
description	Add or modify LLM/integration providers in integration-api with caller factory wiring, unified provider routing, streaming behavior, and metric/audit compatibility.

LLM Integration Skill

Mission

Add provider callers that support chat/stream/verify (and optional embedding/reranking) with consistent metrics and unified routing.

Inputs expected from user

Provider capabilities required: chat, stream, verify, embeddings, reranking.
Auth style and endpoint shape.
Any model parameter or tool-calling constraints.

If user does not answer:

Implement chat + stream + verify first.
Add embeddings/reranking only when provider supports them.

Hard boundaries

In scope:

api/integration-api/internal/caller/<provider>/...
api/integration-api/internal/caller/caller.go
api/integration-api/internal/type/callers.go when interface compatibility changes are required
api/integration-api/api/unified_provider.go
pkg/clients/integration/integration_client.go if routing/client behavior needs updates
provider UI model metadata in ui/src/providers/<provider>/...

Out of scope:

assistant-api telephony/STT/TTS/EOS/VAD internals

Implementation workflow

Create provider caller package with llm.go, verify-credential.go, and optional embedding/reranking files.
Register provider in caller.go factory methods.
Ensure unified gRPC route usage supports provider name casing/validation.
Emit metrics via MetricBuilder semantics (TIME_TAKEN, STATUS, request ID).
Add tests for chat success/failure, streaming, verify credential, optional embedding/reranking.
Update UI provider catalogs (text-models.json / models.json) as needed.

Validation commands

go test ./api/integration-api/internal/caller/...
go test ./api/integration-api/api/...
go test ./pkg/clients/integration/...
./.claude/skills/llm-integration/scripts/validate.sh --check-diff --provider <provider>

llm-integration

LLM Integration Skill

Mission

Inputs expected from user

Hard boundaries

Implementation workflow

Validation commands

このリポジトリの他の Skills

このリポジトリの他の Skills

LLM Integration Skill

Mission

Inputs expected from user

Hard boundaries

Implementation workflow

Validation commands