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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.

Manus에서 실행

$ git log --oneline --stat

stars:652

forks:99

updated:2026년 3월 23일 05:06

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4 개 파일

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

같은 저장소

noise-reduction-integration.md

from "rapidaai/voice-ai"

Add or modify noise-reduction providers in assistant-api with denoiser factory wiring, packet safety, and UI option compatibility.

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noise-reduction-integration.md

from "rapidaai/voice-ai"

Add or modify microphone noise-reduction providers in assistant-api with denoiser factory wiring, packet safety, and option/UI compatibility.

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end-of-speech-integration.md

from "rapidaai/voice-ai"

Add or modify end-of-speech integrations in assistant-api with strict separation from VAD internals. Use for transcript/audio/history-aware turn-finalization logic, provider wiring, and EOS UI config.

2026-03-23652

local-setup-and-run.md

from "rapidaai/voice-ai"

Explain and validate local setup paths for this repo with Docker and without Docker. Use when developers need exact prerequisites, startup commands, health checks, and troubleshooting steps.

2026-03-23652

stt-integration.md

from "rapidaai/voice-ai"

Add or modify speech-to-text providers in assistant-api with transport-aware ingestion (WS/SDK/HTTP), transcript packet correctness, and UI/provider wiring.

2026-03-23652

system-understanding.md

from "rapidaai/voice-ai"

Build a code-grounded implementation plan before coding. Use to trace packet flow, factory boundaries, provider config loading, and exact file-level change scope for a requested integration.

2026-03-23652

package.json

"author": "rapidaai"

"repository": "rapidaai/voice-ai"

GitHub 저장소 열기 Creator 저장소 보기

$ install --global

$ download --local

Manus에서 실행

$ useful --forSOC

소프트웨어 개발자컴퓨터 및 수학직15-1252L4

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

이 저장소의 다른 Skills

이 저장소의 다른 Skills

LLM Integration Skill

Mission

Inputs expected from user

Hard boundaries

Implementation workflow

Validation commands