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@aurekai/llm-integrations

v0.8.0-alpha.1

Published

Provider-neutral Aurekai LLM binding layer — 48 operators, 9 families, 9 providers, canonical tool schema, evals harness.

Readme

@aurekai/llm-integrations · v0.8.0-alpha.1

Provider-neutral LLM binding layer for the Aurekai capability runtime. Exposes 48 operators across 9 capability families to all major model providers via a unified canonical tool schema, MCP bridge, evals harness, and gateway router.

Capability Families

| Family | Tools | Description | |---|---|---| | runtime | 8 | Dispatch, enqueue, gate, doctor, recipe runner | | commerce | 6 | Auth, invoicing, metering, ledger, feature gates | | intake | 4 | Transcription, ingest, transcript cleaning, frame extraction | | memory | 10 | Model pull, FPQ compress, vector search, SAE activate, embed, cache | | proof | 7 | Bundle, hash, lineage graph, export, canon parse, inspect | | reason | 3 | Session start, branch, diff | | wire | 3 | Tel listen, PCAP ingest, wire report | | publish | 4 | Brief, deliverable, distribute, narrate | | substrate | 3 | Space open/put, capability registry |

Provider Coverage

| Provider | Tools | MCP | Schema Format | Evals | |---|---|---|---|---| | OpenAI | 48 | ✓ | tools[].function | ✓ | | Anthropic | 48 | ✓ | tools[].input_schema | ✓ | | Gemini | 48 | via bridge | function_declarations[] | ✓ | | Mistral | 48 | ✓ | tools[].function | ✓ | | Groq | 48 | ✓ | tools[].function | ✓ | | xAI | 48 | via aurekai-mcp | tools[].function | ✓ | | Perplexity | 48 | via aurekai-mcp | functions[] | ✓ | | Cohere | 48 | via aurekai-mcp | parameter_definitions | ✓ | | Local (Ollama/llama.cpp) | 48 | ✓ | functions[] | ✓ |

Quick Start

npm install
npm run schemas:generate    # regenerate all 9 provider schemas from canonical
npm run evals:run           # 9 providers × 8 metrics dry-run matrix
npm run gateway:demo        # capability-aware provider router
npm run openai:demo         # OpenAI remote MCP demo

Schemas

Canonical contract: schemas/aurekai-tools.canonical.json — single source of truth. Provider schemas are generated; do not edit them manually.

node scripts/generate-provider-schemas.mjs
# → schemas/{openai,anthropic,gemini,mistral,groq,xai,perplexity,cohere,local}-tools.json

Evals

node evals/runner.mjs
# → output/evals/evals-report.json  (9 providers × 8 metrics)
# → output/evals/{provider}.akrun.json + .akproof.json

Metrics: latency_ms, cost_usd, cache_hit_rate, proof_completeness, retrieval_precision, feature_drift, tool_call_success, schema_compliance.

Gateway

The capability router in gateway/index.mjs selects the optimal provider for a request based on declared requirements (latency, cost, proof, retrieval, local):

import { gatewayRequest } from "@aurekai/llm-integrations/gateway";
const result = await gatewayRequest({ tool: "aurekai.memory.vec_search", query: "..." }, { prefer: "local" });

Examples

| Provider | Demo | |---|---| | OpenAI | examples/openai-remote-mcp.md | | Anthropic | examples/anthropic-claude-desktop-mcp.md | | Gemini | examples/gemini-cache-bridge.md | | Groq | examples/groq-low-latency.md | | Perplexity | examples/perplexity-citations.md | | Mistral | examples/mistral-managed-connector.md | | xAI | examples/xai-function-adapter.md | | Cohere | examples/cohere-rerank-pack.md | | Local | examples/local-llama-stack.md |

Monorepo Layout

providers/       9 provider adapters (adapter.mjs, run.mjs, manifest.json, README.md)
gateway/         capability-aware provider router
schemas/         canonical tool contract + 9 generated provider schemas
evals/           cross-provider benchmark harness + matrix.json
examples/        9 provider demos
docs/            architecture, provider matrix, roadmap
scripts/         schema generator

MCP

All 48 tools are available via @aurekai/mcp — add to any MCP client:

{
  "mcpServers": {
    "aurekai": { "command": "npx", "args": ["-y", "@aurekai/mcp"] }
  }
}

License

MIT