omni-inference
Omni-inference provides OpenAI-compatible REST endpoints for chat completions, embeddings, images, audio (text-to-speech and speech-to-text), moderation, reranking, and the Responses API. Use this skill when building AI agents that need unified access to multiple AI model providers through standardized API interfaces with bearer token authentication.
git clone --depth 1 https://github.com/diegosouzapw/OmniRoute /tmp/omni-inference && cp -r /tmp/omni-inference/skills/omni-inference ~/.claude/skills/omni-inferenceSKILL.md
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## Overview
The core OpenAI-compatible inference endpoints: chat completions, embeddings, images, audio (TTS/STT), moderations, rerank, and the Responses API. The primary integration surface for AI agents.
## Authentication
All requests require a valid Bearer token or session cookie. Obtain a token via `POST /api/auth/login` or configure `REQUIRE_API_KEY=false` for local development.
## Endpoints
### POST /api/v1/session-leases
Acquire, inspect, renew, or release an exclusive managed connection lease
Requires an API key with `lease:exclusive` and an explicit non-empty
`allowedConnections` policy. The opaque owner is bound to the authenticated API key;
the lease owns an eligible connection, not a provider or model. Managed inference
requests present the owner and exact generation headers. Temporary foreign occupancy
returns 429 `WAITING_FOR_CAPACITY` with `Retry-After`. Acquire, renew, and release retain
their connection-free response shapes. The explicit status action is owner-, key-, and
generation-fenced and returns only privacy-safe display metadata for an active binding.
```bash
curl -X POST https://localhost:20128/api/v1/session-leases \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### GET /api/v1/search
List search providers
Lists configured search providers and their supported search types.
```bash
curl https://localhost:20128/api/v1/search \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### POST /api/v1/search
Run a unified search
Searches the web, news, or X through a configured provider. Set `provider` to `xquik-search` to use Xquik for X search. The aliases `xquik` and `xquik_search` resolve to the same provider. AnySearch (`anysearch-search`, aliases `anysearch` / `anysearch_search`) provides free fallback-only web search.
```bash
curl -X POST https://localhost:20128/api/v1/search \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/chat/completions
Create chat completion
OpenAI-compatible chat completions endpoint. Routes to configured providers.
```bash
curl -X POST https://localhost:20128/api/v1/chat/completions \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### GET /api/v1/ws
Chat completion over WebSocket (handshake + upgrade)
OpenAI-compatible chat over a WebSocket connection. `GET` with `?handshake=1` returns the connection descriptor (auth path, message protocol and live-event channels) as JSON; a plain `GET` without an Upgrade returns `426 Upgrade Required`. After upgrading, the client exchanges JSON frames — `{type:"request", id, payload:{model, messages}}` to start a completion and `{type:"cancel", id}` to abort it. A separate live channel (default port `LIVE_WS_PORT=20129`, path `/live`) streams dashboard events on the `requests`, `combo` and `credentials` topics with a 15s heartbeat. Requires an API key.
```bash
curl https://localhost:20128/api/v1/ws \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### POST /api/v1/providers/{provider}/chat/completions
Create chat completion (provider-specific)
Routes to a specific provider by name.
```bash
curl -X POST https://localhost:20128/api/v1/providers/{provider}/chat/completions \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/api/chat
Ollama-compatible chat endpoint
Provides compatibility with Ollama's /api/chat format.
```bash
curl -X POST https://localhost:20128/api/v1/api/chat \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/messages
Create message (Anthropic-compatible)
Anthropic Messages API endpoint. Routes to Claude providers.
```bash
curl -X POST https://localhost:20128/api/v1/messages \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/messages/count_tokens
Count tokens for a message
```bash
curl -X POST https://localhost:20128/api/v1/messages/count_tokens \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/responses
Create response (OpenAI Responses API)
OpenAI Responses API endpoint.
```bash
curl -X POST https://localhost:20128/api/v1/responses \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/embeddings
Create embeddings
```bash
curl -X POST https://localhost:20128/api/v1/embeddings \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### GET /api/v1/multimodal-embeddings
List embedding models (Jina multimodal-embeddings alias)
```bash
curl https://localhost:20128/api/v1/multimodal-embeddings \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### POST /api/v1/multimodal-embeddings
Create embeddings (Jina multimodal-embeddings alias)
Same handler as `POST /api/v1/embeddings`. Provided so Jina-compatible clients that call `/v1/multimodal-embeddings` do not receive HTTP 404 `unknown_route`.
```bash
curl -X POST https://localhost:20128/api/v1/multimodal-embeddings \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/providers/{provider}/embeddings
Create embeddings (provider-specific)
```bash
curl -X POST https://localhost:20128/api/v1/providers/{provider}/embeddings \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/images/generations
Generate images
```bash
curl -X POST https://localhost:20128/api/v1/images/generations \
-H "Authorization: Bearer $OMNIROUTE_TOKEN" \
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/providInteract with the OmniRoute A2A server from the CLI. Send tasks, inspect skill execution history, and test the JSON-RPC 2.0 agent-to-agent protocol interactively.
Backup and restore OmniRoute data from the CLI. Trigger incremental snapshots, sync to cloud storage, manage backup schedules, and restore from archive files.
Submit and monitor batch inference jobs from the CLI. Upload and manage files for batch processing, retrieve results, and integrate batch pipelines with CI/CD workflows.
Send chat completions, stream responses, and start an interactive REPL session from the CLI. Supports all OmniRoute providers, combo routing, and system prompt configuration.
Configure and test prompt compression from the CLI. Manage RTK filters, Caveman rules, stacked compression modes, and preview compression output with real prompts.
Manage context engineering configurations, RTK filter sets, and conversation sessions from the CLI. Apply context-relay settings and inspect active context pipelines.
View cost breakdowns, token usage, and call logs from the CLI. Filter by provider, model, or date range. Export usage reports and inspect per-connection spending.
Create and run evaluation suites, watch live benchmark progress, view scorecards, compare model performance, and integrate eval runs with CI workflows from the CLI.