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Omni Inference
ASecurityThe 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.
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- Added September 30, 2026
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96/100- Uses curl or wget to download content
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[](https://www.skillsdirectory.com/skills/mayankjain1815-commits-omni-inference)---
name: omni-inference
description: "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."
---
<!-- generated by src/lib/agentSkills/generator.ts; manual edits will be overwritten -->
## 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/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 '{}'
```
### 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/providers/{provider}/images/generations
Generate images (provider-specific)
```bash
curl -X POST https://localhost:20128/api/v1/providers/{provider}/images/generations \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/audio/speech
Generate speech audio
Text-to-speech endpoint. Routes to configured TTS providers.
```bash
curl -X POST https://localhost:20128/api/v1/audio/speech \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/audio/transcriptions
Transcribe audio
Audio-to-text transcription endpoint.
```bash
curl -X POST https://localhost:20128/api/v1/audio/transcriptions \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/moderations
Create moderation
Content moderation endpoint. Routes to configured moderation providers.
```bash
curl -X POST https://localhost:20128/api/v1/moderations \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/rerank
Rerank documents
Document reranking endpoint.
```bash
curl -X POST https://localhost:20128/api/v1/rerank \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### GET /api/v1
API v1 root endpoint
Returns basic API info and status.
```bash
curl https://localhost:20128/api/v1 \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### GET /api/v1/providers/{provider}/models
List models for a specific provider
Returns only models for the selected provider with provider prefix removed from each model id.
```bash
curl https://localhost:20128/api/v1/providers/{provider}/models \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### GET /api/v1/management/proxy-subscriptions
List proxy subscriptions
Lists all operator-supplied proxy subscription links. Also starts the background auto-refresh scheduler (idempotent) so enabled subscriptions stay in sync. Credentials embedded in `url` are redacted in the response.
```bash
curl https://localhost:20128/api/v1/management/proxy-subscriptions \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### POST /api/v1/management/proxy-subscriptions
Create a proxy subscription
Creates a subscription record. If `mode` is `rule`, at least one entry in `ruleProviders` is required. `updateIntervalMinutes` defaults to 60 and `enabled` defaults to `false` when omitted or not exactly `true`.
```bash
curl -X POST https://localhost:20128/api/v1/management/proxy-subscriptions \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### GET /api/v1/management/proxy-subscriptions/{id}
Get a proxy subscription
```bash
curl https://localhost:20128/api/v1/management/proxy-subscriptions/{id} \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### PATCH /api/v1/management/proxy-subscriptions/{id}
Update a proxy subscription
Partial update — only fields present in the body are changed (name/url/mode/ruleProviders/localCoreEndpoint/updateIntervalMinutes/enabled).
```bash
curl -X PATCH https://localhost:20128/api/v1/management/proxy-subscriptions/{id} \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### DELETE /api/v1/management/proxy-subscriptions/{id}
Delete a proxy subscription
Removes the subscription record and unbinds/drops its synced proxy_registry rows.
```bash
curl -X DELETE https://localhost:20128/api/v1/management/proxy-subscriptions/{id} \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### GET /api/v1/management/proxy-subscriptions/{id}/nodes
Get a subscription's last-parsed node summary
Returns the last-parsed node list without re-fetching the (possibly slow) subscription URL.
```bash
curl https://localhost:20128/api/v1/management/proxy-subscriptions/{id}/nodes \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### POST /api/v1/management/proxy-subscriptions/{id}/refresh
Refresh a proxy subscription
Re-fetches and re-parses the subscription URL, syncs its nodes into `proxy_registry`, and (re)binds the pool.
```bash
curl -X POST https://localhost:20128/api/v1/management/proxy-subscriptions/{id}/refresh \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/ocr
Document OCR
Mistral OCR–compatible document OCR endpoint. Accepts a JSON body referencing a document/image and returns extracted text. Success responses carry the `X-OmniRoute-*` cost-telemetry headers.
```bash
curl -X POST https://localhost:20128/api/v1/ocr \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### POST /api/v1/audio/translations
Translate audio to English
OpenAI Whisper–compatible audio translation (multipart/form-data). Unlike `/api/v1/audio/transcriptions`, output is always English regardless of the source language. Success responses carry the `X-OmniRoute-*` cost-telemetry headers.
```bash
curl -X POST https://localhost:20128/api/v1/audio/translations \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
-H "Content-Type: application/json" \
-d '{}'
```
### GET /api/v1/providers/suggested-models
Suggested media models
Read-only server-side proxy to the public HuggingFace Hub models search API, used by the dashboard to suggest models for a media provider kind without exposing an HF token client-side. Never accepts or returns credentials.
```bash
curl https://localhost:20128/api/v1/providers/suggested-models \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
### GET /api/v1/provider-plugin-manifest
Provider plugin manifest
Returns the manifest describing installed provider plugins.
```bash
curl https://localhost:20128/api/v1/provider-plugin-manifest \
-H "Authorization: Bearer $OMNIROUTE_TOKEN"
```
## Payloads
See the full OpenAPI specification at `GET /api/openapi/spec` or `docs/openapi.yaml` for detailed request/response schemas.
<!-- skill:custom-start -->
<!-- Aggregated from: omniroute-chat, omniroute-image, omniroute-tts, omniroute-stt, omniroute-embeddings, omniroute-web-search, omniroute-web-fetch -->
## Chat completions
Requires `OMNIROUTE_URL` and `OMNIROUTE_KEY`. See [entry-point SKILL](https://raw.githubusercontent.com/diegosouzapw/OmniRoute/main/skills/omniroute/SKILL.md) for setup.
### Endpoints
- `POST $OMNIROUTE_URL/v1/chat/completions` — OpenAI format
- `POST $OMNIROUTE_URL/v1/messages` — Anthropic Messages format
- `POST $OMNIROUTE_URL/v1/responses` — OpenAI Responses API
### Discover
```bash
curl $OMNIROUTE_URL/v1/models | jq '.data[].id'
```
Combos (e.g. `auto`, `cost-optimized`, `subscription`) auto-fallback through multiple providers.
### OpenAI format example
```bash
curl -X POST $OMNIROUTE_URL/v1/chat/completions \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "claude-opus-4-7",
"messages": [{"role": "user", "content": "Refactor this function"}],
"stream": true
}'
```
### Anthropic format example
```bash
curl -X POST $OMNIROUTE_URL/v1/messages \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-H "anthropic-version: 2023-06-01" \
-H "Content-Type: application/json" \
-d '{
"model": "claude-opus-4-7",
"max_tokens": 4096,
"messages": [{"role": "user", "content": "Hi"}]
}'
```
### Tool use
Supports OpenAI `tools` array and Anthropic `tools` block. Tool results
auto-compressed via RTK (47 filters: git-diff, grep, test-jest, terraform-plan,
docker-logs, etc.) — 20-40% token savings. Disable per-request with
`X-Omniroute-Rtk: off` header.
### Reasoning / thinking
Anthropic extended thinking and OpenAI Responses reasoning blocks are forwarded
verbatim. Cached automatically via reasoning cache.
### Errors
- `401` → invalid API key
- `400 invalid_model` → model not in registry; check `/v1/models`
- `503 circuit_open` → provider circuit breaker tripped; retry later or use combo
- `429 rate_limited` → honor `Retry-After`; consider using a combo for auto-fallback
## Image generation
Requires `OMNIROUTE_URL` and `OMNIROUTE_KEY`. See [entry-point SKILL](https://raw.githubusercontent.com/diegosouzapw/OmniRoute/main/skills/omniroute/SKILL.md) for setup.
### Endpoints
- `POST $OMNIROUTE_URL/v1/images/generations` — Text-to-image
- `POST $OMNIROUTE_URL/v1/images/edits` — Image edit (mask)
- `POST $OMNIROUTE_URL/v1/images/variations` — Variations
### Discover
```bash
curl $OMNIROUTE_URL/v1/models/image | jq '.data[]'
```
Returns `{ id, owned_by, sizes:[...], capabilities:[...] }` per model.
### Generate example
```bash
curl -X POST $OMNIROUTE_URL/v1/images/generations \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "dall-e-3",
"prompt": "a red bicycle on a wet street, photoreal",
"n": 1,
"size": "1024x1024",
"response_format": "b64_json"
}'
```
Response: `{ created, data: [{ url? or b64_json, revised_prompt }] }`
### Errors
- `400 invalid_size` → not supported by this model; check `/v1/models/image`
- `400 content_policy_violation` → blocked by provider safety
- `503` → provider unavailable; try another model in `/v1/models/image`
## Text-to-speech
Requires `OMNIROUTE_URL` and `OMNIROUTE_KEY`. See [entry-point SKILL](https://raw.githubusercontent.com/diegosouzapw/OmniRoute/main/skills/omniroute/SKILL.md) for setup.
### Endpoint
- `POST $OMNIROUTE_URL/v1/audio/speech` — returns binary audio (mp3/opus/wav/flac)
### Discover
```bash
curl $OMNIROUTE_URL/v1/models/tts | jq '.data[]'
```
Each entry includes `voices:[...]` for the available voice names per provider.
### Example
```bash
curl -X POST $OMNIROUTE_URL/v1/audio/speech \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "tts-1",
"input": "Hello from OmniRoute.",
"voice": "alloy",
"response_format": "mp3"
}' --output speech.mp3
```
### Voices
Voice names vary by provider. Check `/v1/models/tts` — each entry has `voices:[...]`.
Common OpenAI voices: `alloy`, `echo`, `fable`, `onyx`, `nova`, `shimmer`.
### Errors
- `400 invalid_voice` → voice not supported by this model
- `400 input_too_long` → input exceeds model character limit
- `503` → provider unavailable; try another model in `/v1/models/tts`
## Speech-to-text
Requires `OMNIROUTE_URL` and `OMNIROUTE_KEY`. See [entry-point SKILL](https://raw.githubusercontent.com/diegosouzapw/OmniRoute/main/skills/omniroute/SKILL.md) for setup.
### Endpoints
- `POST $OMNIROUTE_URL/v1/audio/transcriptions` — multipart upload, returns text
- `POST $OMNIROUTE_URL/v1/audio/translations` — transcribe + translate to English
### Discover
```bash
curl $OMNIROUTE_URL/v1/models/stt | jq '.data[]'
```
### Example
```bash
curl -X POST $OMNIROUTE_URL/v1/audio/transcriptions \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-F "file=@audio.mp3" \
-F "model=whisper-1" \
-F "response_format=verbose_json"
```
Response: `{ text, language, duration, segments?:[{ start, end, text }] }`
### Supported formats
Audio: `mp3`, `mp4`, `mpeg`, `mpga`, `m4a`, `wav`, `webm`.
Response formats: `json`, `text`, `srt`, `verbose_json`, `vtt`.
### Errors
- `400 invalid_file_format` → unsupported audio format
- `400 file_too_large` → exceeds provider limit (usually 25MB)
- `503` → provider unavailable; try another model in `/v1/models/stt`
## Embeddings
Requires `OMNIROUTE_URL` and `OMNIROUTE_KEY`. See [entry-point SKILL](https://raw.githubusercontent.com/diegosouzapw/OmniRoute/main/skills/omniroute/SKILL.md) for setup.
### Endpoint
- `POST $OMNIROUTE_URL/v1/embeddings`
### Discover
```bash
curl $OMNIROUTE_URL/v1/models/embedding | jq '.data[]'
```
Each entry: `{ id, owned_by, dimensions, max_input_tokens }`.
### Example
```bash
curl -X POST $OMNIROUTE_URL/v1/embeddings \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "text-embedding-3-large",
"input": ["first text", "second text"],
"encoding_format": "float"
}'
```
Response: `{ data:[{ embedding:[...], index }], usage:{ prompt_tokens, total_tokens } }`
### Batch input
`input` accepts a string or array of strings (up to provider batch limit, typically 2048 items).
### Errors
- `400 input_too_long` → input exceeds `max_input_tokens` for this model
- `400 invalid_encoding_format` → use `float` or `base64`
- `503` → provider unavailable; try another model in `/v1/models/embedding`
## Web search
Requires `OMNIROUTE_URL` and `OMNIROUTE_KEY`. See [entry-point SKILL](https://raw.githubusercontent.com/diegosouzapw/OmniRoute/main/skills/omniroute/SKILL.md) for setup.
### Endpoint
- `POST $OMNIROUTE_URL/v1/web/search` — unified search format
### Discover
```bash
curl $OMNIROUTE_URL/v1/models/web | jq '.data[] | select(.kind == "webSearch")'
```
### Example
```bash
curl -X POST $OMNIROUTE_URL/v1/web/search \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "tavily/search",
"query": "OmniRoute github latest release",
"max_results": 5,
"include_answer": true
}'
```
Response: `{ answer?, results:[{ url, title, content, score }] }`
### Parameters
| Field | Type | Description |
| ---------------- | ------- | ------------------------------------ |
| `model` | string | Provider model from `/v1/models/web` |
| `query` | string | Search query |
| `max_results` | number | Max results (default: 5) |
| `include_answer` | boolean | Include AI-synthesized answer |
| `search_depth` | string | `basic` or `advanced` (Tavily) |
### Errors
- `400 query_too_long` → shorten the search query
- `503` → provider unavailable; try another model in `/v1/models/web`
## Web fetch
Requires `OMNIROUTE_URL` and `OMNIROUTE_KEY`. See [entry-point SKILL](https://raw.githubusercontent.com/diegosouzapw/OmniRoute/main/skills/omniroute/SKILL.md) for setup.
### Endpoint
- `POST $OMNIROUTE_URL/v1/web/fetch`
### Discover
```bash
curl $OMNIROUTE_URL/v1/models/web | jq '.data[] | select(.kind == "webFetch")'
```
### Example
```bash
curl -X POST $OMNIROUTE_URL/v1/web/fetch \
-H "Authorization: Bearer $OMNIROUTE_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "jina/reader",
"url": "https://anthropic.com",
"format": "markdown"
}'
```
Response: `{ url, title, markdown, links?:[...], images?:[...] }`
### Parameters
| Field | Type | Description |
| -------- | ------ | ----------------------------------------------------------------------- |
| `model` | string | Provider from `/v1/models/web` (e.g. `jina/reader`, `firecrawl/scrape`) |
| `url` | string | URL to fetch |
| `format` | string | `markdown` (default), `html`, `text` |
### Errors
- `400 invalid_url` → URL must be http/https
- `403 blocked` → provider blocked by target site; try a different model
- `503` → provider unavailable; try another model in `/v1/models/web`
<!-- skill:custom-end -->
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