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Models
Everything this deployment can send a request to - 28 targets: models, agents, skills, tools and a human queue, 19 of them answering here. Each row shows the model behind the target, the price per million tokens, the latency measured here and its traffic over the last 7 days. The reference catalogue of 468 hosted models is the second tab.
What the router picks today for six common requests, quoted against this catalogue every minute: the pick, what it costs, and the cheapest, best and fastest alternatives. Quote your own prompt on the cost estimator.
gpt-oss-20bllm
qwen3.5:4b via ollama-qwen3-5-4b · writer-small
Self-hosted small (4B-class) instruct model for clear multilingual prose - posts, emails, summaries, product copy, translations and everyday communication at near-zero cost. The browser extension's writing help and the desktop bar's fixes land here.
GLM 4.7 Flash Z.ai via ollama-glm-4-7-flash · llm-frontier
Most capable model for hard multi-step reasoning, math proofs, architecture design.
gpt-oss-20b OpenAI via ollama-gpt-oss-20b · gpt-oss
OpenAI's open-weight 20B reasoning model under Apache-2.0, served on our own hardware - strong general reasoning, coding and agentic tool use without data leaving the deployment.
gpt-oss-20b OpenAI via ollama-gpt-oss-20b · openai/gpt-oss-20b@ollama-gpt-oss-20b
gpt-oss-20b is an open-weight 21B parameter model released by OpenAI under the Apache 2.0 license. It uses a Mixture-of-Experts (MoE) architecture with 3.6B active parameters per forward pass, optimized for...
gpt-oss-20b OpenAI via ollama-gpt-oss-20b · llm-mid
Balanced model for moderate reasoning, drafting, data analysis and marketing copy.
qwen3.5:4b via ollama-qwen3-5-4b · llm-small
Cheap, fast generalist for simple chat, short answers, classification and extraction.
GLM 4.7 Flash Z.ai via ollama-glm-4-7-flash · coder-small
Self-hosted 7B code model for quick single-file coding help - explain a snippet, a regex or an error message, write a small helper or shell one-liner, convert between languages - across 40+ programming languages; code stays inside the deployment. Repository-wide changes, refactors with tests and reviews go to the coding agent.
translategemma:4b via ollama-translategemma-4b · skill-translate
High-quality translation with glossary enforcement.
web-search via builtin · tool-web-search
Searches the live web (DuckDuckGo and Wikipedia without a key; SearXNG or Brave when configured) and returns the top results with titles, links and snippets - for a quick lookup, the latest news or a price check. It finds pages; it does not write the answer.
qwen3.5:4b via ollama-qwen3-5-4b · llm-onprem
Self-hosted model for sensitive data that must not leave the boundary.
calculator via builtin · tool-calculator
Deterministic arithmetic and unit conversion.
tool-image-gen
Text-to-image generation.
automation-agent
Drives a web browser or a desktop application on the person's behalf - opens pages, logs in, fills forms, clicks through a checkout, downloads statements, moves and renames files, pastes into the field in front - and reports what it did. Acts; does not write essays.
a person on the queue · human-escalation
Live human agent for escalations, safety issues, or when confidence is low.
GLM 4.7 Flash Z.ai via ollama-glm-4-7-flash · coding-agent
Autonomous agent with repo access; writes, refactors, tests and reviews code.
qwen3-embedding:4b via ollama-qwen3-embedding-4b · embed-small
Text embeddings for search, clustering and retrieval; answers the OpenAI-compatible /v1/embeddings endpoint (never chat).
persona-friendly-support
Warm, concise, de-escalating tone for customer conversations.
persona-legal-counsel
Cautious, cites statutes, flags jurisdiction; never gives definitive legal advice.
persona-senior-engineer
Precise, opinionated about trade-offs, writes idiomatic code with tests.
deepseek-r1:8b via ollama-deepseek-r1-8b · research-agent
Web-search + synthesis agent for open-ended research and comparisons.
skill-sql
Generates and validates SQL against the warehouse schema.
skill-summarize
Map-reduce summarizer for long documents.
speaches-ai/Kokoro-82M-v1.0-ONNX via speaches · speak-small
Reads text aloud in a natural voice and returns audio (mp3, opus, wav ...); answers the OpenAI-compatible /v1/audio/speech endpoint (never chat).
sre-agent
Reads logs, traces, metrics and alerts to find the root cause of an incident, ranks the errors by impact, correlates them with deploys and proposes the fix and the runbook step; writes the postmortem timeline.
qwen3.5:4b via ollama-qwen3-5-4b · support-agent
Handles orders, refunds, subscriptions and account issues via internal tools.
deepdml/faster-whisper-large-v3-turbo-ct2 via speaches · transcribe-small
Transcribes uploaded audio - meetings, voice notes, calls, dictation - into text with timestamps and language detection; answers the OpenAI-compatible /v1/audio/transcriptions endpoint (never chat).
glm-ocr via ollama-glm-ocr · vision-ocr
Self-hosted compact vision-language model that reads scanned documents, receipts, invoices, forms, screenshots, charts and photos of text in many languages and returns the text, the fields or a table - OCR, transcription and document understanding of an attached image without it leaving the deployment. It reads pictures; it does not create them.
workflow-notify-customer
Sends order, shipping and delivery status updates to the customer over email and SMS.
The same rows are at /api/v1/models. On your own deployment the targets come from targets.yaml; set metadata.model to a catalogue id such as anthropic/claude-sonnet-4 to link a target to its reference model - see the guide.
Photo: Mizuno K
Why: domain fit 50% · complexity fit 100% · quality prior 0.75
GLM 4.7 Flashagent
Why: rule 'hard-coding-to-agent' prefers · domain fit 100% · action fit 50%
GLM 4.7 Flashllm
Why: domain fit 67% · complexity fit 100% · quality prior 0.93
skill-summarizeskill
Why: rule 'legal-persona' prefers · domain fit 100% · complexity fit 100%
Glm-ocrllm
Why: domain fit 33% · complexity fit 100% · quality prior 0.74
Qwen3.5 4Bllm
Why: rule 'pii-stays-onprem' prefers · domain fit 100% · complexity fit 100%
The catalogue prints input and output prices and what three typical monthly workloads cost on each.
Free plan, no card. Fifteen thousand decisions a month with the full trace.