Dated public changes to the Munito AI API, its models, regions, billing and docs.
This page lists each public change to the Munito AI API, newest first. It covers models, API features, regions, billing and docs. The base URL stays https://api.munito.ai/inference/v1 for the OpenAI SDK and https://api.munito.ai/inference for the Anthropic SDK, with your key in MUNITO_API_KEY.
For removed models, see Deprecations.
October 2026
| Date | Change |
|---|---|
| 2026-10-24 | OpenCode lists Munito AI and Munito AI (EU) as providers, from models.dev: run /connect in OpenCode. See OpenCode. |
| 2026-10-24 | Docs: guides for pi and OpenClaw, and the plugin in the Hermes guide. Munito AI publishes an open-source package for pi, OpenClaw and Hermes Agent that adds Munito AI as a provider with one command, with a global and an EU provider. |
| 2026-10-24 | OCR: munito/ocr-fast does not bill a page whose text layer has no text, such as a scan. usage.inference_region names the region of a page that Munito AI reads from its text layer. A document URL gets the user agent MunitoAI-Fetcher/1.0, so sites such as Wikimedia answer it. |
| 2026-10-24 | A Responses answer that is not stored has no Location header. A delivered OCR result answers 410 with the type https://munito.ai/problems/gone. A tool_choice that forces a call on google/gemma-4-12b returns 400. See Tool calling. |
| 2026-10-24 | Chat Completions, Responses and Messages use the header x-session-affinity, which pi and OpenClaw send, as the prompt cache key when a request has no prompt_cache_key. See Prompt caching. A request with an underscore in a header name, such as session_id, no longer gets 400: the edge drops that header. |
| 2026-10-24 | Chat Completions accepts reasoning_effort: "none", and Responses accepts reasoning: {"effort": "none"}, on each reasoning model. The switch of the model turns reasoning off, and a model that always reasons, such as zai-org/glm-5.3-flash, runs its lowest level. Before, these requests got 400. See Reasoning models. |
| 2026-10-24 | Docs: Company facts gives the facts about Munito AI on one page. Document AI shows how the OCR API reads PDFs, scans, handwriting and tables, and how Munito AI bills each page. |
| 2026-10-24 | Docs: API compatibility shows what Chat Completions, Responses and Messages each support, and where Munito AI differs from OpenAI and Anthropic. |
| 2026-10-24 | On a regional host, GET /models and GET /models/{model} show a model only when that region serves it. Before, api.eu.munito.ai listed deepseek-ai/deepseek-v4.1-flash-1017, and each request for it on that host failed. |
| 2026-10-24 | The home page of munito.ai has the docs assistant. Ask it a question, and its answer links the docs pages that it uses. |
| 2026-10-24 | Prices: from 00:00 UTC, qwen/qwen3.8-27b and zai-org/glm-5.3-flash cost less in each region, and deepseek-ai/deepseek-v4-flash and deepseek-ai/deepseek-v4.1-flash-1017 cost less on the global host. Models and pricing shows each price. |
| 2026-10-23 | Docs: Rate limits and each model page show the base rate limits of each usage tier. |
| 2026-10-23 | Higher rate limits for the decision models blockbrain/cygnet and perplexity-ai/pplx-decider-v1.2. See Rate limits. |
| 2026-10-23 | Docs: the Compare group puts the prices, the regions and the data policy of six other providers of open models beside ours, with a source for each fact. |
| 2026-10-23 | Docs: the model page of google/gemma-4-12b, and the model in Models and pricing. |
| 2026-10-23 | Messages: with thinking.display set to omitted, each thinking block and each thinking_delta has an empty text, and each signature stays. |
| 2026-10-23 | Munito AI notifies you at least 3 months before it removes a model that is not a preview, and can change or remove a preview model without notice. deepseek-ai/deepseek-v4.1-flash-1017 is a preview. See Deprecations and section 2 of the Terms of Service, which no longer describe a private beta. |
| 2026-10-23 | Docs: Models and pricing shows each model with its context, its regions and its price for each service tier, as the Models page of the console does. docs.munito.ai/pricing moves to it. The menu groups the pages under Get started, Models and pricing, Capabilities, and Agents and tools. |
| 2026-10-23 | Docs: a guide for OpenCode. |
| 2026-10-23 | Docs: the FAQ answers the common questions about regions, data privacy, models, APIs, prices and limits. |
| 2026-10-22 | Docs: a menu beside the title of each page copies the page as Markdown, opens its Markdown, or opens the page in ChatGPT or Claude. llms.txt starts with the base URLs, the regions, the authentication and the compatibility. |
| 2026-10-22 | Docs: each sample of the quickstart runs in an empty folder, in cURL, Python or TypeScript, through the OpenAI or the Anthropic API. |
| 2026-10-22 | Legal: the public sites and the console count visits without cookies. The Privacy Policy names the analytics provider and says how long it keeps the events. |
| 2026-10-22 | Responses: to resume a stream, starting_after takes 1 to 18 ASCII digits. Any other value gets 400 with param: starting_after. |
| 2026-10-22 | Docs: the model catalog, Pricing with the posted price of each model, and a price table on each model page. |
| 2026-10-22 | Docs: guides for migration, structured outputs, tool calls, vision, streaming, reasoning, prompt caching, errors and production. |
| 2026-10-22 | Docs: recipes for PDF to Markdown, invoice extraction and RAG, and guides for LangChain and LlamaIndex. |
| 2026-10-22 | Docs: GDPR and EU data residency, data privacy, security, dedicated endpoints and committed spend. |
| 2026-10-22 | Messages: each answer holds only the fields of the Anthropic Messages format. |
| 2026-10-22 | Docs: a guide for Codex. |
| 2026-10-21 | Responses: the API accepts the namespace tools, the hosted web_search tool and the client_metadata field that Codex sends, so a stock Codex runs on Munito AI. Munito AI runs no web search, so the model answers without one. |
| 2026-10-21 | Messages: each reasoning model accepts thinking. On a model that cannot turn its reasoning off, disabled asks for its lowest effort. The Claude Code guide gives zai-org/glm-5.3-flash its context window of 1 million tokens. |
| 2026-10-21 | zai-org/glm-5.3-flash, deepseek-ai/deepseek-v4-flash, deepseek-ai/deepseek-v4.1-flash-1017 and aleph-alpha/kolibri-1 accept top_k and repetition_penalty. The two DeepSeek models and aleph-alpha/kolibri-1 return logprobs, and aleph-alpha/kolibri-1 also accepts min_p. |
| 2026-10-21 | Docs: the API reference types the message content, the system field and the Responses input as a string or an array, as the API accepts them. |
| 2026-10-21 | Billing: the owners and administrators of an organization get an email for each grant of promotional credits, with the amount, the order of use and the expiry. |
| 2026-10-21 | Removed qwen/qwen3.6-35b-a3b. Use qwen/qwen3.8-27b. |
| 2026-10-21 | deepseek-ai/deepseek-v4.1-flash-1017 accepts images. |
| 2026-10-21 | Each OpenAI validation error names the parameter in param. A body that is not valid JSON gets 400 on every route. |
| 2026-10-20 | New model: deepseek-ai/deepseek-v4.1-flash-1017, on the global host. |
| 2026-10-20 | Removed mistralai/mistral-small-4-119b-2603 from the public catalog. |
| 2026-10-18 | New preview: the decision models perplexity-ai/pplx-decider-v1.2 and blockbrain/cygnet, on POST /systemone and POST /decisions. |
| 2026-10-18 | Billing: automatic top-up buys credits when the balance falls to a threshold that you set. |
| 2026-10-18 | An unknown model gets 404 with the code model_not_found. Each Anthropic error has the type that the Anthropic format documents. |
| 2026-10-18 | A 413 and an unexpected 500 carry the request ID. |
| 2026-10-18 | Messages: the prompt cache keeps a conversation together by its metadata.user_id. |
| 2026-10-16 | Console: the Models page shows each model with your prices and a request to copy. |
| 2026-10-16 | A forced call to a named tool ends with tool_calls on Chat Completions and tool_use on Messages. |
| 2026-10-15 | Billing: paid tiers. Buy prepaid credits on the Billing page for higher rate limits. At a zero balance, the organization moves to the free tier. |
| 2026-10-15 | The trust center publishes the sub-processors of each region. |
| 2026-10-15 | Docs: the Responses reference states that store defaults to false. Send store: true to keep a response for 30 days. |
| 2026-10-14 | Docs: Service tiers explains priority, standard and flex. |
| 2026-10-14 | Legal: Munito AI France is the operator and the seller. The Terms of Service add the payment terms, and the legal notice is published. |
| 2026-10-14 | Each 421 residency refusal names the host to call in plain sentences. |
| 2026-10-14 | Phone verification can send the code in a voice call. |
| 2026-10-11 | New: speech to text with google/gemma-4-12b, on POST /audio/transcriptions and as input_audio in chat. |
| 2026-10-09 | New: the MCP server at https://api.munito.ai/mcp/v1. |
| 2026-10-09 | Regions: the EU and US hosts api.eu.munito.ai and api.us.munito.ai. See Regions. The console playground can select the region. |
| 2026-10-09 | GET /models and the model details need no API key. |
| 2026-10-09 | Docs: the API reference can send requests from the browser. |
| 2026-10-09 | Each host publishes /.well-known/security.txt. See Security. |
| 2026-10-09 | Each chat model accepts JSON response formats. |
| 2026-10-08 | New: overflow, opt-in with the munito-overflow header, on Chat Completions, Messages and Responses. |
| 2026-10-07 | Free tier: higher limits for the launch. |