docs.mistral.ai llms.txt
In short
docs.mistral.ai serves a 90 KB llms.txt with 496 links. The crawl kept and parsed the first 60 KB of it, which holds 6 H2 sections, graded A on the llmstxt.org structure (6 of 6 checks). It passes every check. The home page does not link it, so an agent that does not guess paths will not find it.
llms.txt parsed the first 60 KB of a 90 KB file
# Mistral AI
> Developer documentation for the Mistral AI platform: API references, product guides, and quickstarts for Le Chat, Vibe, Mistral AI Studio, and the Mistral API.
Every link points to the markdown version of a page (same URL with a `.md` extension), served for LLM consumption. Fetch the page URL without the extension for the rendered HTML version.
## Admin
- [API reference](https://docs.mistral.ai/admin/admin-api/api-reference.md): Admin API endpoint reference generated from the OpenAPI specification.
- [Authentication](https://docs.mistral.ai/admin/admin-api/authentication.md): How Admin API keys work, where to create them, and how to authenticate requests.
- [Manage groups and roles](https://docs.mistral.ai/admin/admin-api/manage-groups-roles.md): Create user groups, manage membership and Workspace assignments, and list roles with the Admin API.
- [Manage users](https://docs.mistral.ai/admin/admin-api/manage-users.md): List, create, update, invite, and remove Organization users with the Admin API.
- [Manage Workspaces](https://docs.mistral.ai/admin/admin-api/manage-workspaces.md): List, create, update, and delete Workspaces and manage their members with the Admin API.
- [Overview](https://docs.mistral.ai/admin/admin-api/overview.md): Manage your Organization programmatically: users, groups, Workspaces, API keys, limits, usage, and audit logs.
- [Usage metrics](https://docs.mistral.ai/admin/admin-api/usage-metrics.md): Retrieve billing usage, spending and rate limits, le Chat activity, and Vibe Code analytics with the Admin API.
- [User provisioning](https://docs.mistral.ai/admin/admin-api/user-provisioning.md): Bulk-create or invite users, organize them into a user group, and grant them access to a Workspace with the Admin API.
- [Billing](https://docs.mistral.ai/admin/billing-usage/billing.md): Use Billing to manage how your Organization pays for Mistral services.
- [Invoices](https://docs.mistral.ai/admin/billing-usage/invoices.md): Find and download your invoices.
- [Subscriptions](https://docs.mistral.ai/admin/billing-usage/subscriptions.md): Use Subscription to review the Mistral plan, seats, included monthly usage, and pay-as-you-go settings active on your Organization.
- [Usage and limits](https://docs.mistral.ai/admin/billing-usage/usage-limits.md): Monitor Organization usage, understand limits, and decide where to adjust caps.
- [API keys](https://docs.mistral.ai/admin/identity-access/api-keys.md): API keys authenticate requests to the Mistral API and other Mistral tools.
- [Connectors](https://docs.mistral.ai/admin/identity-access/connectors.md): Manage organization app connections and Connector tool access from Admin.
- [Groups](https://docs.mistral.ai/admin/identity-access/groups.md): Group users to manage Workspace access and roles at scale.
- [Roles and permissions (RBAC)](https://docs.mistral.ai/admin/identity-access/roles-permissions.md): Predefined Organization and Workspace roles, what each one grants, and how to assign them.
- [Service accounts](https://docs.mistral.ai/admin/identity-access/service-accounts.md): Give a workload its own non-human identity in a workspace, with its own roles and its own credentials.
- [User management](https://docs.mistral.ai/admin/identity-access/user-management.md): Manage members, invitations, Organization roles, seats, Workspaces, groups, and user API keys.
- [Web search domain filtering](https://docs.mistral.ai/admin/identity-access/web-search-domain-filtering.md): Restrict which websites Mistral can reach for your Organization, using an allowlist or a blocklist.
- [Workload identity federation](https://docs.mistral.ai/admin/identity-access/workload-identity.md): Let a workload authenticate as a service account with short-lived tokens signed by your own cluster, instead of a stored secret.
- [Overview](https://docs.mistral.ai/admin/monitor-comply/audit-logs/overview.md): Audit logs provide a chronological record of actions performed within your Organization across Studio and Vibe.
- [Audit logs reference](https://docs.mistral.ai/admin/monitor-comply/audit-logs/reference.md): Audit log response fields, filters, actor types, target types, and event types.
- [Zero data retention](https://docs.mistral.ai/admin/monitor-comply/zero-data-retention.md): Learn what zero data retention covers, which API endpoints are eligible, and how to request it for your Organization.
- [Admin overview](https://docs.mistral.ai/admin/overview.md): The Admin Panel is the control surface for your Organization.
- [Admin](https://docs.mistral.ai/admin.md): Manage security, access controls, users, billing, and organizational settings for your Mistral Workspace.
- [Create your Organization](https://docs.mistral.ai/admin/set-up-organization/create-organization.md): Create your Mistral Organization and add your first members.
- [Enterprise Accounts](https://docs.mistral.ai/admin/set-up-organization/enterprise-accounts.md): Understand how Enterprise Accounts fit above Organizations.
- [Email domain authentication](https://docs.mistral.ai/admin/set-up-organization/sign-in-method/email-domain-authentication.md): Email domain authentication is available on Team plans and above.
- [SAML SSO](https://docs.mistral.ai/admin/set-up-organization/sign-in-method/saml-sso.md): SAML single sign-on (SSO) lets members of your Organization sign in with your corporate identity provider (IdP).
First 37 of 360 lines.
Parse graded A, 6 of 6
file: https://docs.mistral.ai/llms.txt
Mistral AI
Developer documentation for the Mistral AI platform: API references, product guides, and quickstarts for Le Chat, Vibe, Mistral AI Studio, and the Mistral API.
6 sections, 496 links, no Optional section.
Ora's cached score: 51, grade C, scanned 27 August 2026.
The parse
The crawl recorded 496 links in the whole 90 KB file but kept only its first 60 KB, which is what is parsed here. In that part, 336 links appear: 336 point at mistral.ai or a relative path, 0 point elsewhere. The hosts it links most: docs.mistral.ai (336).
| H2 section | Links |
|---|---|
| Admin | 34 |
| Getting Started | 13 |
| Inference | 31 |
| Models | 78 |
| Resources | 22 |
| Studio | 158 |
Grade against the llmstxt.org structure
The file passes all six checks. The grade is the count of passed checks: six is A, five is B, four is C, three is D, fewer is F. It measures structure only. Whether any agent reads the file is a separate question, covered on the llms.txt reference.
| Check | Result | Detail |
|---|---|---|
| Starts with an H1 naming the site or project | Pass | H1: Mistral AI |
| Has a blockquote summary under the H1 | Pass | Blockquote summary found. |
| Has at least one H2 section that lists links | Pass | 6 H2 sections, 6 with links. |
| At least 80 percent of links point at the same site | Pass | 336 of 336 links stay on mistral.ai (100 percent). |
| Under 100 KB | Pass | 91991 bytes as served. |
| Plain markdown, no HTML | Pass | No HTML document markers in the body. |
Ora's cached score
Ora's cached report for docs.mistral.ai gives it 51 of 100, grade C, scanned on 27 August 2026. Its Access layer, which holds the read-layer checks below, scored 38 of 59 check points. Read from GET ora.ai/api/score/docs.mistral.ai on 5 November 2026. The score is Ora's, not this site's, and the structure grade above is a different measure: it grades the llms.txt file against the llmstxt.org proposal, while Ora's score covers the whole site. Ora's report for docs.mistral.ai has every layer.
| Ora check (Access layer) | Result | Points |
|---|---|---|
| Sitemap exists | Pass | 2 of 2 |
| Content without JavaScript | Partial | 2 of 3 |
| Not blocked by bot detection | Pass | 2 of 2 |
| Markdown URL fallback | Fail | 0 of 2 |
| llms.txt exists | Pass | 1 of 1 |
| llms.txt formatting | Pass | 2 of 2 |
| JSON-LD structured data | Fail | 0 of 4 |
| Metadata completeness | Partial | 1 of 2 |
| llms.txt links resolve | Fail | 0 of 2 |
| Markdown alternate link | Fail | 0 of 1 |
| Redirect hygiene | Pass | 1 of 1 |
| Page token budget | Pass | 1 of 1 |
| Code fence validity | Pass | 1 of 1 |
| Content behind auth | Pass | 2 of 2 |
| OpenAPI spec published | Partial | 5 of 7 |
| Markdown agent docs | Fail | 0 of 1 |
| Markdown negotiation with Vary | Fail | 0 of 1 |
| Markdown for agent user agents | Fail | 0 of 1 |
| Agent crawler reachability | Pass | 2 of 2 |
Linking and the companion file
The home page of docs.mistral.ai does not link the file in its HTML. Ora's lab found (2026-10-19) that 86 percent of llms.txt fetches by agents arrived through a link, so an unlinked file is mostly a file nobody opens.
How it compares
At 90 KB the file is larger than 94 percent of the 2,529 plain-text llms.txt files in this edition, and its 496 links put it ahead of 95 percent of them on link count. The home page declares no generator. Size bucket: 50 to 100 KB. Curated example. Category: AI lab.
Why it is in the index: Model provider docs with hundreds of links. Owner as listed: Mistral AI.
Live file: https://docs.mistral.ai/llms.txt. Read 4 November 2026. If the file has since changed or gone, the live URL is the authority; this page records what the crawl read on that date.
Sources
- docs.mistral.ai llms.txt https://docs.mistral.ai/llms.txt, read 4 November 2026
- llms.txt proposal (llmstxt.org) https://llmstxt.org/, read 4 November 2026
- Tranco list 746WX (crawl universe) https://tranco-list.eu/list/746WX, read 4 November 2026
- Ora: AgentReady launch post (the 86 percent finding) https://ora.ai/blog/agentready-launch, read 4 November 2026
- Ora llms.txt (GET /api/score/{domain} looks up a cached score) https://ora.ai/llms.txt, read 5 November 2026
Last reviewed 5 November 2026