Can't I just point an AI model at my logs?

On its own, an AI model can't see your logs, your database, or your code history. Operate is the layer that connects to all of them safely, plus the agents that turn what they find into a verified answer.

Why won't it hallucinate the root cause?

One agent proposes a root cause with specific evidence; a separate agent on a different model verifies it independently. Speculative conclusions are rejected before anyone sees them.

What can it touch in production?

Nothing. All adapters are read-only. Operate never writes to your systems. Instead of opening PRs automatically, Operate generates a .patch file that your developers can review and apply manually.

How long does setup take?

Self-serve is a Docker image plus read-only credentials. Most teams are running within a day. Managed setups have us live inside your cloud within two weeks.

What happens if I don't pay the monthly subscription fee but still have credit?

You can keep using the product as long as you have a positive credit balance. The subscription fee is only one way to maintain access; prepaid credit works too.

Does credit ever expire?

No. Credit is valid for the lifetime of your account and never expires.

← All repos

github

appwrite/appwrite

Pick an open issue and Operate will investigate its root cause.

534 open issues

#13100 Refactor: Move v2 database metadata schema creation to async Database worker
product / databases
product / messaging
product / avatars
#13088 [Sites] Deployment marked "Active" and "Ready" but router returns router_deployment_not_found (both custom domain and native appwrite.network preview URL)
product / storage
product / databases
product / auth
product / functions
product / console
product / domains
product / sites
sdk / cli
#13084 MongoDB adapter: queries on _uid don't pass collation, causing COLLSCAN instead of IXSCAN
product / databases
product / functions
product / self-hosted
product / migrations
product / locale
#13067 Feature: Add OAuth2 provider for Hugging Face
product / storage
product / databases
product / auth
product / messaging
#13065 Stale locks in vcsCommentLocks can permanently block VCS token refresh
product / databases
product / auth
product / functions
product / vcs
product / avatars
#13016 openruntimes-executor crash loop after upgrading Appwrite 1.9.0 → 1.9.6 (container_name/hostname mismatch, undocumented)
product / databases
product / functions
product / self-hosted
product / vcs
#13015 HTTP 503 — Error 54113
product / functions
product / console
product / messaging
product / vcs
product / sites
#12999 OIDC
product / auth
#12984 Messaging - per-provider APNs/FCM passthrough (Live Activity, mutable-content, custom headers) + ActivityKit push tokens
product / storage
product / auth
product / functions
product / messaging
product / vcs
product / avatars
product / sites
#12969 tablesDB.createBooleanColumn xdefault doesn't work
product / databases
product / functions
#12964 🚀 Feature: First-class self-hosted multi-region (meta + regional APIs)
product / storage
product / databases
product / auth
product / functions
api / realtime
product / console
product / self-hosted
product / messaging
product / domains
product / sites
sdk / cli
#12960 Bulk upsert silently reverts concurrent writes (missing attributes are backfilled from a stale, non-transactional read)
product / databases
product / auth
product / functions
product / self-hosted
product / messaging
product / vcs
sdk / cli
#12944 Concurrent webhook failures can send duplicate "webhook paused" alerts at the retry threshold
product / databases
api / realtime
product / self-hosted
product / messaging
product / sites
#12942 OpenAPI3 spec generator is your most complex function
product / functions
product / vcs
sdk / cli
#12932 503 Service Unavailable Error When Uploading Files to Storage Bucket
product / storage
product / console
product / vcs
#12925 Exporting of Data via CSV failing with error code 400
product / storage
product / databases
product / auth
product / console
product / self-hosted
product / messaging
product / migrations
feature / relationships
product / vcs
#12918 frontend fails to show a message when visiting deleted tables
product / databases
product / console
#12914 Add new Region
#12866 Operator.increment via updateRow returns 500 on tables with a point column (1.9.5)
product / databases
#12849 🐛 Sites: a domain only ever serves its *first* deployment — activating a new deployment doesn't change what's served
product / storage
product / functions
product / vcs
product / domains
product / sites
#12828 "You have reached the number of custom domains" after changing my singe domain name
product / console
product / domains
product / sites
#12819 OAuth2 callback 500s on secrets stored by pre-1.9 versions (self-hosted upgrade ≤1.8 → 1.9.x)
product / databases
product / auth
product / self-hosted
product / messaging
product / migrations
sdk / cli
#12800 String attribute size enforcement is inconsistent — small sizes validated, larger sizes (4096) are not
product / storage
product / databases
product / auth
product / console
#12797 Admin API edge cases (empty password, blocked user session)
product / storage
product / databases
product / auth
product / console
product / messaging
product / vcs
sdk / cli
#12796 openruntimes-executor crashes at boot with "Dependency response not found" - error handler fails during onStart phase after upgrading from 1.9.0 to 1.9.5
product / storage
product / databases
product / auth
product / functions
product / migrations
#12786 Documentation Update: Self-Hosted MongoDB 8.2.5 Requires GLIBC_TUNABLES Environment Variable on Linux Kernel 6.19+
product / storage
product / databases
product / self-hosted
product / vcs
product / sites
#12783 Security phrase generator uses non-CSPRNG (array_rand) in Phrase::generate()
product / functions
product / messaging
#12777 Add "Continue with Google" as a sign-up and sign-in option
product / auth
product / messaging
#12775 UI theme inconsistency: Some sections render in light mode while the rest of the interface is in dark mode
product / databases
product / sites
#12768 User Auth Activity endpoint error
product / storage
product / databases
product / auth