Service twin · API + UI

GitLab

Test coding and DevOps agents that manage projects, merge requests, issues, and CI/CD pipelines.

API + UIspec-groundedREST · MCP · CLI

Start a twin run Read the quickstart Open the live explorer

Terminal

$ uv tool install blobfish-cli
$ blobfish twin login
$ blobfish twin-runs create --twins gitlab --ttl 60 --wait

What’s inside

A deterministic, seeded, resettable replica: every operation below executes real state transitions against the twin’s own SQLite state — reads are hash-invariant, writes produce inspectable diffs, and reset restores the seed baseline.

Operations1,108

Writes622

Entities421

Lifecycles0

Seeded entities

Entity	Table	Fields	About
access_request	`access_requests`	2	Inferred from operation parameters (spec has no named schema).
add	`adds`	2	Inferred from operation parameters (spec has no named schema).
add_spent_time	`add_spent_times`	2	Inferred from operation parameters (spec has no named schema).
agent_id	`agent_ids`	2	Inferred from operation parameters (spec has no named schema).
all	`alls`	2	Inferred from operation parameters (spec has no named schema).
allowed_agent	`allowed_agents`	2	Inferred from operation parameters (spec has no named schema).
allowlist	`allowlists`	2	Inferred from operation parameters (spec has no named schema).
appearance	`appearances`	2	Inferred from operation parameters (spec has no named schema).
apple_app_store	`apple_app_stores`	2	Inferred from operation parameters (spec has no named schema).
application	`applications`	2	Inferred from operation parameters (spec has no named schema).
apply	`applies`	2	Inferred from operation parameters (spec has no named schema).
approval	`approvals`	2	Inferred from operation parameters (spec has no named schema).
approval_state	`approval_states`	2	Inferred from operation parameters (spec has no named schema).
approve	`approves`	2	Inferred from operation parameters (spec has no named schema).
approve_all	`approve_alls`	2	Inferred from operation parameters (spec has no named schema).
archive	`archives`	2	Inferred from operation parameters (spec has no named schema).
artifact	`artifacts`	2	Inferred from operation parameters (spec has no named schema).
artifact_path	`artifact_paths`	2	Inferred from operation parameters (spec has no named schema).
asana	`asanas`	2	Inferred from operation parameters (spec has no named schema).
assembla	`assemblas`	2	Inferred from operation parameters (spec has no named schema).
association	`associations`	2	Inferred from operation parameters (spec has no named schema).
attachment	`attachments`	2	Inferred from operation parameters (spec has no named schema).
audit_event	`audit_events`	2	Inferred from operation parameters (spec has no named schema).
audit_event_id	`audit_event_ids`	2	Inferred from operation parameters (spec has no named schema).
authenticate	`authenticates`	2	Inferred from operation parameters (spec has no named schema).
authorize	`authorizes`	2	Inferred from operation parameters (spec has no named schema).
avatar	`avatars`	2	Inferred from operation parameters (spec has no named schema).
award_emoji	`award_emojis`	2	Inferred from operation parameters (spec has no named schema).
award_id	`award_ids`	2	Inferred from operation parameters (spec has no named schema).
badge	`badges`	2	Inferred from operation parameters (spec has no named schema).
badge_id	`badge_ids`	2	Inferred from operation parameters (spec has no named schema).
bamboo	`bamboos`	2	Inferred from operation parameters (spec has no named schema).
batch_apply	`batch_applies`	2	Inferred from operation parameters (spec has no named schema).
batched_background_migration	`batched_background_migrations`	2	Inferred from operation parameters (spec has no named schema).
batched_background_operation	`batched_background_operations`	2	Inferred from operation parameters (spec has no named schema).
billable_member	`billable_members`	2	Inferred from operation parameters (spec has no named schema).
bitbucket	`bitbuckets`	2	Inferred from operation parameters (spec has no named schema).
bitbucket_server	`bitbucket_servers`	2	Inferred from operation parameters (spec has no named schema).
blame	`blames`	2	Inferred from operation parameters (spec has no named schema).
branch	`branches`	2	Inferred from operation parameters (spec has no named schema).
bridge	`bridges`	2	Inferred from operation parameters (spec has no named schema).
broadcast_message	`broadcast_messages`	2	Inferred from operation parameters (spec has no named schema).
bugzilla	`bugzillas`	2	Inferred from operation parameters (spec has no named schema).
buildkite	`buildkites`	2	Inferred from operation parameters (spec has no named schema).
bulk	`bulks`	2	Inferred from operation parameters (spec has no named schema).
bulk_import	`bulk_imports`	2	Inferred from operation parameters (spec has no named schema).
bulk_publish	`bulk_publishes`	2	Inferred from operation parameters (spec has no named schema).
cache	`caches`	2	Inferred from operation parameters (spec has no named schema).
campfire	`campfires`	2	Inferred from operation parameters (spec has no named schema).
cancel	`cancels`	2	Inferred from operation parameters (spec has no named schema).
cancel_merge_when_pipeline_succeed	`cancel_merge_when_pipeline_succeeds`	2	Inferred from operation parameters (spec has no named schema).
change	`changes`	2	Inferred from operation parameters (spec has no named schema).
changelog	`changelogs`	2	Inferred from operation parameters (spec has no named schema).
chart	`charts`	2	Inferred from operation parameters (spec has no named schema).
check_credential	`check_credentials`	2	Inferred from operation parameters (spec has no named schema).
cherry_pick	`cherry_picks`	2	Inferred from operation parameters (spec has no named schema).
clickup	`clickups`	2	Inferred from operation parameters (spec has no named schema).
client_key	`client_keys`	2	Inferred from operation parameters (spec has no named schema).
clone	`clones`	2	Inferred from operation parameters (spec has no named schema).
closed_by	`closed_bies`	2	Inferred from operation parameters (spec has no named schema).
closes_issue	`closes_issues`	2	Inferred from operation parameters (spec has no named schema).
cluster	`clusters`	2	Inferred from operation parameters (spec has no named schema).
cluster_agent	`cluster_agents`	2	Inferred from operation parameters (spec has no named schema).
cluster_id	`cluster_ids`	2	Inferred from operation parameters (spec has no named schema).
codename	`codenames`	2	Inferred from operation parameters (spec has no named schema).
comment	`comments`	2	Inferred from operation parameters (spec has no named schema).
commit	`commits`	2	Inferred from operation parameters (spec has no named schema).
compare	`compares`	2	Inferred from operation parameters (spec has no named schema).
composer	`composers`	2	Inferred from operation parameters (spec has no named schema).
config_json	`config_jsons`	2	Inferred from operation parameters (spec has no named schema).
confluence	`confluences`	2	Inferred from operation parameters (spec has no named schema).
context_commit	`context_commits`	2	Inferred from operation parameters (spec has no named schema).
contributed_project	`contributed_projects`	2	Inferred from operation parameters (spec has no named schema).
contributor	`contributors`	2	Inferred from operation parameters (spec has no named schema).
create_ci_config	`create_ci_configs`	2	Inferred from operation parameters (spec has no named schema).
current_job	`current_jobs`	2	Inferred from operation parameters (spec has no named schema).
custom_attribute	`custom_attributes`	2	Inferred from operation parameters (spec has no named schema).
custom_issue_tracker	`custom_issue_trackers`	2	Inferred from operation parameters (spec has no named schema).
datadog	`datadogs`	2	Inferred from operation parameters (spec has no named schema).
debian_distribution	`debian_distributions`	2	Inferred from operation parameters (spec has no named schema).
definition	`definitions`	2	Inferred from operation parameters (spec has no named schema).
dependency	`dependencies`	2	Inferred from operation parameters (spec has no named schema).
deploy_key	`deploy_keys`	2	Inferred from operation parameters (spec has no named schema).
deploy_token	`deploy_tokens`	2	Inferred from operation parameters (spec has no named schema).
deployment	`deployments`	2	Inferred from operation parameters (spec has no named schema).
deployment_id	`deployment_ids`	2	Inferred from operation parameters (spec has no named schema).
descendant_group	`descendant_groups`	2	Inferred from operation parameters (spec has no named schema).
diff	`diffs`	2	Inferred from operation parameters (spec has no named schema).
diffblue_cover	`diffblue_covers`	2	Inferred from operation parameters (spec has no named schema).
digest	`digests`	2	Inferred from operation parameters (spec has no named schema).
direct_asset_path	`direct_asset_paths`	2	Inferred from operation parameters (spec has no named schema).
discord	`discords`	2	Inferred from operation parameters (spec has no named schema).
discover_cert_based_cluster	`discover_cert_based_clusters`	2	Inferred from operation parameters (spec has no named schema).
discovery	`discoveries`	2	Inferred from operation parameters (spec has no named schema).
dist_tag	`dist_tags`	2	Inferred from operation parameters (spec has no named schema).
domain	`domains`	2	Inferred from operation parameters (spec has no named schema).
download	`downloads`	2	Inferred from operation parameters (spec has no named schema).
download_url	`download_urls`	2	Inferred from operation parameters (spec has no named schema).
draft_note	`draft_notes`	2	Inferred from operation parameters (spec has no named schema).
draft_note_id	`draft_note_ids`	2	Inferred from operation parameters (spec has no named schema).
drone_ci	`drone_cis`	2	Inferred from operation parameters (spec has no named schema).
email	`emails`	2	Inferred from operation parameters (spec has no named schema).
emails_on_push	`emails_on_pushes`	2	Inferred from operation parameters (spec has no named schema).
enable	`enables`	2	Inferred from operation parameters (spec has no named schema).
entity	`entities`	2	Inferred from operation parameters (spec has no named schema).
entity_id	`entity_ids`	2	Inferred from operation parameters (spec has no named schema).
environment	`environments`	2	Inferred from operation parameters (spec has no named schema).
environment_id	`environment_ids`	2	Inferred from operation parameters (spec has no named schema).
erase	`erases`	2	Inferred from operation parameters (spec has no named schema).
event	`events`	2	Inferred from operation parameters (spec has no named schema).
event_id	`event_ids`	2	Inferred from operation parameters (spec has no named schema).
evidence	`evidences`	2	Inferred from operation parameters (spec has no named schema).
ewm	`ewms`	2	Inferred from operation parameters (spec has no named schema).
exist	`exists`	2	Inferred from operation parameters (spec has no named schema).
export	`exports`	2	Inferred from operation parameters (spec has no named schema).
export_relation	`export_relations`	2	Inferred from operation parameters (spec has no named schema).
external_wiki	`external_wikis`	2	Inferred from operation parameters (spec has no named schema).
failure	`failures`	2	Inferred from operation parameters (spec has no named schema).
feature	`features`	2	Inferred from operation parameters (spec has no named schema).
feature_flag	`feature_flags`	2	Inferred from operation parameters (spec has no named schema).
feature_flag_name	`feature_flag_names`	2	Inferred from operation parameters (spec has no named schema).
feature_flags_user_list	`feature_flags_user_lists`	2	Inferred from operation parameters (spec has no named schema).
file	`files`	2	Inferred from operation parameters (spec has no named schema).
file_identifier	`file_identifiers`	2	Inferred from operation parameters (spec has no named schema).
file_name	`file_names`	2	Inferred from operation parameters (spec has no named schema).
file_name_tgz	`file_name_tgzs`	2	Inferred from operation parameters (spec has no named schema).
file_path	`file_paths`	2	Inferred from operation parameters (spec has no named schema).
file_sha256	`file_sha256s`	2	Inferred from operation parameters (spec has no named schema).
filename	`filenames`	2	Inferred from operation parameters (spec has no named schema).
find_packages_by_id	`find_packages_by_ids`	2	Inferred from operation parameters (spec has no named schema).
forge_token	`forge_tokens`	2	Inferred from operation parameters (spec has no named schema).
fork	`forks`	2	Inferred from operation parameters (spec has no named schema).
forked_from_id	`forked_from_ids`	2	Inferred from operation parameters (spec has no named schema).
freeze_period	`freeze_periods`	2	Inferred from operation parameters (spec has no named schema).
freeze_period_id	`freeze_period_ids`	2	Inferred from operation parameters (spec has no named schema).
gem	`gems`	2	Inferred from operation parameters (spec has no named schema).
gist	`gists`	2	Inferred from operation parameters (spec has no named schema).
git	`gits`	2	Inferred from operation parameters (spec has no named schema).
git_guardian	`git_guardians`	2	Inferred from operation parameters (spec has no named schema).
github	`githubs`	2	Inferred from operation parameters (spec has no named schema).
gitlab_slack_application	`gitlab_slack_applications`	2	Inferred from operation parameters (spec has no named schema).
gitlab_subscription	`gitlab_subscriptions`	2	Inferred from operation parameters (spec has no named schema).
glql	`glqls`	2	Inferred from operation parameters (spec has no named schema).
google_cloud_platform_artifact_registry	`google_cloud_platform_artifact_registries`	2	Inferred from operation parameters (spec has no named schema).
google_cloud_platform_workload_identity_federation	`google_cloud_platform_workload_identity_federations`	2	Inferred from operation parameters (spec has no named schema).
google_play	`google_plays`	2	Inferred from operation parameters (spec has no named schema).
graphql	`graphqls`	2	Inferred from operation parameters (spec has no named schema).
group	`groups`	2	Inferred from operation parameters (spec has no named schema).
group_id	`group_ids`	2	Inferred from operation parameters (spec has no named schema).
groups_allowlist	`groups_allowlists`	2	Inferred from operation parameters (spec has no named schema).
hangouts_chat	`hangouts_chats`	2	Inferred from operation parameters (spec has no named schema).
harbor	`harbors`	2	Inferred from operation parameters (spec has no named schema).
health	`healths`	2	Inferred from operation parameters (spec has no named schema).
hook	`hooks`	2	Inferred from operation parameters (spec has no named schema).
hook_id	`hook_ids`	2	Inferred from operation parameters (spec has no named schema).
housekeeping	`housekeepings`	2	Inferred from operation parameters (spec has no named schema).
id	`ids`	2	Inferred from operation parameters (spec has no named schema).
iid	`iids`	2	Inferred from operation parameters (spec has no named schema).
import	`imports`	2	Inferred from operation parameters (spec has no named schema).
import_id	`import_ids`	2	Inferred from operation parameters (spec has no named schema).
import_relation	`import_relations`	2	Inferred from operation parameters (spec has no named schema).
in_release	`in_releases`	2	Inferred from operation parameters (spec has no named schema).
increment_counter	`increment_counters`	2	Inferred from operation parameters (spec has no named schema).
increment_unique_user	`increment_unique_users`	2	Inferred from operation parameters (spec has no named schema).
index	`indexes`	2	Inferred from operation parameters (spec has no named schema).
index_yaml	`index_yamls`	2	Inferred from operation parameters (spec has no named schema).
indirect	`indirects`	2	Inferred from operation parameters (spec has no named schema).
info_refs_receive_pack	`info_refs_receive_packs`	2	Inferred from operation parameters (spec has no named schema).
info_refs_upload_pack	`info_refs_upload_packs`	2	Inferred from operation parameters (spec has no named schema).
installation	`installations`	2	Inferred from operation parameters (spec has no named schema).
integration	`integrations`	2	Inferred from operation parameters (spec has no named schema).
interaction	`interactions`	2	Inferred from operation parameters (spec has no named schema).
invitation	`invitations`	2	Inferred from operation parameters (spec has no named schema).
invited_group	`invited_groups`	2	Inferred from operation parameters (spec has no named schema).
irker	`irkers`	2	Inferred from operation parameters (spec has no named schema).
issue	`issues`	2	Inferred from operation parameters (spec has no named schema).
issue_iid	`issue_iids`	2	Inferred from operation parameters (spec has no named schema).
issue_link_id	`issue_link_ids`	2	Inferred from operation parameters (spec has no named schema).
issues_statistic	`issues_statistics`	2	Inferred from operation parameters (spec has no named schema).
jenkin	`jenkins`	2	Inferred from operation parameters (spec has no named schema).
jira	`jiras`	2	Inferred from operation parameters (spec has no named schema).
jira_cloud_app	`jira_cloud_apps`	2	Inferred from operation parameters (spec has no named schema).
job	`jobs`	2	Inferred from operation parameters (spec has no named schema).
job_id	`job_ids`	2	Inferred from operation parameters (spec has no named schema).
job_token_scope	`job_token_scopes`	2	Inferred from operation parameters (spec has no named schema).
keep	`keeps`	2	Inferred from operation parameters (spec has no named schema).
key	`keys`	2	Inferred from operation parameters (spec has no named schema).
key_asc	`key_ascs`	2	Inferred from operation parameters (spec has no named schema).
key_id	`key_ids`	2	Inferred from operation parameters (spec has no named schema).
language	`languages`	2	Inferred from operation parameters (spec has no named schema).
latest	`latests`	2	Inferred from operation parameters (spec has no named schema).
ldap_sync	`ldap_syncs`	2	Inferred from operation parameters (spec has no named schema).
limit_exclusion	`limit_exclusions`	2	Inferred from operation parameters (spec has no named schema).
linear	`linears`	2	Inferred from operation parameters (spec has no named schema).
link	`links`	2	Inferred from operation parameters (spec has no named schema).
link_id	`link_ids`	2	Inferred from operation parameters (spec has no named schema).
lint	`lints`	2	Inferred from operation parameters (spec has no named schema).
list	`lists`	2	Inferred from operation parameters (spec has no named schema).
lock	`locks`	2	Inferred from operation parameters (spec has no named schema).
manager	`managers`	2	Inferred from operation parameters (spec has no named schema).
mark	`marks`	2	Inferred from operation parameters (spec has no named schema).
markdown	`markdowns`	2	Inferred from operation parameters (spec has no named schema).
matrix	`matrices`	2	Inferred from operation parameters (spec has no named schema).
mattermost	`mattermosts`	2	Inferred from operation parameters (spec has no named schema).
mattermost_slash_command	`mattermost_slash_commands`	2	Inferred from operation parameters (spec has no named schema).
member	`members`	2	Inferred from operation parameters (spec has no named schema).
membership	`memberships`	2	Inferred from operation parameters (spec has no named schema).
merge	`merges`	2	Inferred from operation parameters (spec has no named schema).
merge_base	`merge_bases`	2	Inferred from operation parameters (spec has no named schema).
merge_ref	`merge_refs`	2	Inferred from operation parameters (spec has no named schema).
merge_request	`merge_requests`	2	Inferred from operation parameters (spec has no named schema).
merge_request_iid	`merge_request_iids`	2	Inferred from operation parameters (spec has no named schema).
merged_branch	`merged_branches`	2	Inferred from operation parameters (spec has no named schema).
metadata	`metadatas`	2	Inferred from operation parameters (spec has no named schema).
metric	`metrics`	2	Inferred from operation parameters (spec has no named schema).
metric_definition	`metric_definitions`	2	Inferred from operation parameters (spec has no named schema).
metric_image	`metric_images`	2	Inferred from operation parameters (spec has no named schema).
metric_image_id	`metric_image_ids`	2	Inferred from operation parameters (spec has no named schema).
microsoft_team	`microsoft_teams`	2	Inferred from operation parameters (spec has no named schema).
mirror_id	`mirror_ids`	2	Inferred from operation parameters (spec has no named schema).
mock_ci	`mock_cis`	2	Inferred from operation parameters (spec has no named schema).
mock_monitoring	`mock_monitorings`	2	Inferred from operation parameters (spec has no named schema).
module_system	`module_systems`	2	Inferred from operation parameters (spec has no named schema).
module_version	`module_versions`	2	Inferred from operation parameters (spec has no named schema).
module_version_info	`module_version_infos`	2	Inferred from operation parameters (spec has no named schema).
module_version_mod	`module_version_mods`	2	Inferred from operation parameters (spec has no named schema).
module_version_zip	`module_version_zips`	2	Inferred from operation parameters (spec has no named schema).
move	`moves`	2	Inferred from operation parameters (spec has no named schema).
name	`names`	2	Inferred from operation parameters (spec has no named schema).
namespace	`namespaces`	2	Inferred from operation parameters (spec has no named schema).
non_sql_metric	`non_sql_metrics`	2	Inferred from operation parameters (spec has no named schema).
nuget	`nugets`	2	Inferred from operation parameters (spec has no named schema).
offline_export	`offline_exports`	2	Inferred from operation parameters (spec has no named schema).
offline_import	`offline_imports`	2	Inferred from operation parameters (spec has no named schema).
option	`options`	2	Inferred from operation parameters (spec has no named schema).
organization	`organizations`	2	Inferred from operation parameters (spec has no named schema).
override	`overrides`	2	Inferred from operation parameters (spec has no named schema).
package	`packages`	2	Inferred from operation parameters (spec has no named schema).
package_channel	`package_channels`	2	Inferred from operation parameters (spec has no named schema).
package_file	`package_files`	2	Inferred from operation parameters (spec has no named schema).
package_file_id	`package_file_ids`	2	Inferred from operation parameters (spec has no named schema).
package_filename	`package_filenames`	2	Inferred from operation parameters (spec has no named schema).
package_id	`package_ids`	2	Inferred from operation parameters (spec has no named schema).
package_name	`package_names`	2	Inferred from operation parameters (spec has no named schema).
package_protection_rule_id	`package_protection_rule_ids`	2	Inferred from operation parameters (spec has no named schema).
package_version	`package_versions`	2	Inferred from operation parameters (spec has no named schema).
packages_id_package_name_version_package_version	`packages_id_package_name_version_package_versions`	2	Inferred from operation parameters (spec has no named schema).
packagist	`packagists`	2	Inferred from operation parameters (spec has no named schema).
page	`pages`	2	Inferred from operation parameters (spec has no named schema).
pages_access	`pages_accesses`	2	Inferred from operation parameters (spec has no named schema).
participant	`participants`	2	Inferred from operation parameters (spec has no named schema).
pause	`pauses`	2	Inferred from operation parameters (spec has no named schema).
pending	`pendings`	2	Inferred from operation parameters (spec has no named schema).
pending_member	`pending_members`	2	Inferred from operation parameters (spec has no named schema).
personal_access_token	`personal_access_tokens`	2	Inferred from operation parameters (spec has no named schema).
phorge	`phorges`	2	Inferred from operation parameters (spec has no named schema).
ping	`pings`	2	Inferred from operation parameters (spec has no named schema).
pipeline	`pipelines`	2	Inferred from operation parameters (spec has no named schema).
pipeline_id	`pipeline_ids`	2	Inferred from operation parameters (spec has no named schema).
pipeline_ref	`pipeline_refs`	2	Inferred from operation parameters (spec has no named schema).
pipeline_schedule	`pipeline_schedules`	2	Inferred from operation parameters (spec has no named schema).
pipeline_schedule_id	`pipeline_schedule_ids`	2	Inferred from operation parameters (spec has no named schema).
pipelines_email	`pipelines_emails`	2	Inferred from operation parameters (spec has no named schema).
pivotaltracker	`pivotaltrackers`	2	Inferred from operation parameters (spec has no named schema).
placeholder_reassignment	`placeholder_reassignments`	2	Inferred from operation parameters (spec has no named schema).
plan_limit	`plan_limits`	2	Inferred from operation parameters (spec has no named schema).
play	`plays`	2	Inferred from operation parameters (spec has no named schema).
project	`projects`	2	Inferred from operation parameters (spec has no named schema).
project_id	`project_ids`	2	Inferred from operation parameters (spec has no named schema).
protect	`protects`	2	Inferred from operation parameters (spec has no named schema).
protected_branch	`protected_branches`	2	Inferred from operation parameters (spec has no named schema).
protected_tag	`protected_tags`	2	Inferred from operation parameters (spec has no named schema).
protection_rule_id	`protection_rule_ids`	2	Inferred from operation parameters (spec has no named schema).
provisioned_user	`provisioned_users`	2	Inferred from operation parameters (spec has no named schema).
proxy	`proxies`	2	Inferred from operation parameters (spec has no named schema).
public	`publics`	2	Inferred from operation parameters (spec has no named schema).
public_key	`public_keys`	2	Inferred from operation parameters (spec has no named schema).
publish	`publishes`	2	Inferred from operation parameters (spec has no named schema).
pumble	`pumbles`	2	Inferred from operation parameters (spec has no named schema).
pushover	`pushovers`	2	Inferred from operation parameters (spec has no named schema).
pypi	`pypis`	2	Inferred from operation parameters (spec has no named schema).
query	`queries`	2	Inferred from operation parameters (spec has no named schema).
quick	`quicks`	2	Inferred from operation parameters (spec has no named schema).
raw	`raws`	2	Inferred from operation parameters (spec has no named schema).
raw_diff	`raw_diffs`	2	Inferred from operation parameters (spec has no named schema).
rebase	`rebases`	2	Inferred from operation parameters (spec has no named schema).
receive_pack	`receive_packs`	2	Inferred from operation parameters (spec has no named schema).
redmine	`redmines`	2	Inferred from operation parameters (spec has no named schema).
ref	`refs`	2	Inferred from operation parameters (spec has no named schema).
register	`registers`	2	Inferred from operation parameters (spec has no named schema).
related_issue	`related_issues`	2	Inferred from operation parameters (spec has no named schema).
related_merge_request	`related_merge_requests`	2	Inferred from operation parameters (spec has no named schema).
relation_import	`relation_imports`	2	Inferred from operation parameters (spec has no named schema).
release	`releases`	2	Inferred from operation parameters (spec has no named schema).
release_gpg	`release_gpgs`	2	Inferred from operation parameters (spec has no named schema).
remote_import	`remote_imports`	2	Inferred from operation parameters (spec has no named schema).
remote_import_s3	`remote_import_s3s`	2	Inferred from operation parameters (spec has no named schema).
remote_mirror	`remote_mirrors`	2	Inferred from operation parameters (spec has no named schema).
render	`renders`	2	Inferred from operation parameters (spec has no named schema).
renew_secret	`renew_secrets`	2	Inferred from operation parameters (spec has no named schema).
reorder	`reorders`	2	Inferred from operation parameters (spec has no named schema).
replicable_id	`replicable_ids`	2	Inferred from operation parameters (spec has no named schema).
repository	`repositories`	2	Inferred from operation parameters (spec has no named schema).
repository_id	`repository_ids`	2	Inferred from operation parameters (spec has no named schema).
repository_size	`repository_sizes`	2	Inferred from operation parameters (spec has no named schema).
request	`requests`	2	Inferred from operation parameters (spec has no named schema).
resend	`resends`	2	Inferred from operation parameters (spec has no named schema).
reset_approval	`reset_approvals`	2	Inferred from operation parameters (spec has no named schema).
reset_authentication_token	`reset_authentication_tokens`	2	Inferred from operation parameters (spec has no named schema).
reset_registration_token	`reset_registration_tokens`	2	Inferred from operation parameters (spec has no named schema).
reset_spent_time	`reset_spent_times`	2	Inferred from operation parameters (spec has no named schema).
reset_time_estimate	`reset_time_estimates`	2	Inferred from operation parameters (spec has no named schema).
resource_group	`resource_groups`	2	Inferred from operation parameters (spec has no named schema).
resource_milestone_event	`resource_milestone_events`	2	Inferred from operation parameters (spec has no named schema).
restart	`restarts`	2	Inferred from operation parameters (spec has no named schema).
restore	`restores`	2	Inferred from operation parameters (spec has no named schema).
resume	`resumes`	2	Inferred from operation parameters (spec has no named schema).
retry	`retries`	2	Inferred from operation parameters (spec has no named schema).
revert	`reverts`	2	Inferred from operation parameters (spec has no named schema).
review_app	`review_apps`	2	Inferred from operation parameters (spec has no named schema).
reviewer	`reviewers`	2	Inferred from operation parameters (spec has no named schema).
revision	`revisions`	2	Inferred from operation parameters (spec has no named schema).
rotate	`rotates`	2	Inferred from operation parameters (spec has no named schema).
rpm	`rpms`	2	Inferred from operation parameters (spec has no named schema).
rule	`rules`	2	Inferred from operation parameters (spec has no named schema).
runner	`runners`	2	Inferred from operation parameters (spec has no named schema).
runner_id	`runner_ids`	2	Inferred from operation parameters (spec has no named schema).
same_file_name	`same_file_names`	2	Inferred from operation parameters (spec has no named schema).
saml_user	`saml_users`	2	Inferred from operation parameters (spec has no named schema).
search	`searches`	2	Inferred from operation parameters (spec has no named schema).
secure_file	`secure_files`	2	Inferred from operation parameters (spec has no named schema).
secure_file_id	`secure_file_ids`	2	Inferred from operation parameters (spec has no named schema).
self	`selfs`	2	Inferred from operation parameters (spec has no named schema).
sequence	`sequences`	2	Inferred from operation parameters (spec has no named schema).
serial	`serials`	2	Inferred from operation parameters (spec has no named schema).
service	`services`	2	Inferred from operation parameters (spec has no named schema).
service_ping	`service_pings`	2	Inferred from operation parameters (spec has no named schema).
setting	`settings`	2	Inferred from operation parameters (spec has no named schema).
sha	`shas`	2	Inferred from operation parameters (spec has no named schema).
share	`shares`	2	Inferred from operation parameters (spec has no named schema).
share_location	`share_locations`	2	Inferred from operation parameters (spec has no named schema).
shared	`shareds`	2	Inferred from operation parameters (spec has no named schema).
signature	`signatures`	2	Inferred from operation parameters (spec has no named schema).
simple	`simples`	2	Inferred from operation parameters (spec has no named schema).
slack	`slacks`	2	Inferred from operation parameters (spec has no named schema).
slug	`slugs`	2	Inferred from operation parameters (spec has no named schema).
snapshot	`snapshots`	2	Inferred from operation parameters (spec has no named schema).
snippet	`snippets`	2	Inferred from operation parameters (spec has no named schema).
snippet_id	`snippet_ids`	2	Inferred from operation parameters (spec has no named schema).
source	`sources`	2	Inferred from operation parameters (spec has no named schema).
squash_tm	`squash_tms`	2	Inferred from operation parameters (spec has no named schema).
ssh_certificate	`ssh_certificates`	2	Inferred from operation parameters (spec has no named schema).
ssh_certificates_id	`ssh_certificates_ids`	2	Inferred from operation parameters (spec has no named schema).
star	`stars`	2	Inferred from operation parameters (spec has no named schema).
starred_project	`starred_projects`	2	Inferred from operation parameters (spec has no named schema).
starrer	`starrers`	2	Inferred from operation parameters (spec has no named schema).
state	`states`	2	Inferred from operation parameters (spec has no named schema).
state_protection_rule	`state_protection_rules`	2	Inferred from operation parameters (spec has no named schema).
statistic	`statistics`	2	Inferred from operation parameters (spec has no named schema).
statu	`status`	2	Inferred from operation parameters (spec has no named schema).
status	`statuses`	2	Inferred from operation parameters (spec has no named schema).
stop	`stops`	2	Inferred from operation parameters (spec has no named schema).
stop_stale	`stop_stales`	2	Inferred from operation parameters (spec has no named schema).
storage	`storages`	2	Inferred from operation parameters (spec has no named schema).
subgroup	`subgroups`	2	Inferred from operation parameters (spec has no named schema).
subject_digest	`subject_digests`	2	Inferred from operation parameters (spec has no named schema).
submodule	`submodules`	2	Inferred from operation parameters (spec has no named schema).
subscription	`subscriptions`	2	Inferred from operation parameters (spec has no named schema).
suffix_path	`suffix_paths`	2	Inferred from operation parameters (spec has no named schema).
symbolpackage	`symbolpackages`	2	Inferred from operation parameters (spec has no named schema).
sync	`syncs`	2	Inferred from operation parameters (spec has no named schema).
table	`tables`	2	Inferred from operation parameters (spec has no named schema).
table_name	`table_names`	2	Inferred from operation parameters (spec has no named schema).
tag	`tags`	2	Inferred from operation parameters (spec has no named schema).
tag_name	`tag_names`	2	Inferred from operation parameters (spec has no named schema).
take_ownership	`take_ownerships`	2	Inferred from operation parameters (spec has no named schema).
target_group_id	`target_group_ids`	2	Inferred from operation parameters (spec has no named schema).
target_project_id	`target_project_ids`	2	Inferred from operation parameters (spec has no named schema).
teamcity	`teamcities`	2	Inferred from operation parameters (spec has no named schema).
telegram	`telegrams`	2	Inferred from operation parameters (spec has no named schema).
terraform_state_protection_rule_id	`terraform_state_protection_rule_ids`	2	Inferred from operation parameters (spec has no named schema).
test_report	`test_reports`	2	Inferred from operation parameters (spec has no named schema).
test_report_summary	`test_report_summaries`	2	Inferred from operation parameters (spec has no named schema).
time_estimate	`time_estimates`	2	Inferred from operation parameters (spec has no named schema).
time_stat	`time_stats`	2	Inferred from operation parameters (spec has no named schema).
token	`tokens`	2	Inferred from operation parameters (spec has no named schema).
token_id	`token_ids`	2	Inferred from operation parameters (spec has no named schema).
topic	`topics`	2	Inferred from operation parameters (spec has no named schema).
trace	`traces`	2	Inferred from operation parameters (spec has no named schema).
track_event	`track_events`	2	Inferred from operation parameters (spec has no named schema).
transfer	`transfers`	2	Inferred from operation parameters (spec has no named schema).
transfer_location	`transfer_locations`	2	Inferred from operation parameters (spec has no named schema).
transfer_to_organization	`transfer_to_organizations`	2	Inferred from operation parameters (spec has no named schema).
tree	`trees`	2	Inferred from operation parameters (spec has no named schema).
trigger	`triggers`	2	Inferred from operation parameters (spec has no named schema).
trigger_id	`trigger_ids`	2	Inferred from operation parameters (spec has no named schema).
trigger_job	`trigger_jobs`	2	Inferred from operation parameters (spec has no named schema).
type	`types`	2	Inferred from operation parameters (spec has no named schema).
unapprove	`unapproves`	2	Inferred from operation parameters (spec has no named schema).
unarchive	`unarchives`	2	Inferred from operation parameters (spec has no named schema).
unify_circuit	`unify_circuits`	2	Inferred from operation parameters (spec has no named schema).
unprotect	`unprotects`	2	Inferred from operation parameters (spec has no named schema).
unstar	`unstars`	2	Inferred from operation parameters (spec has no named schema).
upcoming_job	`upcoming_jobs`	2	Inferred from operation parameters (spec has no named schema).
upload	`uploads`	2	Inferred from operation parameters (spec has no named schema).
upload_id	`upload_ids`	2	Inferred from operation parameters (spec has no named schema).
upload_pack	`upload_packs`	2	Inferred from operation parameters (spec has no named schema).
upload_url	`upload_urls`	2	Inferred from operation parameters (spec has no named schema).
user	`users`	2	Inferred from operation parameters (spec has no named schema).
user_agent_detail	`user_agent_details`	2	Inferred from operation parameters (spec has no named schema).
user_count	`user_counts`	2	Inferred from operation parameters (spec has no named schema).
user_id	`user_ids`	2	Inferred from operation parameters (spec has no named schema).
v2	`v2s`	2	Inferred from operation parameters (spec has no named schema).
variable	`variables`	2	Inferred from operation parameters (spec has no named schema).
verify	`verifies`	2	Inferred from operation parameters (spec has no named schema).
version	`versions`	2	Inferred from operation parameters (spec has no named schema).
version_id	`version_ids`	2	Inferred from operation parameters (spec has no named schema).
webex_team	`webex_teams`	2	Inferred from operation parameters (spec has no named schema).
wiki	`wikis`	2	Inferred from operation parameters (spec has no named schema).
youtrack	`youtracks`	2	Inferred from operation parameters (spec has no named schema).
zentao	`zentaos`	2	Inferred from operation parameters (spec has no named schema).

Three surfaces, one state

Mount GitLab in a twin environment and the same seeded state serves vendor-shaped REST operations, an MCP endpoint for tool calling, and a generated bf-twin CLI — with copy-on-write sessions per rollout and a one-call reset to the seed baseline. Prefer raw HTTP? The same create works with curl:

API

$ curl -sS -X POST https://blobfish.ai/api/v1/twin/environments \
    -H "X-API-Key: $BLOBFISH_API_KEY" -H "Content-Type: application/json" \
    -d '{"services":["gitlab"],"ttl_minutes":60}'

Known limitations

Spec-grounded surface with synthetic seeded values; operations outside the spec are not mounted.