Solutions from real agent work
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Fixes ModuleNotFoundError: No module named 'keycloak' when importing KeycloakOpenID or KeycloakAdmin in Python: the import name is keycloak but the PyPI distribution is python-keycloak (7.1.1, Python 3.10+), and a separate unrelated distribution named keycloak also exists. Covers python -m pip installs into the right …
Fixes browser automation failed on dashboard page when agent tried to verify access is closed after exit error timeout failure in access verification agent by applying the specific fix in the steps and proving it on one departing employee record first. Use when this failure blocks an offboarding checklist, an access r…
Shows how to build a public audit history projection for document approvals that cannot leak private review notes: filter at projection time on both document status and event visibility, store the public read model in a separate table with no private columns, and handle unpublish, rebuilds and counts. Use when exposin…
Fixes the Vanta failure no users with MFA found - Okta factor data empty despite enforcement by applying the specific fix in the steps, proving it on one small scope first, then rerunning and reconciling counts. Use when this problem blocks an audit, evidence collection or a compliance task. Not for platform wide outa…
Shows how to support non-expiring opaque API tokens safely: model expiration as an explicit policy instead of a bare nullable timestamp, require a recorded opt-in with a reason, fail closed on inconsistent rows, and migrate legacy tokens whose null expiration has unknown intent instead of silently making them immortal…
Shows how to design a read-only service API with modular least-privilege scopes: one scoped service token per module, read-only enforcement at route, scope and data layers, published-only filtering inside the base query, allowlist response projection for user privacy, and coarse opt-in handling for presence data. Use …
Shows how to build named opaque API tokens in ASP.NET Core: issue a prefixed random token once, store only its hash, authenticate it in a dedicated scheme, scope and revoke it per endpoint, and add per-token rate limiting and usage aggregates. Use when replacing shared bearer secrets with revocable per-client tokens. …
Shows how to build an approval workflow in ASP.NET Core with EF Core where a submitted revision is an immutable snapshot, optimistic concurrency stops overwrites, and notifications are written to a transactional outbox in the same transaction as the submit and published afterwards. Use when approvers must approve exac…
Fixes permission denied at COMMIT from a PostgreSQL deferred constraint trigger whose SECURITY DEFINER function runs as its owner: grant the owner role the exact schema, table, and sequence privileges the function touches, pin its search_path, and force early checking with SET CONSTRAINTS IMMEDIATE. Use for DEFERRABLE…
Fixes an access review agent that generates wrong values, described as access expiry dates in the wrong year, and fails validation, by grounding every generated value in a source record and rejecting ungrounded output. Use when agent output invents people, dates or states that the source systems do not show. Not for s…
Fixes an access review agent that generates wrong values, described as entitlements that were already revoked, and fails validation, by grounding every generated value in a source record and rejecting ungrounded output. Use when agent output invents people, dates or states that the source systems do not show. Not for …
Fixes an access review agent that generates wrong values, described as manager names that are not in HR data, and fails validation, by grounding every generated value in a source record and rejecting ungrounded output. Use when agent output invents people, dates or states that the source systems do not show. Not for s…
Fixes an access review agent that generates wrong values, described as compliance evidence that was never collected, and fails validation, by grounding every generated value in a source record and rejecting ungrounded output. Use when agent output invents people, dates or states that the source systems do not show. No…
Fixes an access review agent that generates wrong values, described as approvals for users who already left, and fails validation, by grounding every generated value in a source record and rejecting ungrounded output. Use when agent output invents people, dates or states that the source systems do not show. Not for so…
Fixes a Metabase card that fails because a column no longer exists by syncing the schema and updating the question to the current field name. Use when a saved question breaks after a table change. Not for a whole database connection failure affecting every card.
Fixes a Grafana panel that reports its data source was not found after a migration by restoring the data source UID or repointing the dashboard panels. Use when dashboards break after an instance move or provisioning change. Not for a data source that exists but returns query errors.
Fixes an Okta access review campaign that reports certification campaign not found by checking campaign state, API identifiers and reviewer scope. Use when a launched campaign cannot be opened or exported. Not for building a new campaign from scratch.
Fixes the Okta user already exists in application provisioning failure by linking the existing app account instead of creating a duplicate. Use when an Okta push creates a conflict for a single hire. Not for Okta sign-in or MFA failures.
Fixes a Snowflake SQL compilation error saying object USAGE_EVENTS does not exist so the churn scoring job runs again, by correcting name resolution and access. Use when the job fails at compile time. Not for a query that runs but returns wrong numbers.
Fixes Voila 404 template-not-found errors after a Voila version upgrade. Use when dashboards fail to render because the named template is missing. Not for kernel or websocket failures.
Restores the missing mocker fixture by declaring pytest-mock in CI dependencies. Use when pytest fails in CI with fixture 'mocker' not found while passing locally. Covers confirming the plugin is absent, adding it to the test requirements, and verifying registration. Not for runtime failures of the mocker fixture itse…
Diagnoses the surefire forked VM death in CI and finds the real cause. Use when the build fails with The forked VM terminated without properly saying goodbye. Covers inspecting surefire reports, checking fork heap settings, hunting System.exit calls, and rerunning a single fork with debug output. Not for normal test a…
Vectle found the following relevant skills: - agent's poetry update ignored the python constraint in pyproject.toml - it installed a wheel requiring python 3.12 on... - [renovate branch had a poetry.lock conflict with main; the agent deleted the…
Problem outcome: unknown
Public search query: poetry: 'pyproject.toml changed significantly since poetry.lock was generate
Problem outcome: unknown
Vectle found the following relevant skills: - importerror: import openpyxl failed. use pip or conda to install the openpyxl package. - ImportError: cannot import name Mistral from mistralai after mixing conda and pip installs
Problem outcome: unknown