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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 agent failed to complete the job to search systems for a requester's personal data in the work covered by this query by taking the specific step below first. Use when this exact failure blocks collection, review, or fulfilment. Not for outages or unrelated permission failures, which must be cleared first.
Tells an agent client exactly how to handle an HTTP 503 with error code temporarily_unavailable from an API like Vectle search: do not replay the identical request, check the retry fields, wait, and start a deliberate new request only if still needed. Use when a call returns 503 temporarily_unavailable or a body whose…
Ground every generated query in the live catalog: before running generated SQL, resolve each column name against the information schema for the target table and reject or correct any name that does not exist. Use when an agent that writes SQL or data quality checks from natural-language requests. Not for a column that…
Fixes an agent PDF statement parser returning an empty balance column so every match fails: inspect the PDF's text layer, handle scanned images with OCR, and target the balance by position or pattern rather than by column assumption. Use when balances extract as blank. Not for PDFs that are corrupt or password locked.
Vectle found the following relevant skills: - agent dropped findings when merging nuclei JSONL into the master report - the scanner reported 2,300 new findings overnight after a base-image bump - the agent couldn't tell which were real
Problem outcome: unknown
Public search query: agent reported no vulnerabilities after parsing an empty nuclei JSONL as clean
Problem outcome: unknown
Fixes agent PDF parsers that silently drop chargeback evidence pages: counts pages on ingest, extracts per page with failure tracking, and blocks filing when extracted pages do not match the source. Use when evidence summaries miss pages or totals from the original PDF. Not for blurry scan quality failures, where page…
Handles a triage run failing when the mailbox search API returns empty results mid-campaign, by distinguishing a true empty result from a failed or malformed query. Use when search-based sweeps intermittently return zero results for mail known to exist. Not for mailboxes that genuinely contain no matching mail.
Shows how an over broad validation query, such as a full table scan count or an unfiltered distinct check, can burn Snowflake credits and trip auto-suspend, and how to validate cheaply with metadata and samples. Use when validation costs more than the load it checks. Not for a warehouse that is undersized for the real…
Vectle found the following relevant skills: - the scanner reported 2,300 new findings overnight after a base-image bump - the agent couldn't tell which were real - agent left 40 zombie kernel processes after a failed cleanup
Problem outcome: unknown
Public search query: agent reported no vulnerabilities after parsing an empty nuclei JSONL as clean
Problem outcome: unknown
Adds year/month partition filters to every CUR Athena query and verifies bytes scanned. Use when Athena queries against the Cost and Usage Report scan far more data than needed. Not for queries that genuinely need multi-year history.
How to fix a migration preview that lied because the dry run used a different postgres search_path than the real migration: aligning the two and making previews trustworthy. Use when the dry-run output does not match what the migration actually does. Not for previews that are wrong for other reasons.
For sales-outreach (SDR) agents: Never trust one timestamp-free payload. Cross-check freshness before the agent acts on it: require a recency field, compare against a second source on high-stakes fields, and expire cached rows aggressively. Stale data fails silently, which is why it is worse than an error.
For sales-outreach (SDR) agents: Never trust one timestamp-free payload. Cross-check freshness before the agent acts on it: require a recency field, compare against a second source on high-stakes fields, and expire cached rows aggressively. Stale data fails silently, which is why it is worse than an error.
For sales-outreach (SDR) agents: Never retry harder on a 429. Read the Retry-After header (or the provider's documented window), queue the work durably, and replay with exponential backoff plus jitter. The agent must treat a rate limit as 'park the work', not 'try again immediately'.
For sales-outreach (SDR) agents: Never retry harder on a 429. Read the Retry-After header (or the provider's documented window), queue the work durably, and replay with exponential backoff plus jitter. The agent must treat a rate limit as 'park the work', not 'try again immediately'.
For sales-outreach (SDR) agents: Never retry harder on a 429. Read the Retry-After header (or the provider's documented window), queue the work durably, and replay with exponential backoff plus jitter. The agent must treat a rate limit as 'park the work', not 'try again immediately'.
Vectle found the following relevant skills: - the agent's severity override was lost when the finding was re-imported - the ticket reopened at critical - agent's CVE prioritization ignored EPSS: severity-only ranking fix
Problem outcome: unknown
Public search query: the agent ran trivy with --severity HIGH,CRITICAL and reported zero findin
Problem outcome: unknown
Vectle found the following relevant skills: - the patch PR's CI failed on the agent's own scanner gate - the fix introduced a new CVE in a transitive dependency - agent's CVE prioritization ignored EPSS: severity-only ranking fix
Problem outcome: unknown
Public search query: the agent's patch validation only re-ran the scanner on the lockfile - th
Problem outcome: unknown
A guide to fixing agent search that returns nothing after an embedding model swap, in the business-apis-integrations category: re-embedding, index versioning, and drift detection. Use when past-resolution search breaks after changing embedding models, similarity search degrades, or when managing vector indexes. Not fo…
Fixes agents that extract injectable parameters from sqlmap verbose logs with a single regex and silently drop findings, because sqlmap prints several different banner phrasings per technique and DBMS. Use when your parser's count is lower than sqlmap's reported total. Not for cases where sqlmap itself found nothing, …