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Reviews a diff or pull request for correctness bugs, naming a concrete failure scenario for each finding.

Runs on: A pull request
Connects: GitHub, GitLab or Bitbucket

Writes missing tests against real coverage gaps, and identifies which failures are genuinely flaky versus real regressions.

Runs on: A repository and CI history
Connects: Your repo and test runner

Executes framework upgrades and language ports across a codebase, keeping behaviour and public signatures intact.

Runs on: A codebase
Connects: Your repo

Keeps READMEs, API docs and changelogs current as the code changes, rather than as a release-day scramble.

Runs on: Commits and merged PRs
Connects: Your repo

Reads a failed pipeline, names the actual cause rather than the last line of output, and proposes the fix.

Runs on: A failing pipeline
Connects: GitHub Actions, GitLab CI or Jenkins

Assembles the timeline, correlates recent deploys with the symptom, and drafts the incident record while you work.

Runs on: An active incident
Connects: PagerDuty, Slack and your observability stack

Watches for the shape of a problem before a threshold trips, and explains what changed in plain language.

Runs on: Logs and metrics
Connects: Cloud Logging, Datadog or Grafana

Produces reviewed Terraform, Firebase or Kubernetes definitions from an intended architecture.

Runs on: A target architecture
Connects: Your cloud account

Handles known failure classes automatically under explicit guardrails, and escalates anything it has not seen.

Runs on: Alerts and runbooks
Connects: Your alerting and orchestration

Finds idle and oversized resources, quantifies the saving, and tells you what is unsafe to touch.

Runs on: Billing and usage data
Connects: GCP, AWS or Azure billing

Resolves password resets, access requests and how-do-I questions end to end, before a ticket is ever created.

Runs on: Employee requests
Connects: Your identity provider and service desk

Categorises, prioritises and routes incoming tickets, with the reasoning attached so the queue owner can check it.

Runs on: An inbound ticket queue
Connects: Jira Service Management, Zendesk or Freshservice

Provisions and revokes accounts, groups and licences on a schedule, leaving an auditable record of every change.

Runs on: HR joiner/leaver events
Connects: Your HRIS and identity provider

Tracks what is deployed against what is paid for, and flags unused seats before the renewal date.

Runs on: Asset and licence inventory
Connects: Your MDM and SaaS admin consoles

Enriches and dispositions alerts at volume, escalating the few that warrant a human with the context already gathered.

Runs on: A SIEM alert stream
Connects: Splunk, Sentinel or Chronicle

Answers which of four hundred CVEs are actually reachable and exploitable in your environment, and which are noise.

Runs on: Scanner output and asset context
Connects: Your scanner and asset inventory

Analyses a reported message — headers, authentication results, links and language — and returns a verdict with reasons.

Runs on: A reported email
Connects: Your mail gateway

Gathers and refreshes the evidence an audit asks for continuously, instead of in the fortnight before it.

Runs on: A control framework
Connects: Your cloud, identity and ticketing systems

Turns a plain-language question into a query against your schema, and shows the SQL so an analyst can verify it.

Runs on: A question and a schema
Connects: BigQuery, Postgres or Snowflake

Learns what normal looks like per table and reports freshness, volume and distribution breaks as they happen.

Runs on: Warehouse tables
Connects: Your warehouse

Traces a failed or silently wrong pipeline run to the transformation that caused it.

Runs on: Pipeline runs and logs
Connects: Airflow, dbt or Dataflow

Produces the recurring report with the narrative written — what moved, by how much, and the likely reason.

Runs on: A metric set and cadence
Connects: Your warehouse and BI tool

Answers product and policy questions from your own documentation, and hands over cleanly when it should not guess.

Runs on: Customer questions
Connects: Your docs and help desk

Qualifies inbound enquiries against your criteria and routes the ones worth a call, with the reasoning recorded.

Runs on: Inbound enquiries
Connects: Your CRM

Walks a new user through first setup inside your product, adapting to what they have already completed.

Runs on: In-app user actions
Connects: Your application

Handles spoken requests and completes the resulting actions hands-free across applications.

Runs on: Speech
Connects: Your telephony or device platform

Turns invoices, contracts and KYC documents into structured fields, flagging low-confidence values for a human.

Runs on: PDFs and images
Connects: Your document store or ERP

Matches transactions across systems and works the exception queue, escalating only what genuinely needs judgement.

Runs on: Two or more ledgers
Connects: Your payment and accounting systems

Drives multi-step approvals to completion, chasing the blocking approver instead of waiting silently.

Runs on: Approval requests
Connects: Your ERP or procurement tool