samaara-toolkit
claudeThe general-purpose skills Samaara runs daily: root-cause debugging, QA, adversarial review, ship/deploy/canary, security audit, and design review.
15 skills
Start here. The three skills every engineer needs — PR review, ticket-to-plan, session handoff — plus every department pack, so you can keep the ones that match your work.
Plugin everyone-pack from marketplace agent-ops-kit in Samaara-Das/agent-ops-kit. Commands read from the repo's manifest — 1 month ago.
a11y-passUse before opening a PR on any UI change, or when asked whether a screen is accessible. Runs a WCAG-oriented pass on a specific screen or component and returns ranked, fixable findings rather than a generic lecture.
abuse-reviewUse when reviewing any change that touches identity, authorization, money, personal data, or an externally reachable surface. Runs the abuse-path pass rather than a generic security lecture.
bug-reportUse when raising a defect, or when a reported bug can't be reproduced. Produces a report a developer can act on immediately, and stops the two-day round trip of "works on my machine".
change-safetyUse before applying any infrastructure, pipeline, config or environment change — terraform, kubernetes, CI config, DNS, IAM, scaling, secrets rotation. Forces blast radius and rollback to be stated before the apply, not after.
component-conventionsUse when creating a new React/Next component, page or screen, or when refactoring an existing one. Applies the team's design-system, state and data-fetching rules so you stop re-explaining them and stop reviewing them by hand.
data-handling-checkUse when a change touches customer data, logs, analytics, exports, third-party services, or AI/LLM calls. Checks what data goes where against the classification the organisation actually requires.
dependency-and-secrets-scanUse before a release, when adding or upgrading a dependency, or when reviewing a diff for anything credential-shaped. A practical scan that produces action rather than a 400-line advisory dump.
design-to-codeUse when implementing from a Figma file, a mockup, a screenshot, or a design review comment. Translates a design into the team's components rather than pixel-pushing a one-off, and lists what the design didn't specify.
endpoint-conventionsUse when adding or changing an API endpoint, service method or route handler. Applies the team's error envelope, auth scoping, validation and idempotency rules so reviewers stop catching the same four things.
metric-definitionUse when defining a new metric or KPI, when two reports disagree on the same number, or when someone asks "why does this dashboard say something different". Pins down a definition precisely enough that two people compute the same value.
migration-checkUse when writing, reviewing or deploying a database migration, or when changing a schema, index or column. Catches the migrations that pass locally and lock a production table.
money-path-checkUse for any change that touches balances, ledgers, transfers, fees, limits, approvals or settlement. The strictest checklist in the set — apply it even when the change looks small.
offline-and-syncUse when a mobile feature reads or writes data that must survive a bad connection — transfers, forms, drafts, queued actions, cached balances. Forces the failure modes that only appear on a real network.
partner-integrationUse when integrating a third-party or partner API — payment rails, card schemes, KYC vendors, core banking, any external service. Forces the questions that are cheap before the integration and expensive after go-live.
pipeline-and-jobs-auditUse when a scheduled job, cron, CI stage or alert seems fine but you're not certain, when adding a new one, or during any incident where something "should have" caught the problem. Finds the jobs that have never run and the alerts that report failure as normal.
pipeline-checkUse when building, changing or debugging a data pipeline, ETL job, scheduled export or feed. Catches silent partial failures, which are the characteristic failure of this discipline.
pr-reviewUse when reviewing a pull request, when asked to look over someone's changes, before approving a PR, or when opening your own PR and wanting a self-check first. Runs the team's review checklist so you stop holding it in your head.
query-reviewUse when writing or reviewing a SQL query, report, dashboard metric or extract — especially one that will drive a decision or be shown to a customer or regulator. Catches the query that runs fine and answers the wrong question.
reconciliation-checkUse when building or debugging reconciliation between systems — ledger vs partner statement, internal balances vs core banking, settlement files. Also use when a break is reported and the cause is unclear.
regression-triageUse when a test suite goes red, when a flaky test appears, or when deciding whether a failure blocks a release. Separates real regressions from pre-existing failures and environment noise.
release-readinessUse before submitting a mobile build to a store, cutting a release branch, or handing a build to QA. Catches the things that are cheap now and expensive after review.
release-runbookUse when preparing, executing or reviewing a release or deployment. Produces the runbook rather than relying on the one in someone's head, and makes the rollback concrete before it's needed.
screen-conventionsUse when building or changing a mobile screen, widget or navigation flow. Applies the team's layout, state and platform rules, and forces the states and device sizes that get skipped.
session-handoffUse when a working session is ending, when you're switching tasks, at end of day, or when handing something to a colleague or a fresh AI session. Writes down state so nobody — including future you — has to reconstruct it from memory.
test-planUse when a ticket or build arrives for testing, when writing test cases, or when deciding what to regression-test around a change. Produces a risk-ordered plan instead of an exhaustive list nobody finishes.
ticket-to-planUse when picking up a Jira/Linear ticket, when a task description is vague, or before starting any work that isn't a one-line change. Turns a ticket into a concrete plan with acceptance criteria, and surfaces the questions worth asking before you write code rather than after.
webhook-hardeningUse when building or reviewing a webhook receiver, callback endpoint or async notification handler from any partner. These endpoints are externally reachable and are a standard source of incidents.
The general-purpose skills Samaara runs daily: root-cause debugging, QA, adversarial review, ship/deploy/canary, security audit, and design review.
15 skills
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