amey-thakur/ai-skills

amey-thakur/ai-skills · .cursor/rules/ai-skills.mdc · Operate the AI-SKILLS library autonomously, selecting the right skill or prompt for each task.

amey-thakur/ai-skills · AGENTS.md

amey-thakur/ai-skills · CLAUDE.md

amey-thakur/ai-skills · docs/llms.txt

amey-thakur/ai-skills · llms.txt

amey-thakur/ai-skills · skills/accessibility/accessibility-review/SKILL.md · Audit a UI for real accessibility, keyboard-first, with concrete failures and fixes rather than checkbox compliance…

amey-thakur/ai-skills · skills/accessibility/accessible-forms/SKILL.md · Build forms with associated labels, identified errors, clear instructions, and autocomplete attributes. Use when…

amey-thakur/ai-skills · skills/accessibility/alt-text-writing/SKILL.md · Write alt text that conveys an image's purpose, marks decorative images empty, and handles functional and complex…

amey-thakur/ai-skills · skills/accessibility/aria-usage/SKILL.md · Use ARIA correctly by preferring native HTML, applying roles/states/properties only where needed, and following known…

amey-thakur/ai-skills · skills/accessibility/color-contrast/SKILL.md · Meet WCAG contrast ratios for text and non-text, never rely on color alone, and verify with tools including in dark…

amey-thakur/ai-skills · skills/accessibility/focus-management/SKILL.md · Manage focus on route changes, in modals, and after actions, with visible focus indicators. Use when building…

amey-thakur/ai-skills · skills/accessibility/keyboard-navigation/SKILL.md · Make interfaces fully keyboard-operable with logical focus order, no traps, skip links, and roving tabindex where…

amey-thakur/ai-skills · skills/accessibility/screen-reader-testing/SKILL.md · Test with real screen readers, verifying announcements, live regions, and navigation, not just automated checks. Use…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-code-review/SKILL.md · Use an agent to review a diff productively, with the right scope, framing, and scepticism about its findings. Use when…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-context-setup/SKILL.md · Give a coding agent the right files and background at the start of a task, so it works from the real system rather than…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-cost-control/SKILL.md · Keep agent usage within budget through context discipline, model selection, and caching, without degrading results. Use…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-debugging-workflow/SKILL.md · Work with an agent on a bug by supplying evidence and letting it form hypotheses, rather than asking it to guess from a…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-instruction-files/SKILL.md · Write the repository instruction file that coding agents read, so they follow project conventions without being told…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-plan-review/SKILL.md · Have an agent produce a plan before implementing, and review it as the cheapest intervention point in the work. Use…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-refactoring-workflow/SKILL.md · Direct an agent through a refactor in verifiable steps with tests as the safety net, rather than one large rewrite. Use…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-session-management/SKILL.md · Manage long agent sessions with checkpoints, context resets, and clear task boundaries so quality does not decay. Use…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-test-generation/SKILL.md · Use an agent to write tests that check behaviour rather than restate the implementation, and verify they can actually…

amey-thakur/ai-skills · skills/ai-coding-tools/agent-tool-permissions/SKILL.md · Configure what a coding agent may do without asking, balancing autonomy against the cost of an unwanted action. Use…

amey-thakur/ai-skills · skills/ai-coding-tools/multi-model-workflows/SKILL.md · Use more than one model or tool deliberately, playing to their differences rather than switching at random. Use when…

amey-thakur/ai-skills · skills/ai-coding-tools/subagent-delegation/SKILL.md · Split work across subagents so each has a focused context, and combine their results deliberately. Use when a task is…

amey-thakur/ai-skills · skills/ai-memory-rag/chunking-strategies/SKILL.md · Split documents into retrieval units that preserve meaning, so a retrieved chunk answers the question rather than…

amey-thakur/ai-skills · skills/ai-memory-rag/citation-grounding/SKILL.md · Tie every claim in a generated answer to the retrieved passage that supports it, so users can verify and unsupported…

amey-thakur/ai-skills · skills/ai-memory-rag/context-compression/SKILL.md · Reduce retrieved material to what the model needs, through filtering, extraction, and summarisation, before it reaches…

amey-thakur/ai-skills · skills/ai-memory-rag/conversation-memory/SKILL.md · Keep a long conversation coherent within a finite window through rolling summaries, pinned facts, and selective recall…

amey-thakur/ai-skills · skills/ai-memory-rag/knowledge-graph-memory/SKILL.md · Store facts as entities and relationships when questions depend on connections rather than similarity. Use when…

amey-thakur/ai-skills · skills/ai-memory-rag/long-term-user-memory/SKILL.md · Persist facts about a user across sessions with provenance, correction, and expiry, so an assistant improves rather…

amey-thakur/ai-skills · skills/ai-memory-rag/memory-consolidation/SKILL.md · Periodically merge, deduplicate, and abstract accumulated memories so recall stays fast and coherent as volume grows…

amey-thakur/ai-skills · skills/ai-memory-rag/memory-forgetting-policy/SKILL.md · Decide what an AI system forgets and when, through expiry, decay, and explicit deletion, so memory stays current and…

amey-thakur/ai-skills · skills/ai-memory-rag/multi-hop-retrieval/SKILL.md · Answer questions that need several linked lookups by decomposing the query and retrieving in sequence. Use when…

amey-thakur/ai-skills · skills/ai-memory-rag/rag-evaluation/SKILL.md · Measure retrieval and generation separately against a judged set, so you know whether a wrong answer came from the…

amey-thakur/ai-skills · skills/ai-memory-rag/rag-freshness/SKILL.md · Keep a retrieval corpus current as source documents change, with incremental updates, deletion propagation, and a…

amey-thakur/ai-skills · skills/ai-memory-rag/vector-store-operations/SKILL.md · Run a vector index in production, covering dimensions, filtering, updates, and reindexing when the embedding model…

amey-thakur/ai-skills · skills/api-integration/api-credential-rotation/SKILL.md · Store, scope, and rotate integration credentials so a leak is survivable and rotation does not cause an outage. Use…

amey-thakur/ai-skills · skills/api-integration/data-mapping/SKILL.md · Translate between an external service's data model and your own, handling mismatches, nulls, and enum drift explicitly…

amey-thakur/ai-skills · skills/api-integration/integration-migration/SKILL.md · Move between API versions or providers without downtime, using parallel running and staged cutover. Use when a provider…

amey-thakur/ai-skills · skills/api-integration/integration-monitoring/SKILL.md · Observe external dependencies so their degradation is visible before users report it and attributable when it happens…

amey-thakur/ai-skills · skills/api-integration/integration-resilience/SKILL.md · Keep your service healthy when a dependency is slow or failing, through timeouts, retries, circuit breakers, and…

amey-thakur/ai-skills · skills/api-integration/partial-failure-handling/SKILL.md · Handle operations that touch several services where some succeed and some fail, without leaving inconsistent state. Use…

amey-thakur/ai-skills · skills/api-integration/polling-vs-webhooks/SKILL.md · Choose between pulling changes on a schedule and receiving pushed events, based on latency needs, reliability, and…

amey-thakur/ai-skills · skills/api-integration/rate-limit-handling/SKILL.md · Stay within a provider's limits and respond correctly when you exceed them, without hammering or stalling. Use when…

amey-thakur/ai-skills · skills/api-integration/sandbox-testing/SKILL.md · Test integrations against provider sandboxes, recorded fixtures, and fakes, knowing what each misses. Use when building…

amey-thakur/ai-skills · skills/api-integration/sdk-selection/SKILL.md · Decide between a provider's SDK and direct HTTP calls, weighing convenience against dependency weight and control. Use…

amey-thakur/ai-skills · skills/api-integration/third-party-integration/SKILL.md · Integrate an external service so its failures, changes, and limits do not become your outages. Use when adding a…

amey-thakur/ai-skills · skills/api-integration/webhook-consumption/SKILL.md · Receive webhooks reliably, verifying authenticity and handling duplicates, ordering, and retries. Use when a provider…

amey-thakur/ai-skills · skills/apis/api-change-management/SKILL.md · Classify API changes as breaking or compatible, evolve additively, and gate breaking changes with compatibility tests…

amey-thakur/ai-skills · skills/apis/api-client-design/SKILL.md · Build API clients with retries, timeouts, pagination, and error surfacing baked in, and test them properly. Use when…

amey-thakur/ai-skills · skills/apis/api-deprecation/SKILL.md · Retire API surface with sunset headers, usage tracking, migration guides, and enforced timelines. Use when removing an…

amey-thakur/ai-skills · skills/apis/api-design/SKILL.md · Design HTTP and library APIs that are predictable, hard to misuse, and stable under growth. Use when creating or…

amey-thakur/ai-skills · skills/apis/api-pagination-design/SKILL.md · Design pagination with cursors for stable ordering, sensible page limits, and awareness of total-count cost. Use when…

amey-thakur/ai-skills · skills/apis/api-sdk-design/SKILL.md · Design SDKs that feel idiomatic per language, handle auth and resilience, and version cleanly. Use when building an…

amey-thakur/ai-skills · skills/apis/graphql-schema-design/SKILL.md · Design GraphQL schemas that model the domain, solve N+1 with dataloaders, and handle pagination and errors, knowing…

amey-thakur/ai-skills · skills/apis/grpc-services/SKILL.md · Design gRPC services with clean proto contracts, versioning, streaming patterns, and deadline propagation. Use when…

amey-thakur/ai-skills · skills/apis/openapi-contracts/SKILL.md · Drive API development from an OpenAPI spec as the contract, with linting, codegen, and drift detection. Use when…

amey-thakur/ai-skills · skills/architecture/api-gateway-pattern/SKILL.md · Use an API gateway for cross-cutting edge concerns without letting it absorb business logic, including the BFF variant…

amey-thakur/ai-skills · skills/architecture/architecture-decision-records/SKILL.md · Capture each significant architecture decision as a short, immutable record of context, decision, and consequences with…

amey-thakur/ai-skills · skills/architecture/architecture-diagrams/SKILL.md · Draw architecture diagrams at consistent C4-style levels, as code, kept honest and fit to the audience. Use when…

amey-thakur/ai-skills · skills/architecture/coupling-analysis/SKILL.md · Measure and manage coupling with afferent/efferent metrics, change amplification, and one-way dependency rules. Use…

amey-thakur/ai-skills · skills/architecture/domain-driven-design/SKILL.md · Apply DDD pragmatically: bounded contexts, ubiquitous language, and aggregates sized to invariants. Use when modeling a…

amey-thakur/ai-skills · skills/architecture/event-driven-architecture/SKILL.md · Design event-driven systems with well-shaped events, schema contracts, and honest handling of choreography's costs. Use…

amey-thakur/ai-skills · skills/architecture/hexagonal-architecture/SKILL.md · Isolate domain logic behind ports it owns while frameworks, databases, and transports live in adapters that plug into…

amey-thakur/ai-skills · skills/architecture/layered-architecture/SKILL.md · Organize a system into layers with one permitted direction of dependency and enforce that direction mechanically at the…

amey-thakur/ai-skills · skills/architecture/microservices-boundaries/SKILL.md · Split services along business capabilities with clear data ownership, avoiding the distributed monolith. Use when…

amey-thakur/ai-skills · skills/architecture/monolith-first/SKILL.md · Build a modular monolith with clean internal seams and split to services only on proven pressure. Use when starting a…

amey-thakur/ai-skills · skills/architecture/scalability-planning/SKILL.md · Plan scalability from a load model and bottleneck math, designing for realistic growth without premature…

amey-thakur/ai-skills · skills/architecture/service-mesh-tradeoffs/SKILL.md · Judge whether a service mesh's east-west traffic features justify its operational complexity, versus a library…

amey-thakur/ai-skills · skills/architecture/technical-vision/SKILL.md · Write a north-star architecture document that sequences migrations and guides decisions without pretending to be a…

amey-thakur/ai-skills · skills/backend/api-error-responses/SKILL.md · Return structured problem+json errors with stable codes, retryability signals, and correlation ids. Use when…

amey-thakur/ai-skills · skills/backend/api-versioning/SKILL.md · Version APIs so existing clients keep working while the contract evolves, with a real sunset process. Use when choosing…

amey-thakur/ai-skills · skills/backend/background-jobs/SKILL.md · Run asynchronous work through queues with safe retries, poison-message handling, and idempotent jobs. Use when moving…

amey-thakur/ai-skills · skills/backend/file-storage-design/SKILL.md · Store user files in object storage with presigned transfers, validation, and lifecycle rules. Use when building…

amey-thakur/ai-skills · skills/backend/graceful-shutdown/SKILL.md · Drain servers on SIGTERM so deploys and scale-downs drop zero requests and corrupt no jobs. Use when implementing…

amey-thakur/ai-skills · skills/backend/health-checks/SKILL.md · Design liveness, readiness, and startup probes that heal real failures without amplifying outages. Use when wiring…

amey-thakur/ai-skills · skills/backend/idempotency-keys/SKILL.md · Implement idempotency keys so retried requests produce one effect and one canonical response. Use when making POST…

amey-thakur/ai-skills · skills/backend/message-queues/SKILL.md · Choose between queues and streams, and configure ordering, consumer groups, and dead letters correctly. Use when…

amey-thakur/ai-skills · skills/backend/multi-tenancy/SKILL.md · Isolate tenants in data, code, and capacity, choosing the right isolation model per tier. Use when designing SaaS data…

amey-thakur/ai-skills · skills/backend/request-validation/SKILL.md · Validate requests at the boundary with schemas, reject unknown fields, and return errors clients can act on. Use when…

amey-thakur/ai-skills · skills/backend/rest-endpoint-design/SKILL.md · Model REST endpoints around resources with correct status codes, partial updates, and bulk operations. Use when…

amey-thakur/ai-skills · skills/backend/timeouts-and-retries/SKILL.md · Set timeout budgets per hop and retry policies that cannot amplify an outage, with circuit breakers where they pay. Use…

amey-thakur/ai-skills · skills/backend/transactional-outbox/SKILL.md · Publish events reliably by writing them in the same transaction as state changes and relaying asynchronously. Use when…

amey-thakur/ai-skills · skills/backend/webhooks-design/SKILL.md · Deliver webhooks with signatures, retries, and ordering rules consumers can actually build against. Use when adding…

amey-thakur/ai-skills · skills/big-tech-processes/architecture-review-board/SKILL.md · Run an Architecture Review Board that filters proposals by blast radius, reviews them through fixed lenses, issues…

amey-thakur/ai-skills · skills/big-tech-processes/bar-raiser-interviewing/SKILL.md · Interview as an Amazon-style bar raiser who holds an independent veto and judges each candidate against the long-term…

amey-thakur/ai-skills · skills/big-tech-processes/canary-analysis/SKILL.md · Judge a canary release against a concurrent baseline using pre-set metric gates, automatic rollback, and statistically…

amey-thakur/ai-skills · skills/big-tech-processes/chaos-gameday/SKILL.md · Run a game day that injects a real failure on purpose under safety rails, then captures what monitoring, runbooks, and…

amey-thakur/ai-skills · skills/big-tech-processes/code-freeze-management/SKILL.md · Manage a code freeze with a scoped declaration, risk-classed changes, a fast exception process, and a planned thaw. Use…

amey-thakur/ai-skills · skills/big-tech-processes/deprecation-program/SKILL.md · Run a deprecation from usage telemetry through a hard sunset date, with migration tooling and staged comms, so a system…

amey-thakur/ai-skills · skills/big-tech-processes/design-critique/SKILL.md · Run a design critique with a clear presenter contract, feedback rules that attack the work not the person, and captured…

amey-thakur/ai-skills · skills/big-tech-processes/design-doc-google-style/SKILL.md · Write a Google-style design doc that argues a decision through context, goals, and rejected alternatives before code is…

amey-thakur/ai-skills · skills/big-tech-processes/dogfooding-program/SKILL.md · Run an internal dogfooding program with staged cohorts, one feedback intake, and numeric exit criteria to general…

amey-thakur/ai-skills · skills/big-tech-processes/error-budget-policy/SKILL.md · Operate an error budget so reliability decisions follow a written policy instead of an argument: burn-rate alerts…

amey-thakur/ai-skills · skills/big-tech-processes/exec-briefing/SKILL.md · Brief executives with the answer first, the whole thing on one page, risks paired with the decision you need, and no…

amey-thakur/ai-skills · skills/big-tech-processes/hiring-loop-design/SKILL.md · Design a hiring loop where each interview gathers distinct signal against an anchored rubric and the debrief resists…

amey-thakur/ai-skills · skills/big-tech-processes/launch-review/SKILL.md · Run a launch review that gates a release behind a readiness checklist, named sign-offs, and a clear no-go authority…

amey-thakur/ai-skills · skills/big-tech-processes/okr-cascade/SKILL.md · Cascade OKRs so team and individual goals ladder up to company strategy without sandbagged targets or scoring that…

amey-thakur/ai-skills · skills/big-tech-processes/oncall-handoff/SKILL.md · Hand off an on-call rotation by transferring open incidents, watch items, and the tribal context runbooks miss. Use at…

amey-thakur/ai-skills · skills/big-tech-processes/open-source-review-board/SKILL.md · Run an open source review board that gates incoming dependencies on license compatibility, sets the policy for…

amey-thakur/ai-skills · skills/big-tech-processes/perf-calibration/SKILL.md · Run a performance calibration meeting so ratings across a group rest on comparable evidence and a consistent bar, not…

amey-thakur/ai-skills · skills/big-tech-processes/postmortem-review-board/SKILL.md · Run an org-level board that grades incident postmortems against a quality bar, promotes cross-cutting fixes to owned…

amey-thakur/ai-skills · skills/big-tech-processes/prfaq-working-backwards/SKILL.md · Write an Amazon PR-FAQ that starts from a launch-day press release and hard customer questions so an idea is tested on…

amey-thakur/ai-skills · skills/big-tech-processes/production-readiness-review/SKILL.md · Run a production readiness review that checks SLOs, runbooks, capacity, and dependencies before an on-call team agrees…

amey-thakur/ai-skills · skills/big-tech-processes/promo-packet/SKILL.md · Assemble a promotion packet that proves sustained impact at the next level, with calibrated scope claims and evidence a…

amey-thakur/ai-skills · skills/big-tech-processes/quarterly-planning/SKILL.md · Run quarterly planning with honest capacity, negotiated cross-team dependencies, and an explicit cut line that names…

amey-thakur/ai-skills · skills/big-tech-processes/rfc-process/SKILL.md · Run a Request for Comments process so a proposal reaches the right audience, collects objections inside a bounded…

amey-thakur/ai-skills · skills/big-tech-processes/security-development-lifecycle/SKILL.md · Apply Microsoft's Security Development Lifecycle so threat modeling, tooling, and sign-off are built into each phase…

amey-thakur/ai-skills · skills/big-tech-processes/six-pager-narrative/SKILL.md · Write an Amazon six-pager, a narrative memo read in silence at the start of a meeting so a decision rests on reasoning…

amey-thakur/ai-skills · skills/big-tech-processes/tech-radar/SKILL.md · Maintain a tech radar that sorts technologies into adopt, trial, assess, and hold against a real evidence bar, and…

amey-thakur/ai-skills · skills/big-tech-processes/vendor-evaluation/SKILL.md · Evaluate vendors against weighted criteria, a proof of concept that tests your real workload, and a clear-eyed…

amey-thakur/ai-skills · skills/big-tech-processes/war-room-protocol/SKILL.md · Run a war room for a live incident with defined roles, a steady cadence, a decision log, and explicit stand-down…

amey-thakur/ai-skills · skills/big-tech-roles/accessibility-specialist-role/SKILL.md · Operate as an accessibility specialist who audits against WCAG, trains teams to stop shipping the same defects, and…

amey-thakur/ai-skills · skills/big-tech-roles/backend-engineer-role/SKILL.md · Operate as a backend engineer who designs stable API contracts, guards data integrity, and ships services that are…

amey-thakur/ai-skills · skills/big-tech-roles/cloud-architect-role/SKILL.md · Operate as a cloud architect who lays the landing zone, governs cost, and sequences migration for an organization. Use…

amey-thakur/ai-skills · skills/big-tech-roles/cto-advisor-role/SKILL.md · Operate as a CTO-level advisor who turns business goals into build-or-buy calls, org design, technology bets, and a…

amey-thakur/ai-skills · skills/big-tech-roles/data-engineer-role/SKILL.md · Operate as a data engineer who ships pipelines to a freshness SLA, enforces schema contracts at the source, and owns…

amey-thakur/ai-skills · skills/big-tech-roles/data-scientist-role/SKILL.md · Operate as a product data scientist who frames falsifiable hypotheses, analyzes experiments, and reports results…

amey-thakur/ai-skills · skills/big-tech-roles/developer-advocate-role/SKILL.md · Operate as a developer relations (DevRel) engineer who closes the loop between external developers and the product…

amey-thakur/ai-skills · skills/big-tech-roles/devops-engineer-role/SKILL.md · Operate as a DevOps engineer who owns the delivery pipeline, keeps environments identical, and makes every deploy…

amey-thakur/ai-skills · skills/big-tech-roles/engineering-manager-role/SKILL.md · Operate as an engineering manager who grows people, protects delivery health, hires deliberately, and shields the team…

amey-thakur/ai-skills · skills/big-tech-roles/frontend-engineer-role/SKILL.md · Operate as a frontend engineer who defends UX quality, enforces performance budgets, and partners with design instead…

amey-thakur/ai-skills · skills/big-tech-roles/growth-engineer-role/SKILL.md · Operate as a growth engineer who moves a funnel metric through instrumented, fast experiments and refuses to win with…

amey-thakur/ai-skills · skills/big-tech-roles/incident-commander-role/SKILL.md · Operate as an incident commander who owns the response to a live outage: severity, coordination, and communication, not…

amey-thakur/ai-skills · skills/big-tech-roles/ml-engineer-role/SKILL.md · Operate as an ML engineer who takes a research model to reliable production behind eval gates and keeps it healthy…

amey-thakur/ai-skills · skills/big-tech-roles/mobile-engineer-role/SKILL.md · Operate as a mobile engineer who plans around release trains, a real device matrix, and app-store rules that a web…

amey-thakur/ai-skills · skills/big-tech-roles/open-source-maintainer-role/SKILL.md · Operate as a company-employed open source maintainer who runs governance, licensing hygiene, and community health for a…

amey-thakur/ai-skills · skills/big-tech-roles/performance-engineer-role/SKILL.md · Operate as a performance engineer who sets budgets, gates regressions in CI, and runs profiling as a service other…

amey-thakur/ai-skills · skills/big-tech-roles/platform-engineer-role/SKILL.md · Operate as a platform engineer who builds golden paths for internal developers and earns adoption on merit. Use when…

amey-thakur/ai-skills · skills/big-tech-roles/principal-architect-role/SKILL.md · Operate as a principal architect who owns the boundaries between systems, curates the technology set, and spends veto…

amey-thakur/ai-skills · skills/big-tech-roles/product-designer-role/SKILL.md · Operate as a product designer who designs the whole flow, specs every state, defends the work in critique, and hands…

amey-thakur/ai-skills · skills/big-tech-roles/product-manager-role/SKILL.md · Operate as a product manager who picks the right problem, writes the spec, makes the tradeoff calls, and owns the…

amey-thakur/ai-skills · skills/big-tech-roles/qa-engineer-role/SKILL.md · Operate as a QA engineer who owns test strategy, automation coverage, and the release quality signal. Use when asked to…

amey-thakur/ai-skills · skills/big-tech-roles/release-manager-role/SKILL.md · Operate as a release manager who runs release trains, enforces cut criteria, and holds rollback authority. Use when…

amey-thakur/ai-skills · skills/big-tech-roles/security-engineer-role/SKILL.md · Operate as a security engineer who reduces real risk through threat models, targeted reviews, scalable tooling, and…

amey-thakur/ai-skills · skills/big-tech-roles/site-reliability-engineer/SKILL.md · Operate as a site reliability engineer who runs production to an error budget and holds toil below a hard cap. Use when…

amey-thakur/ai-skills · skills/big-tech-roles/solutions-architect-role/SKILL.md · Operate as a solutions architect who turns a customer's constraints into a defensible reference design and a path to…

amey-thakur/ai-skills · skills/big-tech-roles/staff-engineer/SKILL.md · Operate as a staff engineer who sets technical direction across teams and multiplies output through people rather than…

amey-thakur/ai-skills · skills/big-tech-roles/support-engineer-role/SKILL.md · Operate as a support engineer who triages by impact, reproduces before escalating, and turns recurring tickets into…

amey-thakur/ai-skills · skills/big-tech-roles/technical-program-manager/SKILL.md · Operate as a technical program manager who drives a multi-team program to a date by tracking dependencies, burning down…

amey-thakur/ai-skills · skills/big-tech-roles/technical-writer-role/SKILL.md · Operate as a technical writer who owns the information architecture, runs docs through a two-gate review, and ships…

amey-thakur/ai-skills · skills/big-tech-roles/ux-researcher-role/SKILL.md · Operate as a UX researcher who ties every study to a pending decision, synthesizes evidence into ranked insights, and…

amey-thakur/ai-skills · skills/business-fundamentals/business-model-design/SKILL.md · Decide how the business creates, delivers, and captures value, and check the pieces are consistent with each other. Use…

amey-thakur/ai-skills · skills/business-fundamentals/capital-allocation/SKILL.md · Decide where to spend limited money and attention across competing opportunities, with a consistent basis for…

amey-thakur/ai-skills · skills/business-fundamentals/cash-flow-management/SKILL.md · Manage the timing of money in and out so the business can pay what it owes when it is due. Use when growing fast, when…

amey-thakur/ai-skills · skills/business-fundamentals/competitive-strategy/SKILL.md · Decide where to compete and how to sustain an advantage, rather than assuming a better product wins. Use when entering…

amey-thakur/ai-skills · skills/business-fundamentals/cost-structure-analysis/SKILL.md · Understand which costs are fixed, variable, and step, so you know how profit responds to volume and where cuts actually…

amey-thakur/ai-skills · skills/business-fundamentals/financial-statements-literacy/SKILL.md · Read a profit and loss, balance sheet, and cash flow statement well enough to see what a business is actually doing…

amey-thakur/ai-skills · skills/business-fundamentals/market-sizing/SKILL.md · Estimate how large an opportunity actually is, from the bottom up, and state the assumptions that drive the number. Use…

amey-thakur/ai-skills · skills/business-fundamentals/negotiation-fundamentals/SKILL.md · Prepare and conduct a negotiation around interests and alternatives rather than positions, so agreements are better and…

amey-thakur/ai-skills · skills/business-fundamentals/operations-management/SKILL.md · Run repeatable delivery reliably by finding the constraint, reducing variability, and measuring flow rather than…

amey-thakur/ai-skills · skills/business-fundamentals/organizational-design/SKILL.md · Structure teams, ownership, and decision rights so work flows rather than queueing at handoffs. Use when coordination…

amey-thakur/ai-skills · skills/business-fundamentals/stakeholder-management/SKILL.md · Identify who is affected by a decision, what each needs, and how to keep them informed enough to stay aligned. Use when…

amey-thakur/ai-skills · skills/business-fundamentals/unit-economics/SKILL.md · Work out whether one customer or one transaction makes money, before scaling anything. Use when deciding to grow, raise…

amey-thakur/ai-skills · skills/business-growth/churn-analysis/SKILL.md · Diagnose churn through cohort decomposition, leading indicators, and exit evidence, then fix causes over symptoms. Use…

amey-thakur/ai-skills · skills/business-growth/community-building/SKILL.md · Grow product and open-source communities through seeded value, working moderation, and contributor ladders. Use when…

amey-thakur/ai-skills · skills/business-growth/developer-marketing/SKILL.md · Reach developers through docs, honest content, and community trust instead of ads they ignore. Use when marketing…

amey-thakur/ai-skills · skills/business-growth/landing-page-strategy/SKILL.md · Build landing pages with a clear message hierarchy, credible proof, and one decisive call to action, tested where it…

amey-thakur/ai-skills · skills/business-growth/saas-metrics/SKILL.md · Define and read MRR, churn, NRR, CAC, and LTV correctly, with cohort views and benchmark honesty. Use when building…

amey-thakur/ai-skills · skills/business-growth/saas-pricing/SKILL.md · Price SaaS around a value metric with tier design, seat-vs-usage decisions, and low-risk price testing. Use when…

amey-thakur/ai-skills · skills/business-growth/technical-seo/SKILL.md · Make sites crawlable, fast, and structured so search finds what deserves finding, without tricks that expire. Use when…

amey-thakur/ai-skills · skills/business-growth/user-activation/SKILL.md · Move new users to their first value moment fast by defining activation, instrumenting the funnel, and cutting…

amey-thakur/ai-skills · skills/career-communication/async-communication/SKILL.md · Run write-first collaboration with the right document types, response-time norms, and meetings reserved for what…

amey-thakur/ai-skills · skills/career-communication/conference-talks/SKILL.md · Get talks accepted and deliver them well through audience-first proposals, narrative structure, and rehearsed…

amey-thakur/ai-skills · skills/career-communication/engineering-resume/SKILL.md · Write engineering resumes with quantified impact bullets, honest tailoring, and machine-readable formatting. Use when…

amey-thakur/ai-skills · skills/career-communication/giving-feedback/SKILL.md · Deliver feedback with situation-behavior-impact structure, timeliness, and care calibrated to stakes. Use when…

amey-thakur/ai-skills · skills/career-communication/mentoring-engineers/SKILL.md · Grow engineers through goal-anchored mentoring, calibrated stretch work, and questions before answers. Use when…

amey-thakur/ai-skills · skills/career-communication/one-on-one-meetings/SKILL.md · Run one-on-ones the report owns, splitting career growth from status, with notes that compound. Use when establishing…

amey-thakur/ai-skills · skills/career-communication/receiving-feedback/SKILL.md · Receive feedback by listening past delivery, extracting the signal, and closing the loop with visible action. Use when…

amey-thakur/ai-skills · skills/career-communication/salary-negotiation/SKILL.md · Negotiate offers with market data, competing leverage, whole-package thinking, and a clear stopping point. Use when…

amey-thakur/ai-skills · skills/career-communication/status-updates/SKILL.md · Write status updates with progress, risk, and asks calibrated to the audience, honoring the no-surprises rule. Use when…

amey-thakur/ai-skills · skills/career-communication/technical-interviews/SKILL.md · Prepare for and perform in technical interviews with a practice system, aloud reasoning, and honest calibration. Use…

amey-thakur/ai-skills · skills/cloud/autoscaling-policies/SKILL.md · Design autoscaling on the right metric with velocity controls, warm capacity, and flap prevention. Use when configuring…

amey-thakur/ai-skills · skills/cloud/cloud-cost-optimization/SKILL.md · Cut cloud spend with tagging, rightsizing, commitment mix, and egress awareness, without breaking reliability. Use when…

amey-thakur/ai-skills · skills/cloud/cloud-disaster-recovery/SKILL.md · Build disaster recovery around RTO/RPO tiers, verified backups, and drills that prove the numbers. Use when writing a…

amey-thakur/ai-skills · skills/cloud/cloud-migration/SKILL.md · Migrate workloads to the cloud with honest 6R triage, dependency mapping, and rehearsed cutovers with rollback. Use…

amey-thakur/ai-skills · skills/cloud/cloud-networking/SKILL.md · Lay out VPCs, subnets, private connectivity, and DNS so services reach each other privately and the internet only on…

amey-thakur/ai-skills · skills/cloud/cloud-storage-selection/SKILL.md · Match data to object, block, or file storage tiers by access pattern, consistency, and cost per operation. Use when…

amey-thakur/ai-skills · skills/cloud/iam-design/SKILL.md · Structure cloud IAM with role-based access, short-lived credentials, and permission boundaries that hold at scale. Use…

amey-thakur/ai-skills · skills/cloud/infrastructure-as-code/SKILL.md · Manage infrastructure through declarative code with sane module design, state hygiene, and plan-review discipline. Use…

amey-thakur/ai-skills · skills/cloud/kubernetes-workloads/SKILL.md · Configure Kubernetes workloads with correct requests, probes, disruption budgets, and workload types. Use when…

amey-thakur/ai-skills · skills/cloud/managed-vs-selfhosted/SKILL.md · Decide between managed services and self-hosting with honest TCO, lock-in assessment, and exit paths. Use when choosing…

amey-thakur/ai-skills · skills/cloud/multi-region-design/SKILL.md · Choose between active-passive and active-active multi-region architectures with eyes open to data, cost, and failover…

amey-thakur/ai-skills · skills/cloud/serverless-tradeoffs/SKILL.md · Decide where functions-as-a-service fit using cold-start, limit, and cost-crossover math. Use when choosing between…

amey-thakur/ai-skills · skills/code-quality/api-surface-minimalism/SKILL.md · Keep the public API small by defaulting to private visibility and retiring symbols through deprecation before deletion…

amey-thakur/ai-skills · skills/code-quality/assertion-density/SKILL.md · Place assertions where invariants are established or must hold: constructors, public boundaries, and loop bodies. Use…

amey-thakur/ai-skills · skills/code-quality/boolean-parameters/SKILL.md · Replace opaque boolean flags with named enums or split functions so call sites read without the definition open. Use…

amey-thakur/ai-skills · skills/code-quality/boy-scout-rule/SKILL.md · Leave every file you touch marginally cleaner without expanding the change beyond its purpose. Use when editing code…

amey-thakur/ai-skills · skills/code-quality/circular-dependencies/SKILL.md · Find dependency cycles between modules and break them with layering, interface extraction, or dependency inversion. Use…

amey-thakur/ai-skills · skills/code-quality/code-comments/SKILL.md · Write comments that record why the code is shaped as it is, and delete the ones that only restate it. Use when adding…

amey-thakur/ai-skills · skills/code-quality/code-duplication/SKILL.md · Decide when repeated code should be unified and when a duplicate is the cheaper choice. Use when tempted to extract a…

amey-thakur/ai-skills · skills/code-quality/code-formatting/SKILL.md · Hand formatting to an opinionated tool run automatically so the team stops arguing style and diffs stay readable. Use…

amey-thakur/ai-skills · skills/code-quality/code-metrics/SKILL.md · Read code metrics as smoke that points at where to look, not as verdicts that rank code good or bad. Use when triaging…

amey-thakur/ai-skills · skills/code-quality/code-reading/SKILL.md · Understand unfamiliar code quickly by tracing real execution paths rather than reading files in order. Use when joining…

amey-thakur/ai-skills · skills/code-quality/code-review-comments/SKILL.md · Write review comments that land by labeling severity and separating genuine questions from directives. Use when leaving…

amey-thakur/ai-skills · skills/code-quality/code-review/SKILL.md · Review code changes for correctness, security, and maintainability with severity-ranked, evidence-based findings. Use…

amey-thakur/ai-skills · skills/code-quality/cognitive-load/SKILL.md · Cut the working memory a reader needs to follow code through locality, one idea per line, and naming that carries…

amey-thakur/ai-skills · skills/code-quality/cyclomatic-complexity/SKILL.md · Measure a function's branching complexity and reduce it so the logic stays testable. Use when a function has many…

amey-thakur/ai-skills · skills/code-quality/dead-code-removal/SKILL.md · Find code that can never run and delete it without breaking a caller you missed. Use when pruning unused functions…