148 instruction files for AI agents, collected from vasilyu1983/ai-agents-public. Install any of them at an exact version with mdr add vasilyu1983/ai-agents-public/<name>.
AGENTS.md AGENTS.md file
vasilyu1983/ai-agents-public · AGENTS.md
git:20261005.5db538c · audit A · 101 stars
git:20261005.5db538c · audit A · 101 stars
AGENTS.md@hooks AGENTS.md file
vasilyu1983/ai-agents-public · hooks/AGENTS.md
git:20261005.5db538c · audit A · 101 stars
agents-hooks SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/agents-hooks/SKILL.md · Configures Claude Code hooks and Codex hooks.json/notify. Use when adding PreToolUse guards, Stop hooks, managed hooks…
v1.6 · audit A · 101 stars
agents-mcp SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/agents-mcp/SKILL.md · Configures and hardens Claude Code and Codex MCP servers. Use when connecting databases, APIs, SaaS, building servers…
v1.7 · audit A · 101 stars
agents-memory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/agents-memory/SKILL.md · Owns instruction files: AGENTS.md, CLAUDE.md, personal and repo rules. Use when writing, pruning, auditing them…
v1.6 · audit A · 101 stars
agents-skills-feedback-loop SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/agents-skills-feedback-loop/SKILL.md · Adds per-skill learnings loops for dated patterns, mistakes, and domain facts. Use when wiring skill memory…
v1.6 · audit A · 101 stars
agents-skills SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/agents-skills/SKILL.md · Creates and audits agent skills: SKILL.md, references, scripts, runtime metadata. Use when writing, validating, or…
v1.2 · audit A · 101 stars
agents-subagents SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/agents-subagents/SKILL.md · Chooses subagent, team, workflow, or debate and launches it on Claude Code or Codex. Use when delegating, running agent…
v1.6 · audit A · 101 stars
agents-swarm-orchestration SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/agents-swarm-orchestration/SKILL.md · Designs and runs agent hives and multi-agent waves. Use when setting hive roles, code gates, dependency-graph fan-out…
v1.9 · audit A · 101 stars
ai-agents SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-agents/SKILL.md · AI agent architecture, graph and loop composition, protocol choice, evaluation, and observability. Use when scoping or…
v1.3 · audit A · 101 stars
ai-architecture-advisor SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-architecture-advisor/SKILL.md · Chooses among AI/ML approaches: classical ML, LLM, RAG, fine-tuning, agents, embeddings, MoE or SSM. Use when picking…
v1.7 · audit A · 101 stars
ai-bot-builder SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-bot-builder/SKILL.md · Builds production AI bots with Python for support, sales, and custom domains. Use when designing conversation flows…
v1.3 · audit A · 101 stars
ai-coding-agents-observability-evals SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-observability-evals/SKILL.md · Designs coding-agent observability and evals. Use when measuring traces, replay, checkpoint lineage, tool grading…
v1.2 · audit A · 101 stars
ai-coding-agents-plugins SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-plugins/SKILL.md · Designs coding-agent plugin systems. Use when adding plugin manifests, extension points, or reloadable integrations, or…
v1.1 · audit A · 101 stars
ai-coding-agents-provider-runtime SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-provider-runtime/SKILL.md · Designs provider runtimes for coding agents. Use when modeling model abstraction, streaming semantics, tool-call…
v1.1 · audit A · 101 stars
ai-coding-agents-runtime-core SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-runtime-core/SKILL.md · Designs tool and slash-command runtimes for coding-agent CLIs: registries, deferred loading, tool search, dispatch…
v2.0 · audit A · 101 stars
ai-coding-agents-safety-envelope SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-safety-envelope/SKILL.md · Designs approval and sandbox policy for local coding agents: permission modes, isolation, network and…
v2.0 · audit A · 101 stars
ai-coding-agents-settings-policy SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-settings-policy/SKILL.md · Designs coding-agent settings and fleet CLI version control. Use when diagnosing precedence, managed policy, version…
v1.2 · audit A · 101 stars
ai-coding-agents-state SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-state/SKILL.md · Designs session and task state for coding-agent runtimes: resume, checkpoints, compaction, cancellation, background and…
v2.0 · audit A · 101 stars
ai-coding-agents-surfaces SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents-surfaces/SKILL.md · Designs user-facing surfaces of coding-agent runtimes: remote and bridge sessions, transports, reconnect, terminal…
v2.0 · audit A · 101 stars
ai-coding-agents SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-coding-agents/SKILL.md · Creates coding-agent definitions (review, test, refactor, team) for Claude Code, Codex, and Agent SDK. Use when writing…
v1.3 · audit A · 101 stars
ai-context-layer SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-context-layer/SKILL.md · Designs cross-session agent memory: point-in-time facts, consolidation, tenant isolation. Use when auditing user memory…
v1.6 · audit A · 101 stars
ai-data-curation-pretraining SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-data-curation-pretraining/SKILL.md · Builds LLM pretraining corpora from Common Crawl: extract, filter, deduplicate, decontaminate, mix, synthesize. Use…
v1.3 · audit A · 101 stars
ai-deep-research SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-deep-research/SKILL.md · Builds repeatable deep-research workflows for verified synthesis. Use when producing evidence-backed briefs…
v1.1 · audit A · 101 stars
ai-distributed-training SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-distributed-training/SKILL.md · Guides multi-GPU pre-training: DDP, FSDP2, ZeRO, tensor/pipeline/expert parallelism, fp8/Muon. Use when scaling a run…
v1.3 · audit A · 101 stars
ai-evals SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-evals/SKILL.md · Designs LLM, agent, responsible-AI, and multimodal evals. Use when measuring quality, fairness, grounding, safety, or…
v1.8 · audit A · 101 stars
ai-llm-inference SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-llm-inference/SKILL.md · LLM serving for latency, batching, caching, quantization, and routing. Use when tuning vLLM or SGLang, sizing KV cache…
v1.4 · audit A · 101 stars
ai-llm SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-llm/SKILL.md · Adapts LLMs: SFT dataset loss masking, LoRA and QLoRA, full FT vs PEFT, distillation, pruning, tokenizer fragmentation…
v2.3 · audit A · 101 stars
ai-local-model-ops SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-local-model-ops/SKILL.md · Runs local and self-hosted LLMs with Ollama, LM Studio, MLX, llama.cpp, and Open WebUI. Use when choosing GGUF quants…
v1.2 · audit A · 101 stars
ai-ml-data-science SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-ml-data-science/SKILL.md · Builds ML pipelines: EDA, features, leakage checks, evaluation. Use when doing data science or explaining fairness…
v1.4 · audit A · 101 stars
ai-ml-timeseries SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-ml-timeseries/SKILL.md · Builds and backtests demand and revenue forecasts: rolling-origin backtests, prediction intervals, reconciliation…
v1.3 · audit A · 101 stars
ai-mlops SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-mlops/SKILL.md · Runs production ML and LLM systems. Use when deploying, canarying, rolling back, monitoring drift or feature skew…
v1.2 · audit A · 101 stars
ai-post-training SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-post-training/SKILL.md · Chooses DPO, GRPO/RLVR, reward models, and over-optimization controls. Use when adapting a pretrained or SFT model with…
v1.4 · audit A · 101 stars
ai-pretraining SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-pretraining/SKILL.md · Builds a GPT and BPE tokenizer from scratch. Use when implementing autograd, attention, a nanoGPT loop, muP…
v1.5 · audit A · 101 stars
ai-product-operating-model SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-product-operating-model/SKILL.md · Designs operating models for AI in product teams. Use when planning platform ownership, provider strategy, data…
v1.2 · audit A · 101 stars
ai-prompt-engineering SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-prompt-engineering/SKILL.md · Prompt engineering for production LLMs — structured outputs, evals, RAG, tool workflows, multimodal prompting, and…
v1.2 · audit A · 101 stars
ai-rag SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-rag/SKILL.md · Designs RAG retrieval for LLM grounding: chunking, BM25+vector hybrid, reranking, GraphRAG. Use when adding embeddings…
v1.3 · audit A · 101 stars
ai-scaling-laws SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-scaling-laws/SKILL.md · Sizes models and token budgets using Kaplan/Chinchilla scaling laws. Use when reasoning about compute-optimal N and D…
v1.2 · audit A · 101 stars
ai-vector-brain SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-vector-brain/SKILL.md · Creates reusable vector-brain implementations: repo, docs, compliance. Use when building pgvector SQL, manifests…
v1.3 · audit A · 101 stars
ai-voice-bots SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ai-voice-bots/SKILL.md · Builds production voice bots and IVR with Python STT/TTS pipelines. Use when designing telephony, streaming audio…
v1.2 · audit A · 101 stars
data-analytics-engineering SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/data-analytics-engineering/SKILL.md · Builds analytics engineering layers for metrics, contracts, and BI-ready models. Use when shaping dbt or SQLMesh marts…
v1.2 · audit A · 101 stars
data-lake-platform SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/data-lake-platform/SKILL.md · Designs lakehouse platforms across Iceberg, Delta, Hudi, and Paimon. Use when choosing catalogs, CDC paths, query…
v1.3 · audit A · 101 stars
data-metabase SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/data-metabase/SKILL.md · Automates Metabase cards, dashboards, Remote Sync, embedding, tenants, and the Agent API/MCP server for AI workflows…
v1.3 · audit A · 101 stars
data-sql-optimization SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/data-sql-optimization/SKILL.md · Diagnoses and tunes SQL for OLTP workloads on PostgreSQL, MySQL, and SQL Server. Use when tuning queries, reading…
v1.3 · audit A · 101 stars
data-streaming SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/data-streaming/SKILL.md · Designs streaming platforms for Kafka, Flink, CDC, and lakehouse ingestion. Use when planning event backbones, CDC…
v1.2 · audit A · 101 stars
dev-ai-coding-metrics SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-ai-coding-metrics/SKILL.md · Measures AI coding impact and extension robustness. Use when tracking delivery, quality trajectories, cost, experience…
v1.3 · audit A · 101 stars
dev-api-design SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-api-design/SKILL.md · Designs durable API contracts across REST, GraphQL, gRPC, tRPC, and AsyncAPI. Use when specifying interfaces, auth…
v1.2 · audit A · 101 stars
dev-context-code-graph SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-context-code-graph/SKILL.md · Builds per-repo code graphs in JSON and markdown-ready derived artifacts. Use when you need blast radius, symbol-level…
git:20261005.5db538c · audit A · 101 stars
dev-context-engineering SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-context-engineering/SKILL.md · Context-driven AI development with AGENTS.md, repo knowledge bases, Claude Code, Codex, and Copilot. Use when adopting…
git:20261005.5db538c · audit A · 101 stars
dev-context-multi-repo SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-context-multi-repo/SKILL.md · Builds multi-repo context hubs and compiled markdown knowledge maps. Use when profiling repo portfolios or assembling…
git:20261005.5db538c · audit A · 101 stars
git:20261005.5db538c · audit A · 101 stars
dev-contribution-quality-analysis SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-contribution-quality-analysis/SKILL.md · Scores team or opt-in individual contribution quality from commit and PR history. Use when building engineering…
v1.3 · audit A · 101 stars
dev-dependency-management SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-dependency-management/SKILL.md · Guides dependency audits and upgrades. Use when auditing dependencies, upgrading vulnerable packages, managing…
v1.4 · audit A · 101 stars
dev-git-commit-message SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-git-commit-message/SKILL.md · Generates or validates Conventional Commits messages from staged diffs. Use when drafting commit messages, checking…
v1.3 · audit A · 101 stars
dev-git-workflow SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-git-workflow/SKILL.md · Designs team Git workflows for branching, PRs, and releases. Use when choosing branching models, stacked PRs, merge…
v1.4 · audit A · 101 stars
dev-workflow-planning SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/dev-workflow-planning/SKILL.md · Writes implementation plans before coding: phases, plan files, specs, definition of done. Use when planning a…
v1.6 · audit A · 101 stars
docs-ai-prd SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/docs-ai-prd/SKILL.md · Writes PRDs and specs optimized for coding assistants. Use when authoring requirements or project context for Claude…
v1.4 · audit A · 101 stars
docs-codebase SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/docs-codebase/SKILL.md · Writes and reorganizes docs-as-code for software repos. Use when updating READMEs, runbooks, onboarding docs, API…
v1.4 · audit A · 101 stars
docs-notes-retrieval SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/docs-notes-retrieval/SKILL.md · Builds local-first note vault retrieval for Obsidian, markdown notebooks, and NotebookLM-adjacent exports. Use when…
v1.2 · audit A · 101 stars
document-docx SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/document-docx/SKILL.md · Builds docxtpl templates, DOCX extraction for RAG, and EAA accessibility checks. Use when templating Word or extracting…
v1.2 · audit A · 101 stars
document-pdf SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/document-pdf/SKILL.md · Handles PDF/UA accessibility, real redaction, metadata scrubbing, signing, and extraction. Use when redacting or…
v1.2 · audit A · 101 stars
document-pptx SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/document-pptx/SKILL.md · Builds and edits PowerPoint (.pptx) slide decks and templates with PPTX-Automizer. Use when you make or build a slide…
v1.1 · audit A · 101 stars
document-xlsx SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/document-xlsx/SKILL.md · Builds Excel charts, pivots, validation, exports, Office Scripts/Graph automation, and workbook audits. Use when…
v1.1 · audit A · 101 stars
foundations-ai-planning-search SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-ai-planning-search/SKILL.md · Applies planning/search theory (A*, CSP, MCTS, PDDL, HTN) to agents. Use when ordering tool calls, enforcing…
v1.6 · audit A · 101 stars
foundations-behavioral-economics SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-behavioral-economics/SKILL.md · 16 evidence-graded behavioral-economics primitives. Use when asking will this nudge work, is a pricing decoy or dark…
v1.4 · audit A · 101 stars
foundations-causal-inference SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-causal-inference/SKILL.md · Tests whether changes caused a metric move without a clean A/B test: DiD, synthetic control, IV, RDD. Use when asking…
v1.4 · audit A · 101 stars
foundations-consumer-neuroscience SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-consumer-neuroscience/SKILL.md · Evaluates neuromarketing studies and neural-data law. Use when judging EEG, fMRI, eye-tracking, or GSR ad study or…
v2.0 · audit A · 101 stars
foundations-control-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-control-theory/SKILL.md · PID/MPC/Kalman/anti-windup control primitives for feedback loops. Use when an autoscaler flaps, a controller overshoots…
v1.4 · audit A · 101 stars
foundations-cybernetics-vsm SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-cybernetics-vsm/SKILL.md · Diagnoses stalled teams or agent hierarchies with Beer's VSM and Ashby's Law. Use when orchestrators overload…
v1.4 · audit A · 101 stars
foundations-decision-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-decision-theory/SKILL.md · Chooses under uncertainty: value of more data, cost-based thresholds, abstention, when to stop a test and ship, robust…
v1.4 · audit A · 101 stars
foundations-distributed-systems SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-distributed-systems/SKILL.md · Designs consensus, quorums, leases, idempotency, and CRDTs. Use when facing split brain, fencing tokens, exactly-once…
v1.5 · audit A · 101 stars
foundations-formal-methods SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-formal-methods/SKILL.md · Proves protocols and agent workflows with TLA+, P, Alloy, Z3, Dafny, or Lean. Use when proving protocols correct…
v1.1 · audit A · 101 stars
foundations-game-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-game-theory/SKILL.md · Game-theory primitives for divergent incentives: Nash equilibrium, auctions, mechanism design, collusion, bargaining…
v2.0 · audit A · 101 stars
foundations-grounding-communication SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-grounding-communication/SKILL.md · Grounding-theory primitives for common ground and repair. Use when deciding whether to ask a clarifying question…
v1.3 · audit A · 101 stars
foundations-information-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-information-theory/SKILL.md · Measures entropy, mutual information, KL/JS, bits-per-byte. Use when picking KL direction, comparing cross-tokenizer…
v1.3 · audit A · 101 stars
foundations-mathematical-optimization SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-mathematical-optimization/SKILL.md · Formulates LP, MILP, CP-SAT models; diagnoses infeasibility and gaps. Use when a MILP is infeasible, shifts need…
v1.0 · audit A · 101 stars
foundations-measurement-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-measurement-theory/SKILL.md · Audits whether scores, benchmarks, LLM judges, or surveys measure what we think. Use when a benchmark is saturated, a…
v1.1 · audit A · 101 stars
foundations-network-science SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-network-science/SKILL.md · Network-science primitives: centrality, influence seeding, communities, contagion vs homophily, GNN failures. Use when…
v1.3 · audit A · 101 stars
foundations-queueing-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-queueing-theory/SKILL.md · Sizes queues and worker pools. Use when estimating Kingman G/G/1 mean waiting time, Erlang or Little's Law sizing, p99…
v1.5 · audit A · 101 stars
foundations-reliability-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-reliability-theory/SKILL.md · Computes availability for redundant and series designs, failover, SPOFs, fault trees, FMEA, Weibull, and error budgets…
v1.3 · audit A · 101 stars
foundations-safety-engineering SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-safety-engineering/SKILL.md · Analyzes hazards in systems or AI agents: STPA, guardrails, safety cases, incident analysis. Use when an agent can take…
v1.0 · audit A · 101 stars
foundations-statistical-inference SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-statistical-inference/SKILL.md · Tests whether data supports a claim: A/B significance, peeking, sample size, eval error bars, multiple comparisons. Use…
v1.1 · audit A · 101 stars
foundations-team-theory SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-team-theory/SKILL.md · Team-theory primitives for cooperative agents: what each subagent sees, when to communicate, aggregation, Shapley…
v2.0 · audit A · 101 stars
foundations-theory-of-constraints SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/foundations-theory-of-constraints/SKILL.md · Theory of Constraints primitives for focusing steps, drum-buffer-rope, throughput accounting, critical chain, and…
v1.3 · audit A · 101 stars
gamedev-godot SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/gamedev-godot/SKILL.md · Creates Godot games from empty project to exported build. Use when starting, building, validating, or shipping a Godot…
v1.2 · audit A · 101 stars
gamedev-roblox SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/gamedev-roblox/SKILL.md · Creates Roblox experiences from empty Studio place to published world. Use when starting, building, validating, or…
v1.2 · audit A · 101 stars
ops-cost-optimization SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ops-cost-optimization/SKILL.md · Audits SaaS, cloud, payment, and AI spend. Use when analyzing bills, right-sizing plans, sizing Savings Plans or CUDs…
v1.3 · audit A · 101 stars
ops-devops-platform SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ops-devops-platform/SKILL.md · Designs DevOps and platform engineering systems. Use when planning Kubernetes, Terraform, GitOps, CI/CD, observability…
v1.2 · audit A · 101 stars
ops-incident-response SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ops-incident-response/SKILL.md · Guides incident response from detection through postmortem. Use when designing on-call runbooks, triaging production…
v1.2 · audit A · 101 stars
ops-nuke-cicd SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/ops-nuke-cicd/SKILL.md · Designs and troubleshoots NUKE-based CI/CD pipelines for .NET services. Use when refactoring target graphs, splitting…
v1.1 · audit B · 101 stars
product-help-center SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/product-help-center/SKILL.md · Designs AI-first help centers and self-service support. Use when shaping taxonomy, article templates, or content and…
v1.3 · audit A · 101 stars
product-management SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/product-management/SKILL.md · Guides founder-PM discovery, roadmaps, prioritization, and PMF measurement. Use when planning product strategy…
v1.3 · audit A · 101 stars
qa-agent-testing SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-agent-testing/SKILL.md · Builds QA harnesses and agent evals. Use when evaluating tool, trace, red-team, regression, multi-agent, or…
v1.4 · audit A · 101 stars
qa-api-testing-contracts SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-api-testing-contracts/SKILL.md · Tests API contracts for REST, GraphQL, gRPC, AsyncAPI, and webhooks. Use when adding schema validation or…
v1.2 · audit A · 101 stars
qa-debugging SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-debugging/SKILL.md · Debugs crashes, regressions, flakes, and production bugs systematically. Use when diagnosing stack traces, logs, or…
v1.5 · audit A · 101 stars
qa-docs-coverage SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-docs-coverage/SKILL.md · Audits and enforces documentation quality. Use when checking coverage, freshness, runbook validity, AI-instruction…
v1.3 · audit A · 101 stars
qa-observability SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-observability/SKILL.md · Implements OpenTelemetry logs/metrics/traces, SLI/SLO gates, burn-rate alerts, and APM integrations. Use when adding or…
v1.2 · audit A · 101 stars
qa-persona-testing SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-persona-testing/SKILL.md · Tests apps as an ICP persona through browser automation and reports friction, fixes, and risks. Use when running…
v1.2 · audit A · 101 stars
qa-refactoring SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-refactoring/SKILL.md · Refactors code while preserving behavior. Use when reducing technical debt, planning codemods, applying strangler…
v1.1 · audit A · 101 stars
qa-resilience SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-resilience/SKILL.md · Designs and tests distributed-system resilience. Use when adding retries, deadlines, hedging, circuit breakers…
v1.2 · audit A · 101 stars
qa-security-testing SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-security-testing/SKILL.md · Builds security testing pipelines for SAST, DAST, SCA, secrets, containers. Use when wiring scanners into CI or…
v1.4 · audit A · 101 stars
qa-testing-accessibility SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-accessibility/SKILL.md · Builds accessibility testing for WCAG 2.2 audits, CI gates, mobile audits, and EAA/ADA/VPAT evidence. Use when adding…
v1.2 · audit A · 101 stars
qa-testing-android SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-android/SKILL.md · Designs Android testing with Espresso, UI Automator, Robolectric, and Compose. Use when planning device matrices…
v1.2 · audit A · 101 stars
qa-testing-ios SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-ios/SKILL.md · Guides iOS testing with XCTest, XCUITest, Swift Testing, simctl, and xcresult. Use when choosing destinations…
v1.2 · audit A · 101 stars
qa-testing-mobile SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-mobile/SKILL.md · Plans mobile QA automation for iOS and Android apps. Use when planning automation frameworks, device matrix, flake…
v1.1 · audit A · 101 stars
qa-testing-nunit SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-nunit/SKILL.md · Designs NUnit-based C# test suites for API, component, and integration coverage. Use when creating fixtures, wiring…
v1.2 · audit A · 101 stars
qa-testing-performance SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-performance/SKILL.md · Designs performance and load testing: stress, spike, soak, capacity, CI budget gates. Use when planning load tests or…
v1.3 · audit A · 101 stars
qa-testing-playwright SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-playwright/SKILL.md · Builds and debugs Playwright E2E suites. Use when authoring browser tests, fixing flakes, or hardening Playwright CI…
v1.3 · audit A · 101 stars
qa-testing-strategy SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/qa-testing-strategy/SKILL.md · Designs risk-based test strategy for software delivery. Use when defining coverage, setting CI gates, managing flaky…
v1.5 · audit A · 101 stars
research-arxiv-scout SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/research-arxiv-scout/SKILL.md · Discovers and triages recent arXiv papers for AI/ML, agents, and software/QA. Use when scouting categories, arXiv IDs…
v1.2 · audit A · 101 stars
research-git SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/research-git/SKILL.md · Scans public GitHub repos for skills, practices, and code patterns. Use when studying how open-source teams configure…
v1.2 · audit A · 101 stars
research-scout SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/research-scout/SKILL.md · Mines recent papers, blogs, and newsletters for methods worth stealing, with graded evidence. Use when finding recent…
v1.7 · audit A · 101 stars
run-workflow SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/run-workflow/SKILL.md · Launches a saved multi-agent workflow by id on Claude Code or Codex. Use when the user asks to run a saved workflow or…
v1.1 · audit A · 101 stars
software-accessibility SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-accessibility/SKILL.md · Implements accessibility fixes in code. Use when remediating semantic HTML, ARIA, focus, keyboard support, or…
v1.2 · audit A · 101 stars
software-ai-integration SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-ai-integration/SKILL.md · Applies production AI integration patterns for chat, structured output, guardrails, provider routing, and AI UX. Use…
v1.3 · audit A · 101 stars
software-android-design SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-android-design/SKILL.md · Designs and audits native Android interfaces. Use when reviewing Compose layout, typography, color, motion, or adaptive…
v1.2 · audit A · 101 stars
software-android-native SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-android-native/SKILL.md · Guides native Android development with Kotlin, Jetpack Compose, and Views interop. Use when building, rewriting, or…
v1.1 · audit A · 101 stars
software-android-runtime-debugging SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-android-runtime-debugging/SKILL.md · Build/install/launch proof, ANR/jank/memory triage, and stale-build debugging for native Android apps. Use when runtime…
v1.1 · audit A · 101 stars
software-architecture-design SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-architecture-design/SKILL.md · Designs runtime topology in a chosen solution. Use when choosing monolith vs services, cells, consistency, ADRs. Not…
v1.3 · audit A · 101 stars
software-baas-platforms SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-baas-platforms/SKILL.md · Chooses managed backend platforms such as Supabase, Convex, and Firebase. Use when comparing database, auth, realtime…
v1.2 · audit A · 101 stars
software-backend SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-backend/SKILL.md · Builds backend services and APIs with durable defaults. Use when implementing REST, GraphQL, tRPC, or gRPC services…
v1.3 · audit A · 101 stars
software-clean-code-standard SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-clean-code-standard/SKILL.md · Defines CC-* code rules and waivers. Use when mapping lint findings to rule IDs or tracking complexity mass, erosion…
v1.3 · audit A · 101 stars
software-cloudflare-wrangler SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-cloudflare-wrangler/SKILL.md · Guides Cloudflare Wrangler CLI usage for Workers, bindings, deploys, local dev, and config. Use when running or…
v1.1 · audit A · 101 stars
software-code-review SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-code-review/SKILL.md · Applies systematic code review patterns and checklists. Use when reviewing PRs or diffs for correctness, security…
v1.2 · audit A · 101 stars
software-crypto-web3 SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-crypto-web3/SKILL.md · Guides secure blockchain development across EVM, Bitcoin, Solana, Cosmos, and TON. Use when building contracts…
v1.2 · audit A · 101 stars
software-csharp-backend SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-csharp-backend/SKILL.md · Applies C# and .NET backend standards to ASP.NET Core APIs, EF Core, Dapper, and workers. Use when shaping API…
v1.1 · audit A · 101 stars
software-database-design SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-database-design/SKILL.md · Designs database schemas, migrations, and data models for PostgreSQL, MySQL, MongoDB, and Redis. Use when planning…
v1.3 · audit A · 101 stars
software-desktop SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-desktop/SKILL.md · Builds and reviews desktop apps. Use when choosing a stack, signing or notarizing releases, adding auto-update, or…
v1.2 · audit A · 101 stars
software-devtools SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-devtools/SKILL.md · Builds developer tools. Use when writing a codemod, SDK, CLI, language server (LSP), IDE extension, or package…
v1.3 · audit A · 101 stars
software-email-engineering SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-email-engineering/SKILL.md · Designs transactional email systems and send infrastructure. Use when implementing resets, receipts, deliverability…
v1.2 · audit A · 101 stars
software-frontend SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-frontend/SKILL.md · Builds web frontend UI and rendering. Use when implementing components or fixing hydration, SSR, routing, or state; UX…
v1.3 · audit A · 101 stars
software-ios-ai-engine SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-ios-ai-engine/SKILL.md · Design local AI engines for iOS. Use when wiring Apple Foundation Models, local classifiers, extraction, summarization…
v1.2 · audit A · 101 stars
software-ios-design SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-ios-design/SKILL.md · Designs and audits native iOS interfaces. Use when reviewing or refining SwiftUI layout, typography, Liquid Glass…
v1.1 · audit A · 101 stars
software-ios-native SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-ios-native/SKILL.md · Guides native iOS with Swift, SwiftUI, UIKit interop, concurrency, and persistence. Use when building or reviewing…
v1.1 · audit A · 101 stars
software-ios-runtime-debugging SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-ios-runtime-debugging/SKILL.md · Proves iOS build/install/launch truth and triages hangs, crashes, jank, memory kills, and stale builds. Use when…
v1.1 · audit A · 101 stars
software-localisation SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-localisation/SKILL.md · Implements production-grade i18n/l10n for React, Vue, Angular, and Next.js with ICU format and RTL support. Use when…
v1.2 · audit A · 101 stars
software-mobile SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-mobile/SKILL.md · Guides mobile platform selection and delivery across native and cross-platform stacks. Use when planning auth, push…
v1.2 · audit A · 101 stars
software-paas-hosting SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-paas-hosting/SKILL.md · Chooses PaaS hosting for apps, agents, APIs, and workers. Use when picking Vercel, Fly.io, Railway, Render, Cloudflare…
v1.1 · audit A · 101 stars
software-payments SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-payments/SKILL.md · Designs production payment and billing systems. Use when implementing Stripe, Paddle, Adyen, subscriptions, tax…
v1.3 · audit A · 101 stars
software-performance SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-performance/SKILL.md · Diagnoses slow services and regressions via profiling and tail-latency math. Use when diagnosing slow services…
v1.3 · audit A · 101 stars
software-realtime SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-realtime/SKILL.md · Designs real-time and collaborative systems. Use when building chat, presence, live dashboards, collaborative editing…
v1.2 · audit A · 101 stars
software-search SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-search/SKILL.md · Designs product and site search for end users. Use when choosing search engines, indexing, reindexing, relevance…
v1.1 · audit A · 101 stars
software-security-appsec SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-security-appsec/SKILL.md · Reviews application security and guides AppSec design. Use when reviewing auth, authentication, authorization…
v1.3 · audit A · 101 stars
software-solution-architecture SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-solution-architecture/SKILL.md · Designs cross-system target states and transition plans. Use when comparing end-to-end options or phased migrations…
v1.1 · audit A · 101 stars
software-ui-ux-design SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-ui-ux-design/SKILL.md · Designs and audits UI/UX systems with usability and accessibility requirements. Use when shaping flows, design systems…
v1.3 · audit A · 101 stars
software-ux-research SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-ux-research/SKILL.md · Guides user research and research ops. Use when running interviews, usability tests, surveys, or synthesis to de-risk…
v1.3 · audit A · 101 stars
software-workflow-automation SKILL.md skill
vasilyu1983/ai-agents-public · skills/universal/software-workflow-automation/SKILL.md · Designs workflow automation with n8n, Zapier/Make, Temporal, Trigger.dev, Inngest. Use when choosing platforms, durable…
v1.5 · audit A · 101 stars