awesome-agents

Designs identity, authentication, and trust verification systems for autonomous AI agents in multi-agent environments. Capabilities include cryptographic credential issuance and rotation, mutual agent authentication, capability-based authorization policies, delegation chain verification, zero-trust peer verification protocols, append-only tamper-evident audit logging, and trust scoring based on verifiable outcomes. Use when designing agent authentication, agent-to-agent trust, agent credentials, digital signatures for agents, zero-trust agent networks, agent certificate management, identity federation across frameworks, or audit trails for autonomous agent actions. Especially relevant when agents execute high-stakes operations such as financial transactions, infrastructure deployment, or API calls to external systems.

Orchestrates complete multi-agent development pipelines from specification to production-ready implementation. Coordinates specialist agents (PM, ArchitectUX, Developer, QA) in a structured sequence, enforcing task-by-task Dev↔QA validation loops with automatic retry logic and quality gates. Use when the user asks to run the full development pipeline, execute the end-to-end workflow, coordinate multiple agents on a project, automate build-to-QA cycles, or manage a project from spec to delivery.

Trains and fine-tunes ML models, builds data preprocessing and feature engineering pipelines, deploys models as REST APIs, integrates inference into production applications, and designs RAG and LLM-powered systems. Covers MLOps workflows including experiment tracking, drift detection, retraining triggers, and A/B testing. Use when the user asks about training or fine-tuning a model, building ML pipelines, model serving or inference optimization, evaluating model performance, working with frameworks like PyTorch, TensorFlow, scikit-learn, or Hugging Face, setting up vector databases, prompt engineering, or taking an ML prototype to production.

Specialist data analyst that calculates trends, generates summary statistics, builds charts, tracks KPIs, performs RFM segmentation, and produces structured business intelligence reports from CSV, Excel, SQL query results, or raw datasets. Use when the user asks for data analysis, dashboard creation, KPI tracking, statistical summaries, customer segmentation, marketing attribution, churn analysis, or data-driven business recommendations.

Sends HTTP requests to REST and GraphQL API endpoints, validates response codes, headers, and payloads, measures response times against SLA thresholds, generates structured test suites, and produces test reports covering functional, security, and performance scenarios. Use when the user asks about testing APIs, validating endpoints, checking HTTP status codes or response bodies, load testing, stress testing, debugging REST or GraphQL services, testing authentication flows, checking rate limiting, detecting SQL injection or OWASP API vulnerabilities, or integrating API tests into CI/CD pipelines.

Sends HTTP requests to REST and GraphQL API endpoints, validates response codes, headers, and payloads, measures response times against SLA thresholds, generates structured test suites, and produces test reports covering functional, security, and performance scenarios. Use when the user asks about testing APIs, validating endpoints, checking HTTP status codes or response bodies, load testing, stress testing, debugging REST or GraphQL services, testing authentication flows, checking rate limiting, detecting SQL injection or OWASP API vulnerabilities, or integrating API tests into CI/CD pipelines.

Generates optimized app store titles, descriptions, keyword sets, and screenshot strategies for iOS App Store and Google Play. Analyzes competitor listings, identifies keyword gaps, and provides conversion-focused metadata and visual asset recommendations. Use when the user needs help with app store listings, ASO, app keywords, App Store or Google Play optimization, improving app download rates, app store screenshots, app ranking, or app discoverability.

Designs scalable backend architectures, models relational database schemas, builds REST/GraphQL/gRPC APIs, configures cloud infrastructure, and implements microservices with security and observability built in. Use when asked to design a backend system, create or version an API, write a database schema or migration, set up microservices, plan cloud deployment architecture, implement authentication/authorization, configure caching or message queues, or optimize server-side performance. Covers PostgreSQL, Redis, RabbitMQ, Docker, Kubernetes, and Infrastructure as Code.

Develops brand guidelines, audits content for brand consistency, creates brand voice documentation, defines visual identity standards (colors, typography, logo usage), and produces brand strategy deliverables including positioning statements and messaging frameworks. Use when the user asks about brand guidelines, brand voice, logo usage, style guides, brand audits, naming, maintaining brand consistency across materials, or building a brand identity system from scratch.

Content strategist and creator for multi-platform marketing campaigns. Writes blog posts, drafts social media captions, creates email newsletters, plans editorial calendars, develops SEO-optimized articles, and produces marketing copy for landing pages, ads, and video scripts. Use when the user needs to write a blog post, build a content calendar, draft social media content, create marketing copy, develop a brand voice guide, adapt long-form content for multiple platforms, produce a video or podcast script, or plan a full content campaign across channels. Best suited for general-purpose or cross-channel content creation; defer to a more specialized skill when the task is narrowly scoped to a single domain such as technical SEO auditing, advanced email-automation workflows, or paid media campaign management.

Data analytics and reporting specialist that reads raw data files (CSV, Excel, SQL query results, JSON), calculates summary statistics, identifies trends, builds charts and dashboards, tracks KPIs, and produces structured reports. Use when the user asks to analyze a dataset, create a dashboard, compute metrics or KPIs, generate bar/line/pie charts, run statistical summaries, perform A/B test analysis, segment customers, measure campaign performance, or produce a data-driven business report from spreadsheet or database data.

Aggregates sales data into dashboards, generates territory breakdowns, tracks rep performance, and visualizes pipeline stages. Use when the user asks to build sales dashboards, generate pipeline or revenue reports, summarize sales performance by territory or rep, track quota attainment, analyze deal pipeline, review CRM data, or produce sales analytics and forecasts.

Writes and debugs infrastructure-as-code (Terraform, CloudFormation, CDK), generates CI/CD pipeline configurations (GitHub Actions, GitLab CI, Jenkins), and produces Kubernetes manifests, Docker setups, and cloud resource definitions for AWS, GCP, and Azure. Covers secrets management, observability instrumentation, rollback strategies, cost controls, and security scanning embedded in delivery pipelines. Use when the user asks about deploying applications, writing pipeline YAML, configuring infrastructure as code, Docker containers, Kubernetes manifests, autoscaling, cloud resource provisioning, setting up monitoring and alerting, or automating operational workflows.

Reviews web application UI using Playwright screenshot captures to identify visual bugs, broken interactive elements, layout regressions, and specification mismatches. Produces structured evidence-based QA reports with screenshot references, pass/fail verdicts, and prioritised fix lists. Use when asked to QA a web page, find UI bugs, run visual testing, check screenshot evidence, validate an implementation against a spec, review responsive layout, or verify interactive elements like accordions, forms, and navigation menus.

Transforms complex business inputs into concise, C-suite-ready executive summaries using McKinsey SCQA, BCG Pyramid Principle, and Bain action-oriented recommendation frameworks. Structures business analysis, drafts executive summaries, creates board-ready decision memos, and synthesizes complex data into prioritized, actionable recommendations with clear ownership and timelines. Use when the user asks for executive summaries, strategy briefs, board presentations, decision memos, leadership briefings, or wants business analysis structured using consulting frameworks.

Designs and tracks scientific experiments, A/B tests, and feature rollouts for product and engineering teams. Defines experiment hypotheses, calculates required sample sizes, tracks variant performance metrics, analyzes statistical significance, and delivers ship/no-ship recommendations. Use when the user asks about designing A/B tests or split tests, setting up control vs. treatment groups, tracking experiment results, calculating statistical significance or confidence intervals, managing feature flag rollouts, or deciding whether to ship a feature based on experiment data.

Collects, categorizes, and synthesizes user feedback from multiple channels into actionable product insights. Performs sentiment scoring, theme tagging, NPS/CSAT analysis, feature request ranking, priority matrix generation, and Voice of Customer reporting. Use when the user asks to analyze customer feedback, survey responses, NPS scores, CSAT data, feature requests, app reviews, support tickets, social media mentions, or any Voice of Customer data; or when they need to prioritize a product roadmap from user input, identify top pain points from feedback, understand why users are churning, or produce an executive feedback report.

Performs financial planning, budget analysis, cash flow forecasting, and investment evaluation for businesses. Creates budget templates with variance tracking, generates P&L and cash flow reports, analyzes expenses against forecasts, calculates NPV/IRR for investment decisions, and builds financial dashboards with KPI tracking. Use when the user asks about budgets, financial forecasts, P&L statements, cash flow analysis, expense tracking, cost reduction, ROI calculations, audit preparation, tax planning, or business investment decisions.

Builds and debugs frontend components, implements responsive layouts, optimizes bundle size and rendering performance, and enforces accessibility standards across React, Vue, Angular, and Svelte projects. Use when the user asks to create or refactor UI components, fix CSS/HTML/JavaScript issues, set up state management, improve Core Web Vitals, configure Tailwind or design tokens, debug hydration or rendering problems, or implement keyboard navigation and ARIA patterns in a web app.

Designs A/B test plans, maps conversion funnels, identifies referral loop mechanics, and prioritizes growth experiments using ICE/RICE frameworks to accelerate user acquisition and retention. Use when you need a growth strategy, user acquisition plan, conversion rate optimization, A/B test design, marketing funnel analysis, referral program design, or growth experiment prioritization. Applies structured experimentation workflows to reduce CAC, improve activation rates, and find scalable growth channels across paid, organic, and product-led surfaces.

Configures and maintains cloud infrastructure, monitoring systems, and automated operations. Sets up Prometheus/Grafana alerting, writes Terraform IaC for AWS/GCP/Azure resources, manages auto-scaling groups, load balancers, VPCs, and databases, and implements encrypted backup pipelines with S3 offload. Troubleshoots deployment failures, optimizes resource right-sizing, enforces security hardening (SOC2/ISO27001), and produces capacity planning and cost analysis reports. Use when the user asks about server setup, infrastructure provisioning, monitoring and alerting configuration, Terraform or CloudFormation, CI/CD pipeline issues, Kubernetes or container orchestration, cloud cost optimization, backup and disaster recovery, or database performance and scaling.

Instagram marketing specialist that creates captions, plans content calendars, generates hashtag strategies, writes bio copy, designs carousel post outlines, and builds Instagram Shopping setups. Produces brand aesthetic guides, Reels concepts, Story sequences, and UGC campaign briefs. Use when the user asks about Instagram posts, reels, stories, captions, hashtags, follower growth, feed aesthetics, Instagram Shopping, influencer partnerships, or any Instagram marketing strategy or content creation task.

Reviews contracts for compliance issues, drafts and audits privacy policies, assesses GDPR/CCPA/HIPAA/SOX/PCI-DSS obligations, identifies regulatory requirements, and flags legal risks across multiple jurisdictions. Use when the user asks about legal compliance, regulatory requirements, GDPR, CCPA, privacy policies, terms of service, contract review, data protection, data handling, legal review, or industry-specific regulations such as HIPAA, SOX, or PCI-DSS.

Configures and orchestrates Language Server Protocol (LSP) clients, builds semantic code indexes, and enables code intelligence features like go-to-definition, find references, hover documentation, and auto-complete. Use when you need to set up or debug language servers (e.g., typescript-language-server, intelephense, pyright, gopls, rust-analyzer), implement code navigation in an editor or toolchain, build a unified symbol graph across multiple languages, configure LSP server connections and capability negotiation, or create real-time semantic indexes (LSIF, nav.index.jsonl) for large codebases.

Creates Metal shaders, builds instanced 3D rendering pipelines, optimizes GPU performance, and implements spatial computing interactions for macOS and visionOS/Vision Pro. Handles Compositor Services stereo frame streaming, RemoteImmersiveSpace setup, gaze and pinch gesture recognition, and GPU-based physics for graph layout. Use when the user asks about Metal shaders, .metal files, 3D rendering on macOS, GPU programming, visionOS or Vision Pro development, spatial computing, RealityKit, SceneKit, AR, augmented reality, instanced rendering, render pipeline optimization, or stereoscopic output.