jnpiyush/agentx

jnpiyush/agentx · .cursor/rules/000-frontier-core.mdc · Frontier core operating contract for Cursor. Always applied.

jnpiyush/agentx · .cursor/rules/ai.mdc · AI / agent / LLM workflow standards (Frontier)

jnpiyush/agentx · .cursor/rules/csharp.mdc · C# / .NET coding standards (Frontier)

jnpiyush/agentx · .cursor/rules/python.mdc · Python coding standards (Frontier)

jnpiyush/agentx · .cursor/rules/react.mdc · React / TSX frontend standards (Frontier)

jnpiyush/agentx · .cursor/rules/typescript.mdc · TypeScript / Node backend standards (Frontier)

jnpiyush/agentx · .github/skills/ai-systems/agent-memory-systems/SKILL.md · Design agent memory beyond a single context window: short-term (working / scratchpad), long-term (episodic, semantic…

jnpiyush/agentx · .github/skills/ai-systems/agent-observability/SKILL.md · Instrument LLM agents with tracing, metrics, and evaluation telemetry. Use when adding OpenTelemetry GenAI semantic…

jnpiyush/agentx · .github/skills/ai-systems/ai-agent-development/SKILL.md · Build production-ready AI agents with Microsoft Foundry and Agent Framework. Use when creating AI agents, selecting LLM…

jnpiyush/agentx · .github/skills/ai-systems/ai-evaluation/SKILL.md · Use when evaluating AI quality, safety, completeness and cost with held-out tasks, executable graders, calibrated…

jnpiyush/agentx · .github/skills/ai-systems/ai-safety-and-red-teaming/SKILL.md · Defend LLM systems against prompt injection, jailbreaks, data exfiltration, and unsafe output. Covers input/output…

jnpiyush/agentx · .github/skills/ai-systems/anthropic-claude/SKILL.md · Implement production applications with Anthropic Claude models -- Messages API, tool use, prompt caching, extended…

jnpiyush/agentx · .github/skills/ai-systems/azure-foundry/SKILL.md · Design and architect AI agents on Azure AI Foundry -- lifecycle planning, model selection strategy, evaluation…

jnpiyush/agentx · .github/skills/ai-systems/cognitive-architecture/SKILL.md · Design and implement the cognitive architecture of AI agents including memory systems, RAG pipelines, and state…

jnpiyush/agentx · .github/skills/ai-systems/computer-use-and-browser-agents/SKILL.md · Build agents that operate browsers and desktop GUIs via screenshots and actions. Covers Anthropic Computer Use, OpenAI…

jnpiyush/agentx · .github/skills/ai-systems/context-management/SKILL.md · Manage LLM context windows efficiently. Use when implementing context compaction, conversation summarization, token…

jnpiyush/agentx · .github/skills/ai-systems/data-drift-strategy/SKILL.md · Design strategies to detect, monitor, and remediate data drift in GenAI applications and ML pipelines. Use when…

jnpiyush/agentx · .github/skills/ai-systems/feedback-loops/SKILL.md · Design and implement feedback loops for continuous AI/ML improvement. Use when building RLHF/RLAIF pipelines, user…

jnpiyush/agentx · .github/skills/ai-systems/foundry-sdk/SKILL.md · Implement agentic applications with the Microsoft Foundry SDKs. Use when coding against Microsoft Foundry project…

jnpiyush/agentx · .github/skills/ai-systems/genaiops/SKILL.md · Operate generative AI systems safely in production. Use when designing GenAIOps workflows for prompt and model release…

jnpiyush/agentx · .github/skills/ai-systems/iterative-retrieval/SKILL.md · Progressive context refinement for subagents and tool-using LLMs. Use when a parent agent must delegate research, code…

jnpiyush/agentx · .github/skills/ai-systems/langgraph/SKILL.md · Build stateful, durable agent workflows with LangGraph. Use when implementing graph-based orchestration, long-running…

jnpiyush/agentx · .github/skills/ai-systems/llm-gateway-and-routing/SKILL.md · Front LLM calls behind a gateway: model routing, fallbacks, semantic caching, rate limits, key vaulting, cost controls…

jnpiyush/agentx · .github/skills/ai-systems/mcp-apps-development/SKILL.md · Build MCP Apps (ext-apps) that render interactive UI inside conversational AI clients. Use when creating visual tool…

jnpiyush/agentx · .github/skills/ai-systems/mcp-server-development/SKILL.md · Build Model Context Protocol (MCP) servers that expose tools, resources, and prompts to AI agents. Use when creating…

jnpiyush/agentx · .github/skills/ai-systems/model-drift-management/SKILL.md · Detect, monitor, and manage model drift in production GenAI and ML systems. Use when monitoring LLM output quality…

jnpiyush/agentx · .github/skills/ai-systems/model-fine-tuning/SKILL.md · Fine-tune foundation models for domain-specific tasks. Use when adapting LLMs with LoRA/QLoRA/PEFT, full fine-tuning…

jnpiyush/agentx · .github/skills/ai-systems/multi-agent-orchestration/SKILL.md · Design and operate multi-agent systems where several specialized LLM agents collaborate. Use when choosing between…

jnpiyush/agentx · .github/skills/ai-systems/prompt-engineering/SKILL.md · Use when designing coding-agent prompts, tool contracts, structured outputs and model-adaptive context, or evaluating…

jnpiyush/agentx · .github/skills/ai-systems/prompt-versioning/SKILL.md · Version, test, promote, and roll back prompts like production artifacts. Use when managing prompt lifecycle, prompt…

jnpiyush/agentx · .github/skills/ai-systems/rag-pipelines/SKILL.md · Design and build production RAG (Retrieval-Augmented Generation) pipelines. Use when implementing document ingestion…

jnpiyush/agentx · .github/skills/ai-systems/reasoning-models/SKILL.md · Use reasoning / thinking models (OpenAI o-series, Anthropic extended thinking, DeepSeek R1, Gemini Thinking)…

jnpiyush/agentx · .github/skills/ai-systems/synthetic-data-generation/SKILL.md · Generate synthetic data for fine-tuning, eval-set bootstrapping, RAG corpus augmentation, and rare-case coverage…

jnpiyush/agentx · .github/skills/ai-systems/tool-use-and-function-calling/SKILL.md · Design robust tool-use and function-calling for LLM agents. Use when defining tool schemas (JSON Schema, OpenAPI)…

jnpiyush/agentx · .github/skills/ai-systems/vector-databases/SKILL.md · Choose, configure, and operate vector databases for embeddings and hybrid search. Covers Azure AI Search, Pinecone…

jnpiyush/agentx · .github/skills/ai-systems/voice-agents/SKILL.md · Build low-latency voice agents using speech-to-speech (S2S) realtime APIs and cascaded STT->LLM->TTS pipelines. Covers…

jnpiyush/agentx · .github/skills/architecture/api-design/SKILL.md · Design robust REST APIs with proper versioning, pagination, error handling, rate limiting, and documentation. Use when…

jnpiyush/agentx · .github/skills/architecture/core-principles/SKILL.md · Apply fundamental coding principles (SOLID, DRY, KISS) and structure projects for maintainability with clean…

jnpiyush/agentx · .github/skills/architecture/cost-analysis/SKILL.md · Estimate and attribute cloud running cost for a proposed architecture before it is built. Use when writing an ADR…

jnpiyush/agentx · .github/skills/architecture/database/SKILL.md · Design database operations including migrations, indexing strategies, transactions, connection pooling, and ORM best…

jnpiyush/agentx · .github/skills/architecture/infra-governance/SKILL.md · Enforce infrastructure invariants at generation time, before any IaC is applied. Use when writing or reviewing…

jnpiyush/agentx · .github/skills/architecture/low-code-vs-pro-code/SKILL.md · Evaluate and review whether a solution should be built with low-code/no-code platforms (Power Platform, Copilot Studio…

jnpiyush/agentx · .github/skills/architecture/performance/SKILL.md · Optimize application performance and scalability through async patterns, caching strategies, profiling, horizontal…

jnpiyush/agentx · .github/skills/architecture/security/SKILL.md · Implement production security practices covering OWASP Top 10, input validation, injection prevention, and secrets…

jnpiyush/agentx · .github/skills/data/cosmos-db/SKILL.md · Design, model, and operate Azure Cosmos DB workloads across Gremlin (Graph), NoSQL (SQL), and Mongo APIs. Use when…

jnpiyush/agentx · .github/skills/data/data-analysis/SKILL.md · Analyze structured data across CSV, JSON, SQL, and DataFrame workflows with exploration, transformation, and…

jnpiyush/agentx · .github/skills/data/databricks/SKILL.md · Build data engineering, analytics, and ML/AI solutions on the Databricks Lakehouse Platform. Use when creating Delta…

jnpiyush/agentx · .github/skills/data/fabric-analytics/SKILL.md · Build data engineering and analytics solutions on Microsoft Fabric - Lakehouse, Warehouse, Spark notebooks, data…

jnpiyush/agentx · .github/skills/data/fabric-data-agent/SKILL.md · Build, configure, and validate conversational data agents on Microsoft Fabric Lakehouses using the Data Agent SDK. Use…

jnpiyush/agentx · .github/skills/data/fabric-forecasting/SKILL.md · Build time-series forecasting pipelines on Microsoft Fabric - data preparation, profiling, clustering, feature…

jnpiyush/agentx · .github/skills/data/powerbi/SKILL.md · Build Power BI reports, semantic models, DAX measures, and data visualizations. Use when designing star schemas…

jnpiyush/agentx · .github/skills/design/accessibility/SKILL.md · Enforce WCAG 2.1 AA conformance on UX prototypes and shipped UI. Use when reviewing or building any user-facing surface…

jnpiyush/agentx · .github/skills/design/anti-slop/SKILL.md · Identify and prevent AI design slop in generated UI -- forbidden visual tells (purple/teal gradients, generic system…

jnpiyush/agentx · .github/skills/design/brand-spec-extraction/SKILL.md · Extract and codify a brand specification from user-provided sources (URL, screenshot, PDF, existing app) into a…

jnpiyush/agentx · .github/skills/design/content-design/SKILL.md · Write UI copy that survives review -- microcopy, empty states, error messages, onboarding, confirmations, and tone. Use…

jnpiyush/agentx · .github/skills/design/design-system-reasoning/SKILL.md · Synthesize product context into a coherent UI direction with page archetypes, visual language, token guidance…

jnpiyush/agentx · .github/skills/design/frontend-ui/SKILL.md · Build frontend UIs with HTML5, CSS3, and Tailwind CSS following accessibility and performance best practices. Use when…

jnpiyush/agentx · .github/skills/design/impeccable-integration/SKILL.md · Drive the Impeccable design language for a target app -- PRODUCT.md and DESIGN.md authoring, the 23-command…

jnpiyush/agentx · .github/skills/design/prototype-audit/SKILL.md · Mechanically audit a UX prototype or front-end build through ten self-healing passes -- deterministic design-language…

jnpiyush/agentx · .github/skills/design/prototype-craft/SKILL.md · Craft visually polished, production-quality HTML/CSS prototypes with modern styling, typography, color theory, and…

jnpiyush/agentx · .github/skills/design/usability-heuristics/SKILL.md · Score a UX prototype or shipped UI against Nielsen-10 heuristics with a severity rubric. Use when reviewing a design…

jnpiyush/agentx · .github/skills/design/ux-ui-design/SKILL.md · Design user experiences with wireframing, prototyping, user flows, accessibility, and production-ready HTML prototypes…

jnpiyush/agentx · .github/skills/design/visual-regression/SKILL.md · Catch unintended visual drift between prototype iterations with deterministic screenshot diffs. Use when iterating on a…

jnpiyush/agentx · .github/skills/design/working-prototype-app/SKILL.md · Build a runnable, multi-page UX prototype as a real SPA when static HTML is insufficient. Use when the prototype must…

jnpiyush/agentx · .github/skills/development/browser-automation/SKILL.md · Drive a real browser from an Frontier FDE for prototype validation, web research, HTML output verification, and…

jnpiyush/agentx · .github/skills/development/code-hygiene/SKILL.md · Three-pass quality sweep detecting over-engineering, stale comments, and generic UI patterns produced during…

jnpiyush/agentx · .github/skills/development/code-optimization/SKILL.md · Rewrite working code into its minimal, elegant form -- lower cyclomatic complexity, fewer lines, no dead code, no…

jnpiyush/agentx · .github/skills/development/code-review/SKILL.md · Use when reviewing implementation changes for correctness, evidence and release risk with the repository exact-scope…

jnpiyush/agentx · .github/skills/development/configuration/SKILL.md · Implement configuration management patterns including environment variables, secrets, feature flags, and validation…

jnpiyush/agentx · .github/skills/development/cowork-plugin-creator/SKILL.md · Create upload-ready Microsoft 365 Copilot Cowork plugin packages containing manifest.json, color and outline icons, and…

jnpiyush/agentx · .github/skills/development/cowork-skill-creator/SKILL.md · Create upload-ready Microsoft 365 Copilot Cowork skills as zip packages containing SKILL.md plus populated assets…

jnpiyush/agentx · .github/skills/development/dependency-management/SKILL.md · Manage dependencies with version pinning, lock files, vulnerability scanning, and update strategies. Use when adding…

jnpiyush/agentx · .github/skills/development/dispatching-parallel-agents/SKILL.md · Fan out independent work to multiple subagents with context isolation. Covers when to parallelize (independent reads…

jnpiyush/agentx · .github/skills/development/documentation/SKILL.md · Write effective documentation including inline docs, README structure, API documentation, and code comments. Use when…

jnpiyush/agentx · .github/skills/development/error-handling/SKILL.md · Implement robust error handling with exceptions, retry logic, circuit breakers, and graceful degradation. Use when…

jnpiyush/agentx · .github/skills/development/experimentation-loop/SKILL.md · Run a metric-driven autonomous experimentation loop on an isolated branch. Use when a task has a measurable target…

jnpiyush/agentx · .github/skills/development/finishing-a-development-branch/SKILL.md · Decide what to do with a feature branch once the work itself is complete. Covers the merge / open PR / keep open /…

jnpiyush/agentx · .github/skills/development/git-worktrees/SKILL.md · Run parallel agent sessions on the same repo using git worktrees without corrupting the primary checkout. Use when an…

jnpiyush/agentx · .github/skills/development/iterative-loop/SKILL.md · Implement Ralph Loop iterative refinement for AI agent tasks. Use when a task needs multiple passes to reach quality…

jnpiyush/agentx · .github/skills/development/karpathy-guidelines/SKILL.md · Behavioral guidelines to reduce common LLM coding mistakes. Use when writing, reviewing, or refactoring code to avoid…

jnpiyush/agentx · .github/skills/development/logging-monitoring/SKILL.md · Implement observability patterns including structured logging, log levels, correlation IDs, metrics, and distributed…

jnpiyush/agentx · .github/skills/development/no-ai-slop/SKILL.md · Edit prose into clearer, more human writing while preserving the writer's voice, or detect named AI-slop patterns…

jnpiyush/agentx · .github/skills/development/scrub/SKILL.md · Scan recent changes for AI-generated slop -- redundant comments, over-abstraction, generic UI defaults, and design…

jnpiyush/agentx · .github/skills/development/skill-creator/SKILL.md · Create, validate, and maintain Frontier skills following the agentskills.io specification. Use when scaffolding a new…

jnpiyush/agentx · .github/skills/development/strategic-compaction/SKILL.md · Decide when to compact, reset, or continue a long-running agent session. Use when context pressure rises, when a…

jnpiyush/agentx · .github/skills/development/systematic-debugging/SKILL.md · Disciplined debugging for stalled bug fixes. Use when an Engineer or Reviewer has tried two or more fixes that did not…

jnpiyush/agentx · .github/skills/development/testing/SKILL.md · Apply testing strategies including test pyramid, unit/integration/e2e testing, and coverage requirements. Use when…

jnpiyush/agentx · .github/skills/development/token-optimizer/SKILL.md · Use when managing instruction/context budgets, cache-aware tokenomics and cost estimates while preserving acceptance…

jnpiyush/agentx · .github/skills/development/type-safety/SKILL.md · Apply type safety patterns including nullable types, validation, static analysis, and strong typing. Use when adding…

jnpiyush/agentx · .github/skills/development/verification-before-completion/SKILL.md · Block false completion claims. Force the agent to identify the claim, run the exact verification command, read the…

jnpiyush/agentx · .github/skills/diagrams/diagram-as-code/SKILL.md · Author, review, and maintain diagrams as code across Mermaid, PlantUML, Structurizr DSL, Graphviz DOT, and draw.io XML…

jnpiyush/agentx · .github/skills/document/docx/SKILL.md · Read, write, and transform Microsoft Word .docx files. Use when extracting text or tables from Word documents…

jnpiyush/agentx · .github/skills/document/pdf/SKILL.md · Read, write, and transform PDF files. Use when extracting text or tables from PDFs, merging or splitting documents…

jnpiyush/agentx · .github/skills/document/pptx/SKILL.md · Read, write, and transform Microsoft PowerPoint .pptx files. Use when generating decks from data, extracting slide text…

jnpiyush/agentx · .github/skills/domain/audit-assurance/SKILL.md · Audit and assurance advisory skill for consulting engagements. Use when preparing audit readiness assessments, control…

jnpiyush/agentx · .github/skills/domain/clm/SKILL.md · Contract lifecycle management advisory skill for consulting engagements. Use when shaping CLM operating models…

jnpiyush/agentx · .github/skills/domain/corporate-governance/SKILL.md · Corporate governance advisory skill for consulting engagements. Use when shaping entity governance models, board and…

jnpiyush/agentx · .github/skills/domain/financial-services/SKILL.md · Financial services advisory skill for consulting engagements. Use when preparing research briefs on banking, insurance…

jnpiyush/agentx · .github/skills/domain/legal/SKILL.md · Legal advisory skill for consulting engagements. Use when preparing legal department research briefs, contract review…

jnpiyush/agentx · .github/skills/domain/oil-and-gas/SKILL.md · Oil and gas advisory skill for consulting engagements. Use when preparing operations benchmarking, energy transition…

jnpiyush/agentx · .github/skills/domain/tax/SKILL.md · Tax advisory skill for consulting engagements. Use when preparing tax position analyses, transfer pricing assessments…

jnpiyush/agentx · .github/skills/infrastructure/azure/SKILL.md · Build scalable, secure, and reliable applications on Microsoft Azure cloud services. Use when deploying to Azure…

jnpiyush/agentx · .github/skills/infrastructure/bicep/SKILL.md · Deploy Azure infrastructure declaratively using Bicep and ARM templates. Use when writing .bicep or .bicepparam files…

jnpiyush/agentx · .github/skills/infrastructure/containerization/SKILL.md · Apply container and orchestration best practices with Docker, Docker Compose, and Kubernetes. Use when writing…

jnpiyush/agentx · .github/skills/infrastructure/terraform/SKILL.md · Provision cloud infrastructure safely and consistently using Terraform and Infrastructure as Code patterns. Use when…

jnpiyush/agentx · .github/skills/languages/blazor/SKILL.md · Build Blazor applications with Razor components, lifecycle management, and C# web patterns. Use when creating Blazor…

jnpiyush/agentx · .github/skills/languages/c/SKILL.md · Write safe, portable, and efficient C code using modern C23-era practices. Use when building systems software, embedded…

jnpiyush/agentx · .github/skills/languages/cpp/SKILL.md · Write modern, maintainable C++ using C++23-era practices. Use when building native libraries, performance-sensitive…

jnpiyush/agentx · .github/skills/languages/csharp/SKILL.md · Write production-ready C# and .NET code following modern best practices. Use when building .NET applications, writing…

jnpiyush/agentx · .github/skills/languages/go/SKILL.md · Write reliable, efficient Go code following idiomatic patterns and best practices. Use when building Go applications…

jnpiyush/agentx · .github/skills/languages/postgresql/SKILL.md · Develop PostgreSQL databases with JSONB, arrays, full-text search, and performance optimization. Use when writing…

jnpiyush/agentx · .github/skills/languages/python/SKILL.md · Write production-ready Python code following modern best practices. Use when building Python applications, adding type…

jnpiyush/agentx · .github/skills/languages/react/SKILL.md · Build React applications with modern hooks, TypeScript, and performance best practices. Use when creating React…

jnpiyush/agentx · .github/skills/languages/rust/SKILL.md · Build safe, concurrent, and performant systems with Rust. Use when writing Rust applications, implementing ownership…

jnpiyush/agentx · .github/skills/languages/sql-server/SKILL.md · Develop SQL Server databases with T-SQL, stored procedures, indexing, and performance optimization. Use when writing…

jnpiyush/agentx · .github/skills/low-code/canvas-app-yaml/SKILL.md · Author Microsoft Power Apps canvas app source as unpacked *.fx.yaml + CanvasManifest.json so an agent can generate…

jnpiyush/agentx · .github/skills/low-code/copilot-studio-agents/SKILL.md · Design Microsoft Copilot Studio agents (formerly Power Virtual Agents) -- topics, trigger phrases, generative answers…

jnpiyush/agentx · .github/skills/low-code/dataverse-plugins/SKILL.md · Build Microsoft Dataverse server-side extensions in C# (.NET) -- plugins implementing IPlugin and custom workflow…

jnpiyush/agentx · .github/skills/low-code/dataverse-schema/SKILL.md · Author Dataverse table schema (Entity.xml) for unpacked Power Platform solutions. Covers tables, columns, choices…

jnpiyush/agentx · .github/skills/low-code/environment-variables/SKILL.md · Author Microsoft Power Platform environment variables and connection references inside an unpacked solution so an agent…

jnpiyush/agentx · .github/skills/low-code/model-driven-app/SKILL.md · Author Microsoft Power Apps model-driven app source (AppModule, SiteMap, FormXml, SavedQuery views) inside an unpacked…

jnpiyush/agentx · .github/skills/low-code/pac-cli/SKILL.md · Operate the Microsoft Power Platform CLI (pac) for solution pack/unpack, environment auth, and import. Use after an…

jnpiyush/agentx · .github/skills/low-code/pcf-controls/SKILL.md · Build Microsoft Power Apps Component Framework (PCF) code components in TypeScript so an agent can generate a pro-code…

jnpiyush/agentx · .github/skills/low-code/power-automate-desktop/SKILL.md · Author Microsoft Power Automate desktop (RPA) flows -- attended and unattended robotic process automation that drives…

jnpiyush/agentx · .github/skills/low-code/power-automate-flow-json/SKILL.md · Author Power Automate cloud flow source (Workflows/<name>-FLOW.json) for unpacked Power Platform solutions. Covers…