AI & ML
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
-
rudironsoni Skill Dotnet Project StructureSets up .NET solution layout. .slnx, Directory.Build.props, CPM, .editorconfig, analyzers.
- rudironsoni Skill Dotnet Version Detection
Detects TFM/SDK from .csproj, global.json, Directory.Build.props. Runs first.
- rudironsoni Bundle Dotnet Build Optimization
Diagnoses slow builds and incremental failures. Binary logs, parallel builds, restore.
- rudironsoni Skill Dotnet Csharp Code Smells
Detects C# code smells during review. Anti-patterns, async misuse, DI mistakes, fixes.
- rudironsoni Skill Dotnet Library API Compat
Maintains library compatibility. Binary/source compat rules, type forwarders, SemVer impact.
- rudironsoni Bundle Dotnet Messaging Patterns
Builds event-driven systems. Pub/sub, competing consumers, DLQ, sagas, delivery guarantees.
- rudironsoni Bundle Dotnet Release Management
Manages .NET release lifecycle. NBGV versioning, SemVer, changelogs, pre-release, branching.
- rudironsoni Bundle Dotnet Secrets Management
Manages secrets and sensitive config. User secrets, environment variables, rotation.
- rudironsoni Skill Dotnet Serena Refactoring
Symbol-level refactoring with automatic reference updates using Serena MCP
- rudironsoni Bundle Dotnet Structured Logging
Designs log pipelines. Aggregation, structured queries, sampling, PII scrubbing, correlation.
- rudironsoni Skill Dotnet System Commandline
Builds .NET CLI apps with System.CommandLine 2.0. Commands, options, SetAction, parsing, testing.
- rudironsoni Skill Dotnet Background Services
Implements background work. BackgroundService, IHostedService, lifecycle, graceful shutdown.
-
bjornmelin Bundle Multi Model ReviewPre-PR multi-model review, parallel opus and codex exec adversarial lanes, then adversarial verification of merged findings. Read-only. Use before shipping nontrivial diffs.
- bjornmelin Bundle Convex Feature Spec
Convex-first specs—model, API, rollout, verify. New Convex plans. Not backend audit (convex-audit).
-
manastalukdar Skill UI CritiqueDual-agent UX design review — Assessment A runs design-director heuristics while Assessment B runs visual pattern analysis; results synthesized into a prioritized critique snapshot
- rudironsoni Bundle Dotnet Efcore Architecture
Designs EF Core data layer architecture. Read/write split, aggregate boundaries, N+1 governance.
- rudironsoni Bundle Dotnet Integration Testing
Tests with real infrastructure. WebApplicationFactory, Testcontainers, Aspire, fixtures.
- rudironsoni Bundle Dotnet Solution Navigation
Orients in .NET solutions -- entry points, .sln/.slnx, dependency graphs, config.
- rudironsoni Bundle Dotnet Validation Patterns
Validates models and IOptions. DataAnnotations, IValidatableObject, IValidateOptions<T>.
- rudironsoni Bundle Dotnet Csharp Configuration
Configures Options pattern, user secrets, and feature flags. IOptions<T>, FeatureManagement.
- rudironsoni Skill Dotnet Data Access Strategy
Chooses a data access approach. EF Core vs Dapper vs ADO.NET decision matrix, tradeoffs.
- rudironsoni Skill Dotnet Performance Patterns
Optimizes .NET allocations and throughput. Span, ArrayPool, ref struct, sealed, stackalloc.
- rudironsoni Skill Dotnet Architecture Patterns
Designs ASP.NET Core architecture -- vertical slices, pipelines, caching, errors.
- rudironsoni Skill Dotnet Csharp Async Patterns
Writing async/await code. Task patterns, ConfigureAwait, cancellation, and common agent pitfalls.
- rudironsoni Skill Dotnet Service Communication
Chooses inter-service protocols. REST vs gRPC vs SignalR vs SSE decision matrix, tradeoffs.
- rudironsoni Bundle Dotnet API Surface Validation
Detects API surface changes in CI. PublicApiAnalyzers, Verify snapshots, ApiCompat gating.
- rudironsoni Bundle Dotnet Csharp Modern Patterns
Using records, pattern matching, primary constructors, collection expressions. C# 12-15 by TFM.
- rudironsoni Bundle Dotnet Documentation Strategy
Chooses documentation tooling. Starlight, Docusaurus, DocFX decision tree, migration paths.
- rudironsoni Bundle Dotnet Realtime Communication
Builds real-time features. SignalR hubs, SSE (.NET 10), JSON-RPC 2.0, gRPC streaming, scaling.
- rudironsoni Skill Dotnet Serena Code Navigation
Efficient code navigation using Serena MCP symbol operations instead of text search
- rudironsoni Bundle Dotnet Csharp Coding Standards
Defines baseline C# conventions loaded first -- naming, file layout, style rules.
- bjornmelin Bundle Upgrade Pack Generator
Generate repo-local dependency upgrade packs under `.agents/plans/upgrade/topic-slug/` with a playbook, trigger prompt, operator mode, and canonical manifest. Use when Codex needs to research an anchor package, expand related dependencies, detect target repo context, and create a reusable upgrade folder before any implementation work starts.
- manastalukdar Skill Tool Connect
Connect to external tools via MCP (GitHub, databases, APIs)
- manastalukdar Skill AI Governance
Audit an AI/ML system for governance controls — bias risk, explainability, model risk management, data lineage, fairness metrics, and regulatory alignment (EU AI Act, NIST AI RMF)
- manastalukdar Skill Agent Evaluate
Define behavioral contracts, run adversarial tests, and detect regressions for AI agents — invariants, edge cases, statistical analysis, and benchmark-production gap detection
- rudironsoni Bundle Dotnet Csharp Source Generators
Creates Roslyn source generators. IIncrementalGenerator, GeneratedRegex, LoggerMessage, STJ.
Frequently asked questions
What are AI & ML agent skills?
AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.
Which AI & ML skills are most installed?
Popular AI & ML skills on SkillMD right now include multi-model-review, convex-feature-spec, upgrade-pack-generator. Rankings shift as installs change; sort this page by "Most installs" for the live list.
Do AI & ML skills work with Claude Code and Cursor?
Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds@latest add <owner>/<name>, or copy the file into your agent's skills directory.