Skill reviews

Use when the user asks to "analyze competitors" or "竞品分析"; benchmarks competitor keywords, content, backlinks, AI citations, and traffic share into strengths, weaknesses, and an ac

• References files that are not bundled: ../content-gap-analysis/SKILL.md, ../../../references/skill-contract.md, ../../../CONNECTORS.md
• 10 top-level sections: this looks like several domains in one skill
• The response is described with custom markup (3 tags): a typed call is more reliable

Guides Qdrant vertical scaling decisions. Use when someone asks 'how to scale up a node', 'need more RAM', 'upgrade node size', 'vertical scaling', 'resize cluster', 'scale up vs s

• References files that are not bundled: ../../../qdrant-monitoring/SKILL.md, ../horizontal-scaling/SKILL.md
• 2 referenced file(s) missing: ../../../qdrant-monitoring/SKILL.md, ../horizontal-scaling/SKILL.md
• Does not say what the result is

Guides Qdrant data volume scaling decisions. Use when someone asks 'data doesn't fit on one node', 'too much data', 'need more storage', 'vertical or horizontal scaling', 'tenant s

• References files that are not bundled: tenant-scaling/SKILL.md, sliding-time-window/SKILL.md, vertical-scaling/SKILL.md
• 4 referenced file(s) missing: tenant-scaling/SKILL.md, sliding-time-window/SKILL.md, vertical-scaling/SKILL.md
• Prose only: no discrete steps

Different techniques to optimize the performance of Qdrant, including indexing strategies, query optimization, and hardware considerations. Use when you want to improve the speed a

• References files that are not bundled: search-speed-optimization/SKILL.md, indexing-performance-optimization/SKILL.md, memory-usage-optimization/SKILL.md
• 3 referenced file(s) missing: search-speed-optimization/SKILL.md, indexing-performance-optimization/SKILL.md, memory-usage-optimization/SKILL.md
• Prose only: no discrete steps

Guides Qdrant query latency optimization. Use when someone asks 'search is slow', 'how to reduce latency', 'p99 is too high', 'tail latency', 'single query too slow', 'how to make

• References files that are not bundled: ../scaling-data-volume/vertical-scaling/SKILL.md
• 1 referenced file(s) missing: ../scaling-data-volume/vertical-scaling/SKILL.md
• Does not say what the result is

Design Azure infrastructure using natural language, or analyze existing Azure resources to auto-generate architecture diagrams, refine them through conversation, and deploy with Bi

• References files that are not bundled: references/*.md, assets/06-architecture-diagram.png, assets/07-azure-portal-resources.png
• 4 referenced file(s) missing: references/*.md, assets/06-architecture-diagram.png, assets/07-azure-portal-resources.png
• Does not say what the result is

Generate Excalidraw diagrams from natural language descriptions. Use when asked to "create a diagram", "make a flowchart", "visualize a process", "draw a system architecture", "cre

• References files that are not bundled: templates/flowchart-template.excalidraw, templates/relationship-template.excalidraw, templates/mindmap-template.excalidraw
• 13 top-level sections: this looks like several domains in one skill
• 8 referenced file(s) missing: templates/flowchart-template.excalidraw, templates/relationship-template.excalidraw, templates/mindmap-template.excalidraw

Instrument a webapp to send useful telemetry data to Azure App Insights

• References files that are not bundled: examples/appinsights.bicep
• 1 referenced file(s) missing: examples/appinsights.bicep
• Does not say what the result is

Update Azure Verified Modules (AVM) to latest versions in Bicep files.

• References files that are not bundled: link
• 1 referenced file(s) missing: link
• No condition that starts the skill

Generate or edit images via OpenRouter with the Gemini 3 Pro Image model. Use for prompt-only image generation, image edits, and multi-image compositing; supports 1K/2K/4K output.

• References files that are not bundled: assets/SYSTEM_TEMPLATE
• 1 referenced file(s) missing: assets/SYSTEM_TEMPLATE
• Does not say what the result is

Guides Qdrant query throughput (QPS) scaling. Use when someone asks 'how to increase QPS', 'need more throughput', 'queries per second too low', 'batch search', 'read replicas', or

• References files that are not bundled: ../scaling-data-volume/horizontal-scaling/SKILL.md
• 1 referenced file(s) missing: ../scaling-data-volume/horizontal-scaling/SKILL.md
• Does not say what the result is

Update a markdown file section with an index/table of files from a specified folder.

• References files that are not bundled: path/to/filename.ext, path/to/filename2.ext
• 2 referenced file(s) missing: path/to/filename.ext, path/to/filename2.ext
• Does not say what the result is

Use when creating, editing, or generating draw.io diagram files (.drawio, .drawio.svg, .drawio.png). Covers mxGraph XML authoring, shape libraries, style strings, flowcharts, syste

• References files that are not bundled: assets/templates/flowchart.drawio, assets/templates/architecture.drawio, assets/templates/sequence.drawio
• 11 top-level sections: this looks like several domains in one skill
• The response is described with custom markup (13 tags): a typed call is more reliable

Authors a Dynamics 365 Finance and Supply Chain Management Solution Blueprint from scratch through a structured, section-by-section architect interview, establishing scope, target

• References files that are not bundled: references/firm-standards.md
• Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
• 11 top-level sections: this looks like several domains in one skill

Create agent skills for Microsoft technologies using Learn MCP tools. Use when users want to create a skill that teaches agents about any Microsoft technology, library, framework,

• References files that are not bundled: sample_codes/getting-started/hello-kernel.cs
• 1 referenced file(s) missing: sample_codes/getting-started/hello-kernel.cs
• Does not say what the result is

Check any AI agent codebase against the OWASP Agentic Security Initiative (ASI) Top 10 risks. Use this skill when: - Evaluating an agent system's security posture before production

• References files that are not bundled: **validated_args
• Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
• 15 top-level sections: this looks like several domains in one skill

Diagnoses and improves Qdrant search relevance. Use when someone reports 'search results are bad', 'wrong results', 'low precision', 'low recall', 'irrelevant matches', 'missing ex

• References files that are not bundled: diagnosis/SKILL.md, search-strategies/SKILL.md
• 2 referenced file(s) missing: diagnosis/SKILL.md, search-strategies/SKILL.md
• 1 steps

Design, create, review, migrate, or troubleshoot Azure Developer CLI (azd) projects using current Microsoft guidance. Use for azd, azure.yaml, AZD templates, Bicep or Terraform und

• References files that are not bundled: scripts/azd
• The response is described with custom markup (3 tags): a typed call is more reliable
• 1 referenced file(s) missing: scripts/azd

Adopt repository-level harness engineering for coding agents. Use when a user wants to prevent repeated AI coding-agent mistakes by turning failures into durable instructions, drif

• References files that are not bundled: scripts/check_*.py
• 1 referenced file(s) missing: scripts/check_*.py
• Does not say what the process needs to start

Help the user pick, write, or apply an AgentRC policy. Policies customise readiness scoring by disabling irrelevant checks, overriding impact/level, setting pass-rate thresholds, o

• References files that are not bundled: examples/policies/
• The response is described with custom markup (3 tags): a typed call is more reliable
• 1 referenced file(s) missing: examples/policies/

Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory gro

• References files that are not bundled: setup/SKILL.md, debugging/SKILL.md
• 2 referenced file(s) missing: setup/SKILL.md, debugging/SKILL.md
• 1 steps

Run a complete quality engineering audit on any codebase. Derives behavioral requirements from the code, generates spec-traced functional tests, runs a three-pass code review with

• References files that are not bundled: references/filename.md, references/**
• Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
• 20 top-level sections: this looks like several domains in one skill

Build, review, debug, package, and test Roslyn diagnostic analyzers, code fix providers, and incremental source generators. Use for DiagnosticAnalyzer, CodeFixProvider, IIncrementa

• References files that are not bundled: references/SourceWriter.cs, references/CSharpCodeFixVerifier.cs
• 12 top-level sections: this looks like several domains in one skill
• 2 referenced file(s) missing: references/SourceWriter.cs, references/CSharpCodeFixVerifier.cs

Create annotated animated GIF demos and screen recordings for pull requests and documentation. Covers frame capture, timing, imageio-based GIF creation, and per-frame annotation wo

• References files that are not bundled: page
• 10 top-level sections: this looks like several domains in one skill
• 1 referenced file(s) missing: page

Creates valid Microsoft Threat Modeling Tool (.tm7) files compatible with the Microsoft Threat Modeling Tool v7.3+. Use this skill whenever asked to create, generate, or modify a .

• References files that are not bundled: assets/example-minimal.tm7, assets/example-minimal.tm7
• Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
• 10 top-level sections: this looks like several domains in one skill