Retrieve active cyber-threat intelligence — malware IOCs, C2 infrastructure, and CISA known-exploited vulnerabilities — filterable by type, source, and severity. Use when the user asks about current cyber threats, IOCs, or actively exploited CVEs.
Retrieve strategic UN Comtrade commodity flows with anomaly flags. Use when the user asks who trades a critical commodity, which flows changed sharply, or how trade exposure is shifting.
Retrieve climate-relevant disaster events, anomalies, and climate news. Use when the user asks about floods, cyclones, droughts, heatwaves, wildfires, or climate disruption.
Retrieve geolocated armed-conflict events (UCDP) with parties, fatality estimates, and violence type, filterable by country and date range. Use when the user asks about recent fighting, attacks, or conflict activity in a country or region.
Retrieve recent earthquakes (USGS) with magnitude, depth, location, and a concern score that flags proximity to nuclear test sites. Use when the user asks about recent seismic activity or whether an earthquake was natural.
Retrieve tracked military aircraft positions (OpenSky + Wingbits) with callsign, type, operator, altitude, and activity clusters, filterable by bounding box, operator, and aircraft type. Use when the user asks about military air activity in a region.
Retrieve seeded protest, riot, strike, and civil unrest events. Use when the user asks whether social unrest is occurring in a country or over a recent time window.
Retrieve a point-in-time AIS vessel-traffic snapshot with disruption candidates and optional tanker overlay, filterable by bounding box. Use when the user asks what ships are in an area, or whether maritime traffic is disrupted.
Use this skill when the user wants a systematic literature review, survey, or synthesis across multiple academic papers on a topic. Also covers annotated bibliographies and cross-paper comparisons. Searches arXiv and outputs reports in APA, IEEE, or BibTeX format. Not for single-paper tasks — use academic-paper-review for reviewing one paper.
Take a working agent prototype to a scalable, observable production deployment on Microsoft Foundry. Covers deployment patterns (client-hosted, hosted agents, agent workflows), the agent lifecycle, model routing, response caching, evaluation gates, human-in-the-loop approval, observability with OpenTelemetry, cost optimisation, and smoke-testing deployed agents with the AI Smoke Test action. Based on Lesson 16 of AI Agents for Beginners. USE FOR: deploy an agent to production, scale an agent, Microsoft Foundry hosted agent, Foundry Agent Service, model routing, response caching, evaluation gate, release gate, human approval workflow, agent observability, agent tracing, agent cost optimisation, smoke test a hosted agent, production customer support agent. DO NOT USE FOR: building your first agent (start with Lesson 01), running agents locally on-device (use local-ai-agents / Lesson 17), Azure infrastructure provisioning unrelated to agents, non-Foundry deployment targets.
Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more. Uses Microsoft Learn MCP as the default, with Context7 and Aspire MCP for content that lives outside learn.microsoft.com.
Use when asked to validate, test, smoke-test, or run the course's notebook and code samples against a live Microsoft Foundry / Azure OpenAI configuration. Covers environment setup (.env, az login, packages), the scripts/validate-notebooks.ps1 runner, interpreting PASS/FAIL results, and which lessons need extra resources (Azure AI Search, GitHub MCP, Foundry Local, Playwright).
নিচের ক্যাটাগরিগুলো learn.microsoft.com-এর **বাইরে** অবস্থিত। পরিবর্তে নির্দিষ্ট টুলটি ব্যবহার করুন।
### .NET Aspire — Aspire MCPServer ব্যবহার করুন (প্রস্তাবিত) অথবা Context7
Aspire ডকুমেন্টেশন **aspire.dev**-এ থাকে, Learn-এ নয়। সর্বোত্তম
přiřaďte každému hostovanému agentovi spravovanou identitu s nejmenšími právy.
- **MCP v produkci**: považujte každý MCPserver za nedůvěryhodnou hranici — připněte verzi, omezte jeho identitu, ověřujte výstupy, omezujte rychlost, nikdy nezveřejňujte
hver hostet agent en administreret identitet med mindst privilegium.
- **MCP i produktion**: behandl hver MCP-server som en ikke-pålidelig grænse — fastlås version, afgræns identitet, valider output, rate-limiting, udsæt
A folder with a SKILL.md file: a name, a description of when to use it, and instructions. Claude loads a skill only when the task matches its description.
How do I use one I find here?
Copy the folder into your project's .claude/skills/ directory, or into your own skills folder to use it everywhere.
What do the warnings mean?
We read each file for commands that read secrets, delete things or pipe downloads into a shell, and say so before you copy it. No warning is not a promise that a file is safe.
Which skills worked for people?
Open a skill to see its discussion. Reports from people and their agents are coming.