Microsoft

@microsoftOpen source projects and samples from Microsoft

Open source projects and samples from Microsoft

Redmond, WA

microsoft.com

Curated from public sources. This profile has not been claimed.

GitHub sources1370 Skills · 102 repositories

102 sources

1370 standalone skills1370 published skills

Document Processing

paper2blog

Use when transforming an academic paper, arXiv/OpenReview PDF, conference paper, technical report, poster, slide deck, repository README, or related research materials into a bilingual editorial package for an editing team. Produces two articles by default — a Chinese WeChat public-account version (`blog_zh.docx`) and an English research-blog version (`blog_en.docx`). Use for drafting, revising, or packaging article copy, figure placement, captions, image prompts, and the final `.docx` deliverables.

Testing

scoop-check

Check whether a proposed research novelty (given a problem statement and claimed idea/novelty) overlaps with existing published work. TRIGGER when the user asks to verify research novelty, check if an idea is new, compare a proposed contribution to prior art, do a literature/prior-art search for a specific claim, or assess whether a paper idea has been scooped. DO NOT TRIGGER for general literature reviews unrelated to a specific novelty claim, or for writing related-work sections of an already-validated idea.

Developer Tools

paper-search

Search papers across arXiv, DBLP, OpenAlex, OpenReview, Semantic Scholar, and Crossref for a given query and year range, using ./scripts/search_papers.py. Use when the user asks to find papers, related work, prior art, or recent publications on a specific topic, especially when they mention a date range or specific venues like NeurIPS, ICLR, or ICML.

Testing

idea-spark

Generate ONE reviewer-defensible, implementable research idea with a concrete method and falsification plan from a stated research direction. Use when the user asks for a research idea, novelty analysis, bottleneck diagnosis, or paper-shape suggestion. Skip code review, debugging, and unconstrained brainstorming without research context.

Developer Tools

idea-quality

Score the QUALITY of a research idea at the idea stage — given a Markdown file with Title / Motivation / Method sections (no experiments needed), produce a per-axis quality assessment with cited evidence and an overall 0–100 score plus a verdict; or, given two such idea files, a blind head-to-head comparison. TRIGGER when the user asks "how good is this idea", "rate / score / grade this research idea or proposal", "review my idea .md before I write it up", "is this contribution strong enough to pursue", "which of these two idea files is stronger", or hands over an idea Markdown file (Title/Mot

Data Engineering

trieste-dev

Plan and implement Trieste-based compiler passes and AST transformations for rego-cpp. Use when: adding new compiler passes, modifying AST structure, implementing new Rego language features, debugging pass failures, working with well-formedness definitions, or performing any multi-step implementation that touches the Trieste pass pipeline. Includes the multi-planner approach for complex features.

Testing

regocpp-builtins

Add, update, or remove OPA Rego built-in functions in rego-cpp. Use when: implementing a new builtin, replacing a placeholder with a real implementation, adding a new OPA builtin namespace, updating builtin declarations to match a new OPA version, removing deprecated builtins, or debugging builtin dispatch/registration. Covers the full lifecycle: declaration, implementation, dispatch registration, CMake wiring, and OPA conformance testing.

Application Security

rego-fuzzer

Pass the rego-cpp Trieste fuzzer for a given pass collection. Use when: verifying that compiler passes are robust to all valid WF inputs, debugging fuzzer failures, fixing generative testing regressions, or validating pass changes against random inputs. The fuzzer generates random ASTs from the Trieste well-formedness chain and checks that each pass handles all structurally valid inputs without crashing or producing malformed output.

Strategy

opa-compat-check

Check OPA Rego version compatibility for rego-cpp. Use when: updating OPA version, checking for new OPA releases, auditing rego-cpp compatibility, planning OPA upgrade work, reviewing OPA release notes for rego-cpp impact. Fetches OPA release notes, compares with current rego-cpp support, and produces an actionable compatibility report.

Strategy

multi-perspective-planning

Run a multi-perspective planning process for non-trivial design decisions. Use when: the shape of a solution is uncertain, planning new language features, new passes, API changes, AST restructuring, or cross-cutting concerns. Spawns four competing sub-planners, synthesises with rebuttal resolution, and stress-tests via adversarial review. Supports checkpointing so planning can be restarted at any step.

Testing

finalize-pr

Finalize a rego-cpp PR for release. Use when: wrapping up a branch, preparing a release, cutting a version, or when instructed to finalize a PR. Confirms review/remediation is done, determines branch changes, bumps the version across the library and all wrappers, writes a CHANGELOG entry, updates documentation, runs the editor lens over new comments, and runs format/build/test gates to give CI the best chance of passing.

Testing

code-review

Perform a multi-perspective code review of rego-cpp changes. Use when: reviewing a release, auditing a branch diff, evaluating a PR, or performing a pre-merge code review. Launches four parallel constructive review subagents (Security, Performance, Usability, Conservative), synthesises findings, then runs a sequential adversarial gap-analysis pass. Verifies key findings, produces a unified report with severity-ranked findings and actionable remediation recommendations.

AI Agents

rayfin-getting-started

Use when starting or creating a NEW Rayfin app, or when a Rayfin task comes up and you are not yet inside a Rayfin project. Gets you into a project with the Rayfin CLI, then hands off to the authoritative, version-locked in-project rayfin skill/MCP/docs that own all in-project work. Triggers: build a Rayfin app, start a Rayfin project, create a new Rayfin app, create-rayfin, npm create @microsoft/rayfin, rayfin init, scaffold rayfin, rayfin CLI, rayfin template, universal app, awesome-rayfin gallery, get started with Rayfin

Governance

dlm-diagnostics

Diagnose Microsoft Purview Data Lifecycle Management (DLM) issues in Exchange Online. Use this skill when a user reports: retention policy not applying to workloads, retention policy stuck in Error or PendingDeletion, items not moving from primary mailbox to archive, auto-expanding archive not provisioning additional storage, inactive mailbox not created after user deletion, Recoverable Items or SubstrateHolds folder growing uncontrollably, Teams messages not being deleted after retention period expires, MRM and Purview retention conflicting causing unexpected deletion or retention, adaptive s

Governance

asklearn

Look up Microsoft Purview documentation and guidance from Microsoft Learn. Use this skill ONLY when the user's question does NOT match a diagnostic symptom in dlm-diagnostics. Use dlm-diagnostics first for troubleshooting issues like retention policy errors, archive problems, inactive mailboxes, etc. Use asklearn for general questions like: how do I create a retention policy, how do I set up eDiscovery, how do I enable audit logging, how do I configure communication compliance, how do I set up information barriers, how do I use insider risk management, how do I manage records, or how do I conf

Cloud Platforms

respond-to-pr-comments

Respond to pull request review comments on GitHub or Azure DevOps Services. Reads review threads, validates each, proposes fixes or explanations, applies changes with user confirmation, and updates thread status via the platform's API. Use when the user wants to address PR feedback or resolve review threads.

AI Agents

promptkit

PromptKit composition engine. Use this skill when the user wants to assemble a task-specific prompt, write a requirements doc, investigate a bug, review code, plan an implementation, author agent instructions, create a Copilot prompt file, build an agentic workflow, or perform any engineering task that PromptKit has a template for. Also use when the user mentions PromptKit, asks about available templates or personas, or wants to compose prompts from reusable components.

Application Security

ingest-cwe-taxonomies

Ingest the official MITRE CWE database and generate per-domain security audit taxonomies for PromptKit. Use this skill when the user wants to update CWE taxonomies, ingest a new CWE version, or regenerate domain mappings from the CWE corpus.

AI Agents

bootstrap

Alias for the /promptkit skill. Use this when the user wants to assemble a task-specific prompt using PromptKit, or says "bootstrap" to start the PromptKit composition engine.

AI Agents

boot

Shorthand alias for the /promptkit skill. Use this when the user wants to assemble a task-specific prompt using PromptKit, or says "boot" to start the PromptKit composition engine.

AI Agents

promptflow-to-maf

Convert Prompt Flow flow definitions to Microsoft Agent Framework (MAF) workflows. Parses flow.dag.yaml, maps nodes to Executors, and generates runnable Python code using agent-framework 1.0.x. WHEN: convert promptflow, migrate promptflow, promptflow to MAF, promptflow to agent framework, convert flow.dag.yaml, migrate flow to MAF, convert PF flow, PF to agent-framework, convert DAG flow to workflow, migrate LLM flow. DO NOT USE FOR: writing new MAF workflows from scratch (no source flow), deploying MAF workflows (use maf-online-endpoint), enabling tracing (use maf-tracing), or general agent-f

Cloud Platforms

maf-tracing

Enable tracing and logging for Microsoft Agent Framework (MAF) workflows. Configures OpenTelemetry export to Azure Application Insights and/or a generic OTLP endpoint using environment variables. Adds required packages to requirements.txt. WHEN: enable tracing, add tracing, enable logging, add logging, configure telemetry, Application Insights for MAF, OTLP export, observe workflow, monitor agent workflow, trace agent framework, instrument MAF, add observability, trace workflow executions, debug workflow.

Cloud Platforms

maf-prs-job

Convert an existing Prompt Flow Parallel Run Step (PRS) pipeline submission into an Azure ML PRS pipeline that runs a Microsoft Agent Framework (MAF) workflow. Wraps the MAF workflow into a PRS init()/run() entry script, generates the parallel component YAML and conda environment, and rewrites the pipeline submission script. Replaces what `load_component(flow.dag.yaml)` did automatically for Prompt Flow — produces the hand-built equivalent so that downstream pipeline code (`flow_node = flow_component(...)`, `flow_node.outputs.flow_outputs`, `flow_node.outputs.debug_info`, `flow_node.mini_batch

Cloud Platforms

maf-online-endpoint

Deploy a Microsoft Agent Framework (MAF) workflow as a managed online endpoint to an Azure ML workspace or an Azure AI Foundry hub-based project. Wraps any workflow into an init()/run() scoring script, creates conda environment, endpoint and deployment YAMLs, deploy script, and assigns RBAC. Supports managed identity auth and Application Insights tracing. WHEN: deploy MAF workflow, deploy agent-framework workflow, create online endpoint for MAF, deploy workflow to AML, deploy workflow to Foundry project, managed online endpoint for agent workflow, wrap workflow in scoring script, deploy agent