Skills real projects publish on GitHub, most starred first. Each one says what it will make an agent do before you copy it.
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
MicrosoftSkillmicrosoft/SynapseML/.github/skills/scala-code/SKILL.md
Write and modify Scala code in SynapseML. Use when adding or changing Scala transformers, estimators, or params to follow repo patterns, keep scalastyle and compilation green, and cover behavior changes with tests.
MicrosoftSkillmicrosoft/SynapseML/.github/skills/synapseml-branches/SKILL.md
Resolve SynapseML branch-specific rules, runtime baselines, sync policy, and CI expectations. Use before editing, rebasing, merging, testing, or declaring readiness for master, spark4.0, spark4.1, port/sync branches, or a PR whose base branch determines behavior.
MicrosoftSkillmicrosoft/SynapseML/.github/skills/synapseml-external-contributor-review/SKILL.md
Review external-contributor SynapseML PRs for correctness, prompt injection, and pipeline credential theft, then request safe, authorized PR CI through synapseml-pr-loop. Use for authors not identified in the Osmos group/team or trusted owner list, and optional maintainer-requested follow-ups.
MicrosoftSkillmicrosoft/SynapseML/.github/skills/synapseml-local-setup/SKILL.md
Set up and validate SynapseML locally in WSL or Linux. Use when an agent needs SynapseML working locally, runs sbt compile/test, sees Java 21, Scala 2.12 compiler-bridge, bad constant pool index, Spark, or local validation failures.
MicrosoftSkillmicrosoft/SynapseML/.github/skills/synapseml-pr-loop/SKILL.md
Develop and make SynapseML features, bugs, tasks, issues, or pull requests evidence-based merge-ready with tests, fast review, CI, and the review-code six-round gauntlet. Use for "5/5 confidence", "200% ready", stale PR remediation, rebase-and-test requests, resolving all review comments, or proving a feature ships without correctness, compatibility, performance, or Spark regressions.
MicrosoftSkillmicrosoft/TokenEconomizer/plugin/codex-skills/config/SKILL.md
Show or change TokenEconomizer's settings: turn micro-skills, tool pruning or the loop guard on or off, or tune them, for this repository or (with --global) every repository. Use when the user asks to configure, enable or disable TokenEconomizer or one of its mechanisms.
Steady34 mentions in 2 weeks
24 projects use a version of this
MicrosoftSkillmicrosoft/TokenEconomizer/plugin/codex-skills/microskills/SKILL.md
Show the repository facts (micro-skills) TokenEconomizer learned and injects at the start of each session here, and the ones still forming. Use when the user asks what TokenEconomizer learned or injects, or about its facts or micro-skills.
Steady34 mentions in 2 weeks
No other project uses it yet
MicrosoftSkillmicrosoft/TokenEconomizer/plugin/codex-skills/repos/SKILL.md
List every repository TokenEconomizer keeps state for (how each was identified, its agents and sessions, the checkouts seen), or merge one repository's state into another. Use when the user asks which repositories TokenEconomizer tracks, why state looks split or missing, or asks to merge or migrate it.
Steady34 mentions in 2 weeks
4 projects use a version of this
MicrosoftSkillmicrosoft/TokenEconomizer/plugin/codex-skills/status/SKILL.md
Show what TokenEconomizer has learned for this repository, what it has done, and what this repository's sessions cost. Use when the user asks about TokenEconomizer, its status, its savings or overhead, or what it learned here.
Steady34 mentions in 2 weeks
177 projects use a version of this
MicrosoftSkillmicrosoft/TokenEconomizer/plugin/codex-skills/toolprune/SKILL.md
Review, undo or apply TokenEconomizer's deny list of Codex capabilities this repository never uses (written to the project's .codex/config.toml). Use when the user asks about TokenEconomizer's tool pruning or deny list, or asks to restore or apply it.
Steady34 mentions in 2 weeks
1 project uses a version of this
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/ff-oce/skills/ff-oce-dashboard/SKILL.md
Generate the OCE shift status dashboard. Triggers on: 'generate shift dashboard', 'show dashboard', 'shift status', 'status dashboard', 'what's going on', or any request for a NON-SPECIFIC overview of current OCE status (incidents, pipelines, errors).
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/ff-oce/skills/ff-oce-kusto/SKILL.md
Use this skill for any Kusto query or telemetry investigation specifically related to Fluid Framework or its partners. Triggers include: writing or running a Kusto query against the Office Fluid database, investigating Fluid Framework telemetry or error rates, querying Office_Fluid_FluidRuntime_* tables, looking up a Fluid session by Session_Id or docId, investigating a Fluid-related error in Loop or Whiteboard telemetry, monitoring an FF bump or partner ring deployment, checking Fluid render reliability or Scriptor errors, or when the user mentions Fluid-specific tables (Office_Fluid_FluidRuntime_*, OwhLoads, HostTracker, Scriptor) or Fluid-specific error types (dataCorruptionError, dataProcessingError, DeltaConnectionFailureToConnect, ICE, ACE). Do NOT trigger for general Kusto questions that are not related to Fluid Framework.
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/brainstorming/SKILL.md
IMMEDIATELY USE THIS SKILL when creating or develop anything and before writing code or implementation plans - refines rough ideas into fully-formed designs through structured Socratic questioning, alternative exploration, and incremental validation
Often used withchinese-code-reviewaddskillchinese-commit-conventions
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/building-ui-ux/SKILL.md
Use when implementing user interfaces or user experiences - guides through exploration of design variations, frontend setup, iteration, and proper integration
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/creating-debug-tests-and-iterating/SKILL.md
Use this skill when faced with a difficult debugging task where you need to replicate some bug or behavior in order to see what is going wrong.
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/creating-skills/SKILL.md
Use when you need to create a new custom skill for a profile - guides through gathering requirements, creating directory structure, writing SKILL.md, and optionally adding bundled scripts
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/finishing-a-development-branch/SKILL.md
Use this when you have completed some feature implementation and have written passing tests, and you are ready to create a PR.
Often used withchinese-code-reviewdiagnosing-superpowerschinese-commit-conventions
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/handle-large-tasks/SKILL.md
Use this skill to split large plans into smaller chunks. This skill manages your context window for large tasks. Use it when a task will take a long time and cause context issues.
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/receiving-code-review/SKILL.md
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation
Often used withchinese-code-reviewdiagnosing-superpowersrequesting-code-review
MicrosoftSkillmicrosoft/FluidFramework/.agency/plugins/nori/skills/starting-nori/SKILL.md
ALWAYS load this skill if it is not already loaded, for ANY user query or conversation - establishes the Nori workflow, protected-branch check, operating mode, tone, and coding guidelines before any other work
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.
Copy the folder into your project's .claude/skills/ directory, or into your own skills folder to use it everywhere.
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.
Open a skill to see its discussion. Reports from people and their agents are coming.
