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Claude Skills

The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.

Every Agent Skill we could find on GitHub, deduplicated by content. 79 354 files from 1 739 authors, of which 61 713 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.

61 713
unique skills
out of 79 354 files found on GitHub
17 641
are copies
same content, someone else's repository
1 738
tokens, median
what a typical skill costs you in context
7 879
name collisions
two skills with one name cannot sit side by side

59 581–59 640 of 61 713

page 994 of 1 029
Commenting Content
by microsoft
vendor

Analyzes a .docx or .pptx file, researches the topic using internal documents, emails, Microsoft Teams messages, and web sources, then adds native comments throughout the file authored by "Copilot Studio AI" — without modifying the original content.

9k tokens scripts
Content Quality Auditor
by microsoft
vendor

Use this skill when the user asks to assess, audit, score, review, improve, prioritise, or quality-check content, documents, pages, posts, decks, or reusable artefacts.

2k tokens
Copilot Studio Topic Blueprint
by microsoft
vendor

>- Use this skill whenever the user describes a Copilot Studio agent in a sentence or two and wants a build-ready blueprint, or asks how to design, scope, or structure an agent (its type, topics, tools, knowledge, or welcome experience). Trigger on requests like "design a Copilot Studio agent that…", "turn this use case into an agent", "how should I structure this agent", or a pasted one-line use case. Do NOT trigger for testing an existing agent (that is the test-planner skill) or for generic Power Platform flows unrelated to an agent.

1k tokens
Doc Format Converter
by microsoft
vendor

>- Use this skill whenever the user asks to convert a document or file from one format to another — Markdown, HTML, PDF, Word (.docx), PowerPoint (.pptx), Excel (.xlsx), CSV, or plain text (e.g. "turn this Word doc into a PDF", "make slides from this markdown", "save this page as markdown"). Only for producing a converted file as a deliverable. Do NOT use this skill to answer questions about a document's content — the analyzing-* skills handle that. Run the bundled scripts/convert.py instead of writing ad-hoc conversion code, BEFORE attempting any conversion yourself.

31k tokens scripts
Eu Greenwashing Analysis
by microsoft
vendor

Use this skill whenever the user submits a product description, marketing text, catalog entry, packaging copy, or advertising claim and asks to check it for greenwashing, environmental claim compliance, sustainability wording risks, or alignment with EU Directive 2024/825 or the Green Claims Directive. Produces a structured per-claim findings report with risk levels, regulation references, and recommended corrections.

2k tokens
Gantt Chart Generator
by microsoft
vendor

Use this skill whenever the user asks to visualize a project schedule, timeline, Gantt chart, or phase/task breakdown over time. It gives the agent a prebuilt, parameterized gantt() function so Gantt charts are produced instantly and consistently — with colour-coded groups, completion overlays, a today reference line, and auto-scaled date axes — instead of hand-writing matplotlib each time.

7k tokens scripts
Generating Podcast Script
by microsoft
vendor

Use this skill whenever the user asks to write, generate, or create a podcast script or podcast episode — from a topic, or from source material such as a news digest, newsletter, email review, or set of articles — and optionally convert it to audio with Azure Text-to-Speech. Handles the initial request and every follow-up refinement (source, topic, length, cast, narration) in the same task.

4k tokens
Enterprise Agent Design Authority
by microsoft
vendor

Use this skill whenever the user asks to review, assess, validate, improve, govern, or prepare a Microsoft Copilot Studio agent, multi-agent solution, or enterprise AI architecture before implementation. Apply an enterprise architecture assessment before proposing implementation or design changes.

1k tokens
Global Greenwashing Claim Auditor
by microsoft
vendor

Use this skill whenever the user asks to audit, scan, review, classify, or de-risk environmental, sustainability, climate, circularity, recycling, emissions, or green marketing claims in pasted conversational content, CSV files, XLSX workbooks, DOCX documents, PPTX presentations, or website URLs. Report universal vocabulary risks separately from Canadian (CA), European Union (EU), and United Kingdom (UK) legal and guidance findings.

27k tokens scripts
Exam Prep Learning Plan Builder
by microsoft
vendor

Build a personalized, day-by-day study plan for an upcoming exam, certification, or test. Use this skill whenever someone mentions studying for an exam, prepping for a certification, needs a study schedule, is trying to pass a test by a certain date, or asks for help organizing exam prep, even if they don't use the word "plan" explicitly (e.g. "I have my PMP in 6 weeks and don't know where to start", "help me study for the bar", "I need to prep for the AZ-900"). Also use when someone wants to revise or adjust an existing study plan because their timeline changed, they fell behind, or their confidence in a topic shifted.

10k tokens
Grab My Files
by microsoft
vendor

Bundle every file the agent produced in this session into a single timestamped .zip and hand it back as a download. Use when the user asks to "export all produced files", "zip my files", "package everything you made", "bundle my files", "give me all the files", or similar. Files are read from /app/created/. Do NOT use to fetch a single named file the user can already download on its own, to create or convert a file, or to save/persist files to SharePoint, OneDrive, or Dataverse — those are separate flows, not a local zip-and-download.

2k tokens
Idea Refiner
by microsoft
vendor

Refine the user's existing plan, decision, or draft through relentless refinement. Use when the user wants to sharpen or stress-test their thinking.

399 tokens
Iterative File Editing
by microsoft
vendor

>- Use this skill whenever you create or edit ANY file for the user in the Copilot Studio container — a document, spreadsheet, slide deck, code file, data export, anything. It keeps your work-in-progress durable and shows the user an updated version after every change, so the two of you refine the same file together across turns — the user sees real progress each round, earlier work is never lost, and neither of you has to start over. Apply it from the very first file you make.

1k tokens
Lab Column Mapper
by microsoft
vendor

Use this skill when a Power Automate flow triggers the agent with a payload describing an unknown source column from a lab results file that broke an Azure Data Factory ingestion pipeline. The skill semantically matches the source column against the canonical clinical schema indexed in Azure AI Search, scoped first by the sending lab and then by clinical domain, and writes a suggested destination-column mapping to the Dataverse review queue for a clinical informatics steward to approve. Also activates on manual invocations like "map this lab column", "the ADF pipeline failed on column X, what should it map to", or "suggest a canonical column for this lab feed field".

8k tokens scripts
Institutional Knowledge
by microsoft
vendor

Extract and preserve a departing senior leader's institutional knowledge — projects, decisions, rationale, relationships, tribal knowledge — into a structured, multi-phase archive built from M365 signals (emails, Teams, meetings, SharePoint/OneDrive). Resumable across multiple sessions. Use when the user asks to "build an institutional knowledge archive", "preserve institutional knowledge", "capture a departing leader's knowledge", "run a knowledge extraction for an executive handoff", "document a leadership transition before someone retires", or otherwise to capture/preserve a specific leader's decision history and expertise before they leave. Do not trigger on incidental mentions of someone retiring, leaving, or being out of office.

8k tokens
Knowledge Corpus Curator
by microsoft
vendor

>- Use this skill whenever a user asks to audit, curate, clean up, deduplicate, rationalize, or assess files used by an AI knowledge source. Require the user to upload copies of the source files, analyze those complete files locally, and use configured knowledge sources only to validate findings.

26k tokens scripts
Knowledge Source Router
by microsoft
vendor

>- Determines which region-specific knowledge source(s) to search based on the user's location. You MUST invoke this skill BEFORE calling the KnowledgeSearch tool, and pass the chosen source(s) as its `sources` parameter.

954 tokens
Linkedin Content System
by microsoft
vendor

Use this skill when the user asks to create LinkedIn posts, promotional posts, thought-leadership posts, newsletter introductions, article intros, or long-form LinkedIn content from source notes, facts, or drafts.

1k tokens
Linkedin Content Writer
by microsoft
vendor

Create, polish, rewrite, review, repurpose, brainstorm, or configure evidence-led LinkedIn posts, captions, comments, hooks, ideas, and conversation-scoped writing profiles from facts, notes, drafts, research, announcements, or lived experience. Use for the initial LinkedIn request and every follow-up clarification, revision, correction, constraint, or preference in the active task.

6k tokens
Meeting Analyzer
by microsoft
vendor

> Analyzes meetings from pasted text, transcripts, or audio/video recordings and turns them into a structured intelligence report. Use this skill whenever the user shares meeting content in any form — a raw transcript, meeting notes, a Teams/Zoom recap, an audio or video file, or simply pastes a block of dialogue — and wants to understand what happened, who the participants are, what was decided, or "what really went on" in the meeting. meeting", "what did we agree on", "read this transcript", "insights from this call", or "what am I missing from this conversation" all indicate this skill. It surfaces explicit outcomes (decisions, action items, deadlines), builds persona profiles of the topics, and signals that were never made explicit but matter deeply to the context.

5k tokens
Lookup Dataverse Table
by microsoft
vendor

>- Use this skill whenever the user wants to search, browse, or look up records in a Microsoft Dataverse table — for example "look up accounts", "find opportunities for Contoso", "show me contact details", or "search cases by status". Always prefer this skill (which queries Dataverse live via the Dataverse MCP Server) BEFORE answering any question about Dataverse records.

2k tokens
Mct Excellence Iq
by microsoft
vendor

Use this skill whenever the user asks to design, prepare, deliver, evaluate, improve, localize, or modernize Microsoft technical learning experiences, instructor-led training, workshops, demonstrations, hands-on labs, certification preparation, assessments, surveys, or learning enablement initiatives. Apply an instructional intelligence assessment before generating training assets or recommendations.

3k tokens
Microsoft AI Platform Advisor
by microsoft
vendor

Use this skill when the user needs to choose the right Microsoft AI platform for a project, is comparing Microsoft 365 Copilot, Agent Builder, Copilot Studio, Microsoft Foundry, Foundry Agent Service, Windows AI Foundry, or Agent 365, needs to gather requirements for an AI or agent build, needs a solution architecture recommendation, needs to estimate effort as technical complexity and risk, or asks any variant of "which platform should I use", "how do I choose", "help me scope this AI project", or "what's the right tool for this AI use case".

6k tokens scripts
Pattern Radar
by microsoft
vendor

Scan the user's recent Microsoft 365 signals (emails, active chats/channels, calendar subjects) to surface recurring patterns worth productizing — either as a blog post (the user explains the same thing repeatedly) or as an automation (the user does the same multi-step task repeatedly). Use when the user asks "what should I write about?", "what could I automate?", "find patterns in my work", or invokes "/pattern-radar".

2k tokens
Own Voice Builder
by microsoft
vendor

Analyze the user's own sent emails to build a personal writing-voice profile and generate a reusable personal voice skill from it. Use this skill whenever the user asks to analyze their writing style, learn their tone of voice, create/build/update a personal voice skill or "own voice" profile, make drafts "sound like me", or makes an equivalent request in any other language. Also use it when the user complains that generated emails or Teams messages don't sound like them and no personal voice skill exists yet.

2k tokens
Monte Carlo Analysis
by microsoft
vendor

Use this skill whenever the user asks to run a Monte Carlo simulation, model risk or uncertainty with random sampling, estimate P5/P50/P95 outcomes, or produce a probability distribution for project timelines, portfolio returns, downtime, costs, or similar uncertain variables. Trigger on phrases like 'run a Monte Carlo', 'simulate outcomes', 'probability chart for best and worst case', or when they give min/most-likely/max (or mean/std) and want thousands of iterations. Do NOT trigger for deterministic forecasts with no uncertainty, or for generic charts unrelated to simulation.

14k tokens scripts
PDF Table Data Conversion
by microsoft
vendor

>- Use this skill whenever the user wants tabular data from a PDF document AS A FILE — to extract, pull out, export, convert, or "put into a spreadsheet/Excel/CSV" (e.g. "pull out the rebates from the Contoso contract", "extract this pricing table", "get this into a spreadsheet"). This INCLUDES follow-up requests after you have already answered or summarized the data in chat — e.g. "now give me that as a file/spreadsheet", "export what you just showed me", "download that as Excel". In those follow-ups you MUST still invoke this skill and extract from the source document; never hand-build a spreadsheet from the chat summary. Do NOT use this skill for answer-in-line questions such as "what are the rebates in the Contoso contract?" — those are grounded Q&A.

4k tokens scripts
Persona Reaction Panel
by microsoft
vendor

Pre-simulate how a defined set of role-based personas will react to an internal comms, launch, or enablement artefact before it ships. Use when the user asks to "run the persona panel", "pressure-test this comms against our personas", "QA this launch email/deck before it goes out", "how will each team react to this", or wants persona- and domain-level feedback on a broad internal artefact. Requires a personas file — bring your own (see references/personas.template.md). Do NOT use for 1:1 private comms, HR/performance matters, or legal/contractual language.

3k tokens
Pov Line Generator
by microsoft
vendor

Use this skill when the user asks for a point of view, punchy line, positioning sentence, provocative statement, headline angle, opinion line, or concise strategic stance.

920 tokens
Presentation Talk Track Builder
by microsoft
vendor

| Writes natural, first-person spoken presenter scripts (talk tracks) for the slides in a PowerPoint deck, from slide images, or from pasted slide text. Treats existing speaker notes as AUTHORITATIVE when they contradict slide text. Produces one spoken script per slide with delivery cues, calibrated to a target duration and speaking pace, plus a timing table. Use when the user says "write a script for these slides", "I'm presenting slides X-Y, what should I say", "create a presenter script", "turn my speaker notes into a talk track", or "make a 6-minute script for these slides". Do NOT use to create or edit the visible content of slides, to summarize a recorded meeting or transcript, or for general document writing.

7k tokens scripts
Power Bi Model Review
by microsoft
vendor

>- Use this skill whenever the user shares a Power BI or Analysis Services semantic model (a TMDL export, a BIM/JSON model definition, or a pasted list of tables, relationships, and measures) and asks for a model review, a performance check, or help fixing DAX, before writing or correcting any DAX measure for that model.

2k tokens
Power Automate Desktop Assessment
by microsoft
vendor

Assess Power Automate Desktop and hybrid cloud/desktop automation projects for maintainability, reliability, security, performance, troubleshooting readiness, scaling, and governance using current Microsoft guidance and evidence-based review practices.

25k tokens scripts
Power Automate Documentation
by microsoft
vendor

> Trigger whenever the user uploads or references a Power Automate solution `.zip` and asks about references, dependencies on other flows, or related questions — phrasing like "document this flow", "what does this flow read/write/touch", "map the connection references", "audit this solution", or "which flows call which".

4k tokens
Process Sop Architect
by microsoft
vendor

Use this skill whenever the user asks to document, map, standardize, redesign, or improve a business process from notes, transcripts, interviews, or requirements, especially when they need an editable SOP, process map, RACI, controls, improvement backlog, or polished PowerPoint briefing.

14k tokens scripts
Redlining Content
by microsoft
vendor

Use when the user asks to redline, track changes, or compare differences in a file. Compares an uploaded .docx or .pdf against a provided .dotx/.docx template and returns a redlined .docx where every textual difference is a Word tracked change (insertion/deletion) authored by "Copilot Studio AI". No visual conversion — built directly on the template.

20k tokens scripts
Sharepoint List Insight Report Generator
by microsoft
vendor

Use this skill whenever the user asks for an insights/reporting analysis of a SharePoint list from a connected SharePoint knowledge source; first validate the list exists, then generate and save a single-file interactive HTML report to a pre-approved SharePoint destination whose audience is no broader than the source list and items, and return its SharePoint URL.

3k tokens
Rich HTML Presentation
by microsoft
vendor

>- Use this skill whenever the user asks to create, build, or revise a self-contained HTML or web slide presentation, browser slideshow, keynote-style deck, arrow-key-navigable presentation, or a deck matching a previous HTML presentation. Use it before authoring the HTML so the shared design system, channel-specific delivery, and verification steps are applied. Do not use it for PowerPoint (.pptx), static documents, or data dashboards.

10k tokens
Regulation Monitor
by microsoft
vendor

Use when the user asks to set up, run, or check a scheduled regulation, law, or regulatory-guidance monitor or tracker — triggers include "set up a regulation tracker for X", "monitor [regulation] for me", "run my regulation monitor", "what changed on [regulation] this week", or an unattended scheduler invoking a saved profile. On first invocation walk interactive setup (topics, jurisdictions, cadence, delivery), auto-discover the top authoritative sources per topic, and STOP for user confirmation before any monitoring. On subsequent runs visit only the locked source list plus user seeds, classify items, flag team-relevant ones via a WorkIQ-derived keyword match, and render a self-contained HTML dashboard with client-side sortable columns. Do NOT use for one-off legal research, reading a single document, computing compliance liability or filing position, or non-regulatory news monitoring.

11k tokens scripts
Sharepoint List Formatter
by microsoft
vendor

Use this skill any time SharePoint list is being fetched, searched, or shown to the user — whether it comes from a SharePoint/Microsoft 365 connector, a search result, a pasted export, or a fetched SharePoint URL. Apply it instead of dumping raw JSON or an ad hoc table whenever the user asks to "pull," "check," "look up," "find," or "show" anything from a SharePoint list, even if they never say the word "format.".

2k tokens
Scrollytelling Data
by microsoft
vendor

Turns an uploaded dataset (.xlsx, .csv, .json, or PDF tables) into a self-contained, scroll-driven HTML data story with animated Plotly charts, counting stat cards, and narrative chapters. Use when the user asks for a data story, scrollytelling report, or an interactive narrative write-up of a dataset. If the user asks for a demo or example with no dataset of their own, build the story from the bundled sample workbook at assets/Basketball_Demo_Data.xlsx.

43k tokens scripts
Style Analyzer
by microsoft
vendor

Analyze the user's communication style across their Teams chats and emails to build a reusable mimicry profile — greetings, tone, length, punctuation, sign-offs, common phrases, and quirks. Use this skill when the user asks to capture or analyze their writing style, or before configuring an assistant (e.g. an OOO auto-responder) that should write in their voice.

2k tokens
Skill Authoring Coach
by microsoft
vendor

Use this skill when the user asks to create, improve, review, package, genericise, or submit an Agent Skill, SKILL.md file, skill metadata, or reusable agent instruction bundle.

1k tokens
Tool Tracer
by microsoft
vendor

Use ONLY when the user's message contains the exact command `/special-debug tool-trace` (optionally with `--full`); run the task normally, then write `tool_trace.json` summarizing tool/action/connector calls in order. Sensitive values (secrets, tokens, PII/PHI) are redacted by default; `--full` keeps them verbatim for an authorized admin.

4k tokens
Vendor Contract Risk Review
by microsoft
vendor

>- Use this skill whenever a user shares a vendor contract, SOW, or supplier agreement draft and wants a first-pass risk review before it goes to legal, before recommending any change to contract terms.

1k tokens
Work Brief
by microsoft
vendor

Build a prioritised morning work brief for Microsoft Scout from Outlook mail, calendar, and Teams chats - what the user owes people, what is blocked on others, what is coming up, and what to do first. Use this skill whenever the user asks for a morning brief, a Monday or weekly brief, a daily digest, a "what is waiting on me" or "what did I miss" summary, a catch-up after time off, a review of unresolved team threads or pending actions, a look at the week ahead, or wants to know who is blocking them - even if they never use the word "brief". Also use it when setting any of this up as a recurring Scout automation.

10k tokens
Wikipedia Human Style Writing
by microsoft
vendor

Use this skill whenever the user asks to write, rewrite, humanise, de-AI, or polish prose so it doesn't read as AI-generated — or to review a draft for signs of AI writing. Apply it before returning any substantial prose the user will publish.

4k tokens
Whiteboard To Infographic
by microsoft
vendor

>- Convert a hand-drawn whiteboard photo (or sketched process/diagram) from a discovery or working session into a polished, client-ready infographic as an editable PowerPoint slide (.pptx). Use this whenever someone uploads or references a photo of a whiteboard, a hand sketch of a process or system, or session-capture notes and wants it "cleaned up", "made presentable", "turned into a diagram/infographic", "converted for the client", or similar — even if they don't say the word "infographic". Covers two layout archetypes — linear process flows (left-to-right step rails) and network/topology maps (locations, systems, or actors connected by labeled flows). Built for consulting/ERP discovery capture but works for any whiteboard-to-deliverable conversion. Do NOT use for charts/graphs from numeric data, for editing an existing polished design, or for generating diagrams with no source sketch.

7k tokens
Textum
by snakeying

Textum PRD→Scaffold→Story workflow for Codex with low-noise outputs and gate checks.

115k tokens scripts
Textum
by snakeying

Textum PRD→Scaffold→Story workflow for Codex with low-noise outputs and gate checks.

115k tokens scripts
B2 Cloud Storage
by backblaze-labs

Manage Backblaze B2 cloud storage. List files, audit usage, estimate cost, clean up stale data, review security posture, and manage lifecycle rules. Use when the user mentions B2, Backblaze, object storage buckets, or storage cleanup.

8k tokens scripts
Update Changelog
by kenjudy

Updates a project changelog with entries for changes since the branch diverged from main. Use when about to open a PR, cutting a release, or when the user asks about changelog, release notes, or migration notes.

1k tokens
Pdca Framework
by kenjudy

Guides developers through a human-supervised PDCA framework for AI code generation. Applies analysis, TDD, validation, and retrospection. Activates for sessions requiring systematic quality control.

7k tokens scripts
Database Sentinel
by Farenhytee

Multi-backend database security auditor. Audits Supabase, Firebase (Firestore/RTDB/Storage/Functions/Remote Config), MongoDB (self-hosted + Atlas), self-hosted PostgreSQL, and self-hosted MySQL for RLS/rules misconfigurations, exposed credentials, auth bypasses, MongoBleed (CVE-2025-14847), pgBouncer CVE-2025-12819, mysql_native_password drift, ghost auth, and storage exposures. Use this skill whenever the user mentions database security, RLS or rule audits, security review, penetration testing a vibe-coded app, checking if their DB is exposed, hardening a backend, fixing security rules, or auditing apps built with Lovable/Bolt/Replit/Cursor/Claude Code on any of these backends. Trigger on phrases like 'is my app secure', 'check my database', 'audit my Firebase', 'audit my MongoDB', 'audit my Postgres', 'audit my Supabase', 'is my DB exposed', or any cross-backend variant ('audit my full stack').

69k tokens
Supabase Sentinel
by Farenhytee

Audit any Supabase project for security vulnerabilities, RLS misconfigurations, exposed API keys, auth bypasses, and storage issues. Use this skill whenever the user mentions Supabase security, RLS policies, database security audit, security review, penetration testing a Supabase app, checking if their database is exposed, hardening their Supabase project, fixing RLS, or anything related to securing a Supabase or vibe-coded application. Also trigger when the user asks about securing apps built with Lovable, Bolt, Replit, Cursor, or any AI coding tool that uses Supabase as a backend. Even if the user just says 'is my app secure' or 'check my database' and their project uses Supabase, use this skill. (DEPRECATED: this skill is a backwards-compat shim. Prefer the multi-backend `database-sentinel` skill, which covers Supabase plus Firebase, MongoDB, self-hosted Postgres, and self-hosted MySQL.)

965 tokens
Safe Write Operations
by markifact

Reference — rules for safely executing write/destructive operations against ad accounts. Always loaded into the performance-marketer agent.

883 tokens
Markifact Overview
by markifact

Reference — what Markifact is, what the MCP server exposes, and the discover→inspect→run pattern. Always loaded into the performance-marketer agent.

3k tokens
Wp Block Theme Converter
by siddik-web

Convert any HTML/CSS/JavaScript project into a production-ready WordPress Block Theme (Full Site Editing) with Interactivity API, Block Bindings, per-block CSS, and WordPress 6.5+ best practices. Use this skill whenever the user wants to convert, port, transform, migrate, or rebuild static HTML/CSS/JS into a WordPress block theme, FSE theme, or Gutenberg-compatible theme. Also triggers for scaffolding themes from scratch, generating theme.json from design tokens, creating block patterns from HTML snippets, or building WooCommerce-compatible block themes. Trigger on phrases like "convert to WordPress", "make this a WP theme", "block theme from HTML", "FSE theme", "Gutenberg theme", "WordPress theme from scratch", "port my landing page to WordPress", "WooCommerce theme from HTML", "create a block pattern", "generate theme.json", or any request involving WordPress block theme development. Also use this skill when the user invokes the slash commands /convert-to-wp-theme, /scaffold-wp-theme, /wp-pattern, /wp-theme-json, /wp-template, /wp-block, /wp-migrate, /wp-plugin-theme, /wp-variation, or /wp-classic-to-fse. Even if the user just says "WordPress theme" or "WP theme", this skill is likely relevant.

209k tokens scripts
Routeros Fundamentals
by tikoci

RouterOS v7 domain knowledge for AI agents. Use when: working with MikroTik RouterOS, writing RouterOS CLI/script commands, calling RouterOS REST API, debugging why a Linux command fails on RouterOS, or when the user mentions MikroTik, RouterOS, CHR, or /ip /system /interface paths. Scope: RouterOS 7.x (long-term and newer) only — v6 is NOT covered and accuracy for v6 problems will be low.

27k tokens
Routeros Hotspot
by tikoci

RouterOS hotspot captive portal for wired/wireless access control. Use when: configuring hotspot on RouterOS, setting up captive portal, writing hotspot profiles or instances, configuring walled garden, setting DHCP option 114 (RFC 8910 captive portal URI), integrating RADIUS with hotspot, or when the user mentions /ip/hotspot, walled-garden, hotspot profile, or captive portal on MikroTik.

6k tokens
Routeros Mndp
by tikoci

MNDP (MikroTik Neighbor Discovery Protocol) wire format, behavior, and RouterOS /ip/neighbor integration. Use when: implementing MNDP discovery, parsing MNDP packets, working with /ip/neighbor, understanding WinBox device discovery, debugging why a router doesn't appear in neighbor lists, or when the user mentions MNDP, neighbor discovery, WinBox discovery, or /ip/neighbor.

3k tokens

Claude Skills — questions

Answers built from the skills we actually parsed.

What is a Claude Skill?
A folder with a SKILL.md file: instructions that teach an agent to do one thing well, optionally with scripts and reference files alongside. The format is open and called Agent Skills — Claude Code, Codex and other agents read the same files. It is not a program you run; it is knowledge the agent loads when the task calls for it.
How is a skill different from an MCP server?
A server gives the agent new abilities — it connects to something and exposes tools. A skill gives the agent knowledge: how to use what it already has. They combine, and often literally: 11 329 of the skills here declare which MCP servers they need to work.
Why are there fewer skills here than in other catalogues?
Because we deduplicate by content. Of 79 354 files found on GitHub, 61 713 are unique — the rest is the same skill copied into someone else's repository, word for word. Catalogues that count files rather than skills show every copy as a separate entry.
What does the token count mean?
A skill is loaded into the model's context when it is used, so its size is a running cost on every request that touches it. We measure the whole folder, not just SKILL.md: one official skill is 377 tokens, another drags 83 files of fonts behind it.
How do I install a skill?
Copy the skill folder into ~/.claude/skills for personal use, or into .claude/skills inside a project. The agent picks it up by the name in the SKILL.md header — which is worth checking: 7 879 skills here share a name with another skill, and two of them cannot sit side by side.