Agent Skills & Plugins · Reviewed 28 Oct 2026

SkillsMP

Searchable catalog of 3M+ agent skills from public GitHub repositories.

from $8.25 · free tier · skillsmp.com ↗

Paid against free › Agent Skills & Plugins › SkillsMP

SkillsMP at a glance

Overview

01

Summary

The useful answer before the supporting detail.

SkillsMP is an independent community project that collects public SKILL.md files from GitHub, providing a searchable map of the emerging agent skills ecosystem S1. It serves developers, researchers, and AI enthusiasts who need to discover, compare, and understand reusable agent skills across different fields and occupations S1. The platform offers keyword search, occupation categories, creator views, and an API to help users navigate the growing number of skills S1.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: SkillsMP is an independent community project and agent skills marketplace S1.
  • Core purpose: It solves the difficulty of finding the right agent skills as their number grows S1.
  • Intended users: Developers, researchers, and AI enthusiasts exploring the agent skills ecosystem S1.
  • Product scope: A web-based catalog with search, occupation categories, creator views, and an API S1.
  • Positioning: It builds a map of the ecosystem so people can enter from different angles S1.
  • Claimed distinction: It provides early API access and cross-domain browsing around 800+ occupations S1.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
DevelopersDiscover reusable agent skills for coding workflows, such as code review or browser automation S129.
ResearchersAnalyze emerging trends in agent skills across different fields and occupations S1.
AI enthusiastsExplore what kinds of skills people are creating and how they are structured S1 S40.
Technical writersFind skills for documentation, technical writing, and knowledge management S16.
Billing clerksLocate skills for generating invoices, processing payments, and investigating discrepancies S116.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Keyword searchSearch the catalog of agent skills by keyword, with wildcard support S1 S22.
Occupation browsingBrowse agent skills by occupation categories, such as billing and posting clerks S1.
Creator and repository viewsFollow creators and repositories to understand where skills come from S1.
API accessSearch SkillsMP data programmatically via REST API S22.
MCP serverConnect AI agents to SkillsMP via Model Context Protocol S120.
Data exportExport skill metadata in batches, with plan-based limits S104.
Source linkingView source links to GitHub repositories for each skill S1 S40.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
REST APIAPISearch SkillsMP data programmatically with keyword queries S22.
MCP serverAI interfaceConnect AI model, ChatGPT, and other AI agents directly to SkillsMP S120.
OpenAPI 3.0 specificationAPIAuto-generate clients and discover the API S120.
GitHubData sourceSkills are sourced from public GitHub repositories S1.
cURL, JavaScript, Python examplesSDKProvide code examples for API integration S120.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
FreeUS$0, no paid billing cycle S104Website search; 1 successful export/day; 50 API/MCP searches/day S104500 rows/export; website search has capacity protection S104
StandardUS$99 paid once per year (US$8.25/month equivalent) S10420,000 metadata rows/month; 5,000 API/MCP searches/month S10410,000 rows/export; 30-day paid re-export credit S104
ProfessionalUS$299 paid once per year (US$24.92/month equivalent) S104100,000 metadata rows/month; 25,000 API/MCP searches/month S10410,000 rows/export; source packages not included S104

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
skillsllm.com215AI modelskills marketplace
atcyrus.com111AI modelskills marketplace
skillmarket.com111skill market
reddit.com112AI modelskills marketplace
medium.com112skill market
instagram.com113skill market
news.ycombinator.com114AI modelskills marketplace
info.theskillmarket.com114skill market
marketing-skills.com115AI modelskills marketplace
agent37.com115skill market

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

Website intelligence — Scout synthesis

  • No direct competitor comparisons found in the evidence catalog.
  • Positioning: The site positions itself as a marketplace for agent skills, distinct from general code repositories by aggregating SKILL.md files W6.
  • Differentiators: Occupation-based browsing using the U.S. Department of Labor SOC taxonomy (800+ occupations) W94, content-language filters W82, and a community section for X posts W5.
  • Scout inference: The competitive moat appears to be catalog scale and structured metadata (SOC mapping, language detection) rather than exclusive content, since skills are sourced from public GitHub repositories W153.
14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 2.5%
MonthSource
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
integrations\string \
changes](/creators/onewave-ai/claude-skills/player-comparison-tool)https://skillsmp.com/occupations/news-analysts-reporters-and-journalists-273023

These are first-party product claims, not independent measurements of AI-search visibility.

Website intelligence — Scout synthesis

  • AI-agent focus: The site is explicitly designed for AI agents, with an API and MCP support for programmatic search W30W50.
  • Content language detection: Skills can be filtered by detected content language (en, zh, ja, mul, und), supporting multilingual discovery W61W82.
  • Community signal: The site curates X posts about Skills, suggesting awareness of social/AI-ecosystem chatter W5W75.
  • Scout inference: The site is well-positioned for AI-driven discovery (agents searching for skills), but there is no evidence of AI-generated content or AI-specific SEO tactics on the site itself.
15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gap2 first-page appearances across AI modelskills marketplace

Website intelligence — Collected evidence

Website evidence gaps

  • features: no usable public page was collected; verify whether the site publishes this evidence.
  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Website intelligence — Scout synthesis

  • Content gap: No evidence of a blog, guides, or educational content; the changelog and community pages are the closest to content marketing W73W5.
  • Use-case pages: Occupation pages (e.g., journalists, security analysts) provide SEO-friendly, intent-rich landing pages W97W217.
  • API as growth lever: The free API tier (50 requests/day) can drive developer adoption and organic visibility W62.
  • Community building: The X-posts community section is a differentiator that could be expanded into a broader content strategy W5.
  • Scout inference: Opportunities exist in creating educational content about agent skills, expanding occupation/category pages, and leveraging the API for developer-focused marketing.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
skillsmp.comBrowse by CategoryGrounded web search# Browse by Category Explore agent skills organized by their primary use case Note: A skill may belong to multiple categories ... , quality certification, safety review, or guarantee of fit. Open a skill detail and inspect its source before use.
skillsmp.comCodex Skills Directory / SkillsMPGrounded web search## Page focus Browse Codex Skills and reusable SKILL.md workflows for Codex CLI, IDE, cloud tasks, code review, automation, and software development. Primary intent Browse reusable skills for Codex CLI, IDE, and cloud task workflows.

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • Agent Skills Marketplace (SkillsMP) / Toolin.ai — Skills Marketplace (SkillsMP) is an open-source skill discovery platform and aggregation catalog tailor-made for AI coding assistants. By indexing more than ... of overly fragmented, hard-to-find AI skills and helps developers quickly build more capable,
  • SkillsMP — Agent Skills Marketplace — Discover and share 3,000,000+ open-source Agent Skills compatible with AI modelCode, Codex CLI, and ChatGPT. Browse by category, occupation, or keyword search. ## What is SkillsMP? SkillsMP is the largest community-driven marketplace for AI coding agent skills. We aggregate skills from GitHub repositories and make them discoverable through search, categories, and occupation filters. ### Key Stats - 3,000,000+ open-source skills - 12 domains, 50+ categories - 9 languages supported - Free REST API
  • About SkillsMP — SkillsMP does not rush to judge skills. It first organizes them into a map that can be explored: - Browse by occupation to see which agent skills are appearing in different fields - Follow creators and repositories to understand where those skills come from - See which workflows, judgment criteria, and domain habits people are writing into SKILL.md - Return to the real source before deciding whether to install or reuse anything The skill ecosystem is still early. The most interesting skill in a
  • SkillsMP — Agent Integration Guide — SkillsMP (https://skillsmp.com) is a community-driven marketplace aggregating 3,000,000+ open ... Skills from GitHub. It provides both a web interface and ... and recommend skills for AI modelCode, Codex CLI, ChatGPT, and other SKILL.md-based workflows.
  • What Are Agent Skills? SKILL.md, AI model & Codex / SkillsMP — ## What are Agent Skills? Agent Skills are reusable task capabilities packaged around a SKILL.md file. This page explains the standard and platform names; use the directory when you want to browse installable skills. Agent targets AI modelCode, Codex,
  • GitHub Creators — . Each creator page summarizes the associated GitHub repositories, the skills found in those repositories, and recently recorded catalog activity. This directory follows the catalog's current order; use search or occupation filters to narrow the list.
  • Changelog — to find Skill launches, examples, and discussions. - 🔗 Open the original post, confirmed links to a Skill ... from a post. - 📖 Skill detail pages now show related posts. Some also include source-backed notes on purpose, prerequisites, and how to use the
  • SkillsMP — Agent Skills Marketplace — ## What is SkillsMP? SkillsMP is the largest community-driven marketplace for AI coding agent skills. We aggregate skills from GitHub repositories and make them discoverable through search, categories, and occupation filters.

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipNot published on the collected pages.—
Contact and supportsupport@skillsmp.comsource
Legal and privacyYearly billing is one upfront payment; the large card price is its monthly equivalent. Paid API and export allowances are still provided each month, not as a full-year allocation. You can stop renewal in Account usage ansource
Security and complianceGet back into a locked or hacked account the right way — the official recovery routes, what proof you'll need, and how to re-secure it so it doesn't happen again. Use when asked I'm locked out of my account, my account gsource
Uptime and status pageNot published on the collected pages.—
Domain registered2025-10-20—
Domain expires2033-10-20—

Not found on the collected pages: company and ownership, uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Product FAQFAQAnswers common product, workflow, pricing, privacy, ownership, API, and team questions. (source)Not dated
Developer Portal - SkillsMP APIDocumentationIntegrate with the SkillsMP API to discover 3M+ Agent Skills programmatically. Get your API key, explore endpoints, and build agent-ready applications. (source)Not dated
Documentation - Agent Skills / SkillsMPDocumentationBrowse agent skills for documentation, technical writing, and knowledge management (source)Not dated
Technical Docs - Agent Skills / SkillsMPDocumentationBrowse agent skills for API documentation, technical writing, and developer docs (source)Not dated
SkillsMP API - Agent Skills SearchDocumentationSearch SkillsMP data programmatically with REST. Query AI modelCode, Codex, and ChatGPT agent skills by keyword, category, occupation, and detected Skill... (source)Not dated
Agent Skills Marketplace / Codex & AI modelSkills / SkillsMPRelease notesPublic product change history. (source)Not dated
What Are Agent Skills? SKILL.md, AI model & Codex / SkillsMPProduct updateProduct update is publicly available. (source)Not dated

Not found in the collected public sources: public roadmap, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Web application accessible via browser S1.S1
Platforms and appsWeb platform S1.S1
API and extensibility (API, SDK, webhooks, MCP, plugins)Provides REST API and MCP server for programmatic access S22 S120.S22 S120
Data ownership and exportUsers can export skill metadata with plan-based limits S104.S104
Performance and reliability claimsNot published on the collected pages.—
Release activityNot published on the collected pages.—
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2025-10-20 — Spaceship, Inc.
Domain expires2033-10-20
First archived2025-10-29 — web archive
TLS certificateGoogle Trust Services, valid, expires 2027-01-18
Security headersCSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Headers not servedHSTS
Server headercloudflare
Mail handled byroute2.mx.cloudflare.net, route3.mx.cloudflare.net
Nameserverscarl.ns.cloudflare.com, lia.ns.cloudflare.com
21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 99/100
  • Critical issues: 0
  • Warnings: 4
  • Notices: 0

Issues

SeverityIssueValueAffected URL
warningSlow HTML response3922https://skillsmp.com/community
warningSlow HTML response2697https://skillsmp.com/skills
warningSlow HTML response2466https://skillsmp.com/de
warningSlow HTML response2477https://skillsmp.com/ja

Crawled pages

StatusTitleH1sWordsResponseURL
200Agent Skills Marketplace \Codex & AI modelSkills \SkillsMP11340
200Agent Skills Search \SkillsMP1619485 ms
200Agent Skills Community: X Posts & Examples \SkillsMP114433,922 ms
200Agent Skills by Occupation \SkillsMP13249669 ms
200Agent Skills Creators \SkillsMP124371,444 ms
200Agent Skills Library for AI model & Codex \SkillsMP17762,697 ms
200Plans \SkillsMP112881,117 ms
200What Are Agent Skills? SKILL.md, AI model & Codex \SkillsMP11080350 ms
200سوق ⁦Agent Skills⁩ \مهارات ⁦Codex⁩ و⁦AI model⁩ \⁦SkillsMP⁩11279
200Marktplatz für Agent Skills \Codex & AI model \SkillsMP11298
200Mercado de Agent Skills \Codex y AI model \SkillsMP11443
200Catalogue d’Agent Skills \Codex et AI model \SkillsMP11489
200Agent Skills を探す \Codex・AI model のスキル \SkillsMP1696
200Agent Skills 둘러보기 \Codex·AI model 스킬 \SkillsMP11191
200Catálogo de Agent Skills \Codex e AI model \SkillsMP11423

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct55.8%
search24.5%
search organic24.5%
search paid0.0%
social5.1%
social organic4.8%
social paid0.2%
referrals11.1%
paid referrals0.2%
mail0.8%
gen ai2.5%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Website intelligence — Scout synthesis

  • Analytics tools: Privacy policy discloses use of Google Tag Manager, Google tag, and Ahrefs Analytics for visit measurement W142.
  • Data collection: Usage data includes page views, clicks, search queries, and browsing behavior W126.
  • Scout inference: The site uses standard analytics tooling; no evidence of Search Console data or performance metrics is available in the catalog.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention any competitors by name. SkillsMP does not certify skill safety or quality S40. The catalog is a snapshot, not a live ranking S40. No information is available on legal, privacy, uptime, or performance specifics.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 14 of 15 collected pages from skillsmp.com, including the homepage, about, pricing, API docs, developer portal, and category pages. Evidence was gathered via static and browser rendering rendering, with an external proof search performed. The catalog includes 3M+ skills, but the report focuses on the platform itself. Limitations: some pages were not fully rendered, and external review content was not collected.

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