For Agents · MCPNo local installation · No M11 login
M11Capability Engineby Patrick Moser-Brillowski
Curated AI capabilities

Find a skill.
Get to work.

Useful AI skills from strong open sources, cleaned up for discovery, task fit and direct use.

All skills

◎265k ★GitHub

Multi-Agent Orchestration

Coordinates multi-agent work with clear owners, work items, evidence, and merge gates.

Agents · Orchestration→
·265k ★GitHub

AI Context Window Audit

Audits Claude Code context overhead and recommends ways to reduce unnecessary loaded content.

Research · Context→
·265k ★GitHub

AI Agent Architecture Audit

Diagnoses agent-system failures across prompts, memory, tools, wrappers, and output delivery.

Research · Agent Architecture→
≡265k ★GitHub

AI Skill Discovery

Searches local and external skill sources for existing matches before a new skill is created.

Knowledge Work · Skill Discovery→
↗51k ★GitHub

Lead Magnet Strategy

Plans lead magnets around audience needs, buyer stage, capture approach, distribution, and measurement.

Marketing · Lead Generation→
↗27k ★GitHub

Ideal Customer Profile

Defines an evidence-based ideal customer profile from research, customer behavior and jobs to be done.

Marketing · Customer Research→
↗27k ★GitHub

Go-to-Market Strategy

Builds a launch plan connecting target segments, channels, messaging, milestones and measurable outcomes.

Marketing · Go-to-Market→
↗27k ★GitHub

Marketing Campaign Ideas

Generates five campaign concepts with audience messages, channel choices and testable engagement hypotheses.

Marketing · Campaigns→
↗27k ★GitHub

Product Growth Loops

Evaluates product-led growth loops and outlines measurable experiments for sharing, collaboration and referrals.

Marketing · Growth→
↗27k ★GitHub

Competitor Analysis

Compares competitors using cited evidence and identifies differentiation opportunities and research gaps.

Marketing · Market Research→
↗27k ★GitHub

North Star Metric

Defines one customer-value metric and supporting input metrics with clear measurement assumptions.

Marketing · Measurement→
↗27k ★GitHub

Product Positioning

Develops differentiated product positioning ideas with audience fit, rationale, and supporting messages.

Marketing · Positioning→
·0 ★GitHub

Product Vision

Draft and compare product vision statements grounded in company values and customer needs.

Business · Product Strategy→
·0 ★GitHub

Go-to-Market Motion Selection

Compare seven acquisition approaches and prioritize a practical go-to-market plan.

Business · Go-to-Market→
·0 ★GitHub

Customer Feedback and JTBD Analysis

Synthesize supplied feedback into evidence-backed themes, jobs to be done and improvement priorities.

Business · Customer Research→
·0 ★GitHub

PESTLE Market Environment Analysis

Map external political, economic, social, technological, legal and environmental factors for a business decision.

Business · Product Strategy→
·0 ★GitHub

Customer Journey Mapping

Map customer touchpoints and friction from awareness through advocacy.

Business · Customer Research→
·0 ★GitHub

Ansoff Growth Options

Compare growth options across existing and new products and markets.

Business · Product Strategy→
·0 ★GitHub

Data Analysis Validation

Review methodology, calculations and conclusions before sharing an analysis.

Data & Analytics · Data Analysis→
·0 ★GitHub

Dataset Profiling

Profile a dataset and identify quality issues and useful follow-up analyses.

Data & Analytics · Data Analysis→
·0 ★GitHub

Statistical Analysis Guidance

Choose descriptive statistics and hypothesis tests while making assumptions and uncertainty explicit.

Data & Analytics · Data Analysis→
↗0 ★GitHub

Programmatic SEO Planning

Plan useful SEO pages at scale with a data strategy, templates and twelve complete playbooks.

Marketing · SEO→
↗0 ★GitHub

Landing Page and Form Conversion Review

Review marketing pages and forms, prioritize friction fixes and design measurable experiments.

Marketing · Conversion Optimization→
↗0 ★GitHub

Paywall and Upgrade Planning

Plan transparent in-product upgrade prompts and experiments after users experience value.

Marketing · Conversion Optimization→
↗0 ★GitHub

Signup and Registration Review

Review account creation and trial signup friction while preserving necessary security and consent controls.

Marketing · Conversion Optimization→
↗0 ★GitHub

User Onboarding and Activation

Plan the first useful product experience, activation milestones and measurable onboarding experiments.

Marketing · Conversion Optimization→
↗0 ★GitHub

Popup and Modal Planning

Design dismissible, accessible conversion overlays with honest offers and measurable frequency rules.

Marketing · Conversion Optimization→
↗0 ★GitHub

Lifecycle Email Sequence Planning

Draft a complete lifecycle email sequence with timing, branching, exits and suppression rules.

Marketing · Email Marketing→
↗0 ★GitHub

Marketing Campaign Planning

Build a campaign brief with audience, messages, channel choices, calendar, dependencies and measurement.

Marketing · Campaign Planning→
↗0 ★GitHub

Marketing Content Drafting

Draft channel-specific marketing content using clear structures, evidence and calls to action.

Marketing · Content Marketing→
↗0 ★GitHub

Brand Voice and Content Review

Review drafts against supplied brand guidance and propose specific, prioritized revisions.

Marketing · Brand Strategy→
↗0 ★GitHub

Marketing Performance Reporting

Turn supplied campaign or channel metrics into a traceable report with comparisons and testable recommendations.

Marketing · Marketing Analytics→
◇0 ★GitHub

Sales Company Research

Research a company or partner and produce a sourced fit hypothesis and draft outreach approach.

Sales · Company Research→
◇0 ★GitHub

Company and Contact Enrichment

Resolve company and contact records with field-level evidence, visible coverage limits and explicit match criteria.

Sales · Sales Intelligence→
↗0 ★GitHub

Website Information Architecture

Plan page hierarchy, navigation, stable URL patterns and useful internal links for a website.

Marketing · Website Architecture→
For Agents · Remote MCP

Let your chat find the right skill.

No local installation. No M11 login. Connect once. Broad task? Load 5–10 relevant skills and go. Precise task? Narrow through category, topic and tags.

Read only5–10 bundleCategory → Topic → Tags
For Agents · MCP

Your task.
The right skill.

The tunnel uses the same cards as the catalogue. Browse only as deep as needed — or load a broad bundle immediately.

No local installationNo M11 loginRead-only
Broad task
Load 5–10 and go

SEO, Sales, Agents or another broad area → one bundle call → work.

MCP endpoint: https://skills.m11.ch/mcp

Read-only access to published skills. Default 8, maximum 10 skills / 120,000 characters.

Task Packs

Marketing Foundation

Clarify positioning, then turn it into a lead-generation asset.

Marketing Launch

Build an evidence-led marketing plan from ICP and competition through positioning, campaigns, growth and measurement.

Agent Audit Essentials

Diagnose architecture and context, then plan agent-team responsibilities. Memory and cost-runtime reviews are outside this pack.

Conversion and Activation Review

Review the journey from landing page and lead capture through registration, first value and transparent upgrades.

Campaign Content and Brand Review

Plan a campaign, draft its channel content and review the work against actual brand guidance.

Choose an area

01 · Category
What the MCP returns at this step
01 · Knowledge Work · Skill Discovery

AI Skill Discovery

Searches local and external skill sources for existing matches before a new skill is created.

skill-discoverycomparisonreusegithubskill-searchdeduplicationcapability-gapresearch
ECC Skill Scout · Original SKILL.md
---
name: skill-scout
description: Search existing local, marketplace, GitHub, and web skill sources before creating a new skill. Use when the user wants to create, build, fork, or find a skill for a workflow.
metadata:
  origin: community
---

# Skill Scout

Use this skill before creating a new skill. The goal is to avoid duplicating
existing community or marketplace work, while still vetting anything external
before adoption.

Source: salvaged from stale community PR #1232 by `redminwang`.

## When to Use

- The user says "create a skill", "build a skill", "make a skill", or "new
  skill".
- The user asks "is there a skill for X?" or "does a skill exist that does Y?"
- The user describes a workflow and you are about to suggest creating a new
  skill.
- The user wants to fork or extend an existing skill.

If the user explicitly says to skip search or create from scratch, acknowledge
that and proceed with the requested creation workflow.

## How It Works

### Step 1 - Capture Intent

Extract:

- The task the skill should perform.
- The trigger conditions for using it.
- The domain, tools, frameworks, or data sources involved.
- Three to five search keywords plus useful synonyms.

### Step 2 - Search Local Sources

Search installed and marketplace skill names first. Local sources are preferred
because they are already part of the user's environment.

```bash
find ~/.claude/skills -maxdepth 2 -name SKILL.md 2>/dev/null | grep -iE "keyword|synonym"
find ~/.claude/plugins/marketplaces -path '*/skills/*/SKILL.md' 2>/dev/null | grep -iE "keyword|synonym"
```

Then search frontmatter descriptions:

```bash
grep -RilE "keyword|synonym" ~/.claude/skills ~/.claude/plugins/marketplaces 2>/dev/null
```

### Step 3 - Search Remote Sources

Use available GitHub and web search tools. Prefer concise queries:

```bash
gh search repos "claude code skill keyword" --limit 10 --sort stars
gh search code "name: keyword" --filename SKILL.md --limit 10
```

For web search, use at most three targeted queries such as:

```text
"claude code skill" keyword
"SKILL.md" keyword
"everything-claude-code" keyword
```

### Step 4 - Vet External Matches

Before recommending any external skill for adoption or forking:

- Read the `SKILL.md` frontmatter and instructions.
- Look for unexpected shell commands, file writes, network calls, credential
  handling, or package installs.
- Check whether the repository appears maintained.
- Prefer copying into a fresh local branch and reviewing the diff over editing
  marketplace originals.

### Step 5 - Rank Results

Rank candidates by:

1. Exact keyword match in the skill name.
2. Keyword or synonym match in description.
3. Local installed or marketplace source.
4. Maintained GitHub source with recent activity.
5. Web-only mention.

Cap the final list at 10 results.

### Step 6 - Present Decision Options

Give the user a short table:

| Option | Meaning |
| --- | --- |
| Use existing | Invoke or install a matching skill as-is. |
| Fork or extend | Copy the closest skill and modify it. |
| Create fresh | Build a new skill after confirming no close match exists. |

Only create a new skill after the user chooses that path or after the search
finds no close match.

## Examples

### Result Table

```markdown
| # | Skill | Source | Why it matches | Gap |
| --- | --- | --- | --- | --- |
| 1 | article-writing | Local ECC | Drafts articles and guides | Not focused on release notes |
| 2 | content-engine | Local ECC | Multi-format content workflow | Heavier than needed |
| 3 | blog-writer | GitHub | Blog writing skill with recent commits | Needs security review |
```

### User-Facing Summary

```markdown
I found two close local matches and one external candidate. The closest fit is
`article-writing`; it covers drafting and revision, but it does not include the
release-note checklist you asked for. I can either use it as-is, fork it into a
release-note variant, or create a fresh skill.
```

## Anti-Patterns

- Do not jump directly to new skill creation when a search is reasonable.
- Do not install external skills without reading them first.
- Do not present a long unranked list of weak matches.
- Do not treat web-only mentions as trusted sources.
- Do not edit installed marketplace originals in place.

## Related

- `search-first` - General search-before-building workflow.
- `skill-stocktake` - Audit installed skills for health, duplicates, and gaps.
- `agent-sort` - Categorize and organize existing agents and skills.

When to use

Use when someone wants to find, create, fork, or extend a skill for a workflow. If they explicitly request skipping the search, proceed according to that request.

What you get

• Ranked skill matches
• Match and gap summary
• Use, fork, or create options

How it works

1. Define the workflow and search terms.
2. Search local sources, then available external sources.
3. Review and rank matches and explain gaps.

Requirements

Local discovery requires access to relevant skill directories; external discovery depends on available GitHub and web search tools. No specific runtime or mandatory reference files are specified.

Starting prompt

Use the skill below to find an existing skill for [TASK]. Search only sources you can access, compare the actual instructions and explain the gaps. Do not install or adopt a candidate automatically.

Not for

Automatically installing or approving discovered third-party skills.

What M11 added

M11 added capability-gap routing, explicit no-auto-install boundaries, stable discovery metadata and source integrity around the unchanged scout skill.

Original authorship remains with affaan-m/ECC · Original source ↗
Original license & copyright
MIT License

Copyright (c) 2026 Affaan Mustafa

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
Source SHA-256: 71b1e8a4aedebeaf4468838389c0a93e4d3bf4e2779bd0a99e0396b045f82d32
Snapshot checked: 2026-09-22T15:05:00.000Z
For Agents · MCP

Your next task. One connection.

No local installation · No M11 login