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M11Capability Engineby Patrick Moser-Brillowski
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Useful AI skills from strong open sources, cleaned up for discovery, task fit and direct use.

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◎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

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For Agents · MCP

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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 · Agents · Orchestration

Multi-Agent Orchestration

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

orchestrationmulti-agenthandoffdelegationagent-teamworkflowsupervisorsevidence
Team Agent Orchestration · Original SKILL.md
---
name: team-agent-orchestration
description: "Run team-based orchestration for agent squads using work items, ownership, agent Kanban, merge gates, and control pane handoffs. Use when coordinating an agent squad with work items, ownership, Kanban, and merge gates."
metadata:
  origin: ECC
---

# Team Agent Orchestration

Use this skill when agents are being managed like a team rather than a single assistant. The purpose is to make team-based orchestration reliable: clear work items, explicit ownership, agent Kanban state, branch isolation, control pane visibility, and merge gates.

## When To Activate

- The task spans multiple agents, tools, harnesses, branches, or worktrees.
- The user mentions team orchestration, agent Kanban, squad, conductor, control pane, manager, desktop app, Zellij, tmux, Hermes, Devin, Codex, Claude Code, or multi-agent work.
- A project needs shared workflow state across people and agents.
- Existing agent fan-out is producing output but not mergeable product.

## Operating Model

Treat every agent as a teammate with a narrow contract:

- **Owner**: the person or agent accountable for the work item.
- **Scope**: files, branch, tool surface, and forbidden areas.
- **State**: backlog, ready, running, review, blocked, merged, or archived.
- **Evidence**: tests, screenshots, logs, review notes, or eval reports.
- **Merge gate**: the exact condition that allows integration.

## Agent Kanban

Use agent Kanban when work must be visible across sessions.

| Column | Meaning | Exit Criteria |
| --- | --- | --- |
| Backlog | Candidate work item, not yet shaped | Acceptance criteria written |
| Ready | Shaped and assignable | Owner and branch/worktree assigned |
| Running | Agent is actively working | Handoff artifact and changed files exist |
| Review | Work is complete but not merged | Tests, diff review, and risk check pass |
| Blocked | Needs external input or failed gate | Blocker has owner and next action |
| Merged | Integrated into mainline | PR merged or local main updated |
| Archived | No longer relevant | Reason recorded |

Each card should fit this schema:

```json
{
  "id": "agent-card-001",
  "title": "Build dynamic workflow skill",
  "owner": "codex",
  "state": "running",
  "branch": "product/dynamic-workflow-team-orchestration",
  "worktree": ".",
  "acceptance": [
    "Skill exists",
    "Tests cover required concepts",
    "Content artifact contains video and article angles"
  ],
  "merge_gate": "lint, focused tests, and catalog check pass",
  "handoff": "path/to/handoff.md"
}
```

## Team-Based Orchestration Flow

1. **Shape the board**: convert fuzzy ambition into work items with owners and merge gates.
2. **Pick execution mode**: single-agent, dynamic workflow mode, dmux/tmux, worktree fan-out, or external desktop orchestrator.
3. **Assign boundaries**: one owner per card, clear file scope, and no overlapping writes without an integrator.
4. **Run agents**: each agent writes evidence and handoff notes, not just code.
5. **Review in sequence**: tests first, then diff review, then security/risk checks, then content/product polish.
6. **Merge deliberately**: one integrator resolves conflicts and updates the control pane or status artifact.
7. **Extract reusable skill**: if the card pattern repeats, promote it into `skills/`.

## Control Pane Requirements

A useful control pane for team orchestration should show:

- Active work items and their agent Kanban state.
- Owner, harness, branch, worktree, and last heartbeat.
- Links to handoff artifacts, tests, screenshots, and PRs.
- Blockers grouped by owner and unblock action.
- Merge readiness by gate, not vibes.
- Reusable workflow candidates that should become shared skills.

Do not add more automation until the operator can answer: who owns this, what changed, what gate failed, and what can safely merge?

## Dynamic Workflow Compatibility

When a card needs dynamic workflow mode:

- Put the task-local harness under the card owner.
- Store inputs and outputs on the card.
- Require an eval before moving from Running to Review.
- Promote the harness to a shared skill only after repeat use.

## Failure Modes To Watch

- **Agent soup**: many agents running, no owner or merge gate.
- **Invisible work**: useful output exists only in a chat transcript.
- **Board theater**: a Kanban board exists but cards have no acceptance criteria.
- **Overlapping writes**: parallel agents edit the same files without worktrees.
- **No product artifact**: the process produces docs but no runnable or publishable surface.

## Output Standard

Finish each orchestration pass with:

- Board/card changes.
- Merged or pending branches.
- Tests and eval evidence.
- Blockers with owner and next action.
- New shared skill candidates.

When to use

Use when a project spans agents, branches, worktrees, or sessions and needs visible ownership and integration criteria. It is also useful when parallel work is producing results that are difficult to review or merge.

What you get

• Agent Kanban cards
• Handoff and test evidence
• Merge status and blockers

How it works

1. Shape work into scoped cards with owners and acceptance criteria.
2. Assign boundaries and gather evidence as agents work.
3. Review gates, resolve blockers, and record merge status.

Requirements

No specific runtime is required by the guidance. A shared board or status artifact and access to relevant branches, worktrees, tests, and handoffs are needed to track execution.

Starting prompt

Use the skill below to organise [PROJECT] into work items for an agent team. Define owners, boundaries, acceptance criteria, evidence and handoffs. Start with a proposed board, not execution.

Not for

Automatically starting agents, merging branches or changing ownership without authority.

What M11 added

M11 added multi-agent routing, execution boundaries, prerequisite context and stable packaging around the unchanged orchestration guidance.

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: 4fc52cb4eaba14f8a08ede50423a8be9198175e6c9b5dbbdfb3d00aa81c75055
Snapshot checked: 2026-09-22T15:05:00.000Z · Updated source available; retained version shown.
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