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.

Agents · Context→
◎265k ★GitHub

AI Agent Architecture Audit

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

Agents · 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

Turn existing customer evidence into a target-customer profile and segment criteria. Use customer-research-synthesis to collect evidence or customer-feedback-analysis to analyze a feedback dataset.

Marketing · Audience Definition→
↗27k ★GitHub

Go-to-Market Strategy

Turn a chosen audience and acquisition approach into a launch plan with channels, messages and milestones. Use go-to-market-motions when the acquisition model is still undecided.

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

Marketing Campaign Ideas

Generate and compare five campaign concepts before choosing one. Use marketing-campaign-planning to organize execution of the selected idea.

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

Choose for strategic comparison and differentiation from competitor evidence. Use competitor-research-profiles to first build detailed URL-based dossiers.

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

Choose an acquisition or sales motion suited to your economics and buying process. Use go-to-market-strategy to turn that choice into a launch plan.

Business · Acquisition Motions→
·0 ★GitHub

Customer Feedback and JTBD Analysis

Analyze an existing feedback dataset for themes, sentiment and improvement priorities. Use customer-research-synthesis to design new research and ideal-customer-profile to define the target customer.

Business · Customer Feedback→
·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 Journey→
·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

Email Sequence Copy and Flow

Write full email drafts, subject variants and a branching flow diagram. Choose Lifecycle Email Sequences for broader lifecycle planning with ten supporting references and provider guides.

Marketing · Email Marketing→
↗0 ★GitHub

Marketing Campaign Planning

Turn a selected campaign concept into a brief, calendar, dependencies and measurement plan. Use marketing-campaign-ideas when you still need concepts.

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 one company or partner for a sourced B2B sales brief and outreach hypothesis. Use company-contact-enrichment to fill fields across lead or contact records.

Sales · Company Research→
◇0 ★GitHub

Company and Contact Enrichment

Resolve and enrich B2B lead, company and contact records with field-level evidence. Use sales-company-research for a narrative account brief and outreach hypothesis.

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→
↗0 ★GitHub

Content Strategy and Editorial Roadmap

Prioritize content pillars, audience questions and distribution plans using evidence and available resources.

Marketing · Content Strategy→
↗0 ★GitHub

Product Launch Planning

Plan a scoped product or feature launch across preparation, release and post-launch adoption.

Marketing · Launch Strategy→
↗0 ★GitHub

Customer Research and Voice of Customer

Design customer research or combine interviews, surveys and public evidence into needs and personas. Use customer-feedback-analysis for a supplied feedback dataset; ideal-customer-profile for ICP definition.

Marketing · Customer Research→
↗0 ★GitHub

Community Growth and Member Experience

Plan a community around member value, participation and measurable business goals.

Marketing · Community Marketing→
↗0 ★GitHub

Competitor Research Profiles

Choose to collect dated competitor dossiers from URLs, pricing pages and SEO evidence. Use competitor-analysis for the strategic comparison afterward.

Marketing · Competitive Intelligence→
·0 ★GitHub

Roadmap and Release Communication

Turn approved roadmap and release facts into audience-specific updates, release notes and changelogs.

Business · Roadmaps and Releases→
↗0 ★GitHub

Lifecycle Email Sequences

Plan coordinated welcome, nurture and retention journeys with ten supporting references, including provider guides. Choose Email Sequence Copy and Flow for a focused copy-and-flow drafting workflow.

Marketing · Lifecycle Email→
·0 ★GitHub

API Contracts and Interface Design

Define API contracts, pagination, error semantics and safe retry behavior; choose this for interface design, then Observability for evidence of runtime behavior.

Development · API Contracts→
·0 ★GitHub

Observability and Instrumentation Planning

Plan logs, metrics, traces and actionable runbooks for an existing service; use API Contracts first when the missing piece is interface behavior rather than runtime evidence.

Development · Observability→
◎0 ★GitHub

Agent Context and Session Handoff

Prepare project context, rules and restartable session handoffs; choose this for organizing context, and AI Context Window Audit for diagnosing existing overhead.

Agents · Context→
·0 ★GitHub

Product Discovery Sprint

Turn customer evidence into prioritized assumptions, experiments and proceed/pivot/stop decisions. Choose Customer Research and Synthesis when the evidence itself still needs synthesis.

Business · Product Discovery→
◇0 ★GitHub

Deal Quality Scoring

Design a deal-inspection scorecard with evidence, thresholds and override rules.

Sales · Pipeline Quality→
◇0 ★GitHub

Enrichment Waterfall Design

Design provider order, fallback paths and cost limits for an enrichment workflow. Use Company and Contact Enrichment for a specific research request.

Sales · Data Enrichment→
·0 ★GitHub

Customer Retention Playbook

Turn observed churn signals into owner-assigned retention plays and measurement plans.

Business · Customer Retention→
◇0 ★GitHub

Sales Coaching Practice

Turn an identified sales coaching gap into short practice drills and follow-up criteria. Use Sales Coaching Competencies to define the rubric first.

Sales · Sales Coaching→
·0 ★GitHub

Revenue Cohort Analysis

Define comparable revenue cohorts, metrics and diagnostic views. Use Statistical Analysis Guidance for inference methods.

Data & Analytics · Revenue Analytics→
◇0 ★GitHub

Intent Signal Scoring

Design a transparent account-intent score with decay, tiers and review rules.

Sales · Intent Signals→
·0 ★GitHub

Customer Identity Matching

Specify accountable matching and conflict-resolution rules across customer data sources.

Data & Analytics · Data Quality→
·0 ★GitHub

Segment Activation Planning

Map existing customer segments to cross-team actions, owners and measurable outcomes. Use User Onboarding and Activation for the individual first-value journey.

Business · Go-to-Market Operations→
◇0 ★GitHub

Sales Call Review

Review an authorized sales-call transcript with an observable rubric and evidence-linked coaching actions.

Sales · Sales Coaching→
·0 ★GitHub

Retention Dashboard Design

Specify retention metrics, cohort views and alert logic for a BI dashboard. Use Customer Retention Playbook for the intervention plan.

Data & Analytics · Revenue Analytics→
◇0 ★GitHub

Sales Coaching Competencies

Define observable sales competencies and calibrated coaching rubrics. Use Sales Coaching Practice for follow-up exercises.

Sales · Sales Coaching→
·0 ★GitHub

Offer Delivery Design

Compare done-for-you, guided and self-service delivery for an existing offer. Use Service Productization for repeatable packages and tiers.

Business · Offer Design→
↗0 ★GitHub

Offer Value Communication

Improve how an existing offer communicates its value through naming, structure and evidence-backed comparisons. Use Product Positioning for market differentiation.

Marketing · Offer Messaging→
·0 ★GitHub

Service Productization

Turn repeatable service work into defined packages, an offer ladder and optional upgrade paths. Use Offer Delivery Design when only the fulfillment format is undecided.

Business · Offer Design→
↗0 ★GitHub

Conversion Hypothesis Prioritization

Turn observed page/funnel friction into an evidence-ranked experiment backlog. Use Landing Page Conversion Review for a focused page critique.

Marketing · Conversion Optimization→
↗0 ★GitHub

Braze Engagement Guidance

Original Braze Canvas, segmentation and lifecycle guidance with declared reference limitations.

Marketing · Lifecycle Marketing→
↗0 ★GitHub

Brand Voice Guide Design

Create voice attributes, a tone matrix and channel guidance. Use Brand Voice Content Review to check an existing draft against established rules.

Marketing · Brand Voice→
↗0 ★GitHub

Content Pipeline Orchestration

Original workflow for chaining research, editorial review and social-pack agents.

Marketing · Content Operations→
↗0 ★GitHub

Website Brand Profile

Original website-to-brand-profile workflow; extracted observations must stay separate from inferred brand rules.

Marketing · Brand Identity→
◇0 ★GitHub

Buyer Objection Clarification

Map expressed buyer concerns to factual answers, supporting evidence and improvements to the offer.

Sales · Sales Messaging→
·0 ★GitHub

Klaviyo Integration Guidance

Original Klaviyo developer guide; SDK scripts, API contracts and version claims are not functionally verified.

Engineering · API Integrations→
↗0 ★GitHub

Offer Bonus Planning

Design relevant offer extras that address concrete customer needs and disclose their actual conditions.

Marketing · Offer Design→
↗0 ★GitHub

Klaviyo Marketing Review

Original Klaviyo marketing review workflow with explicit data-access and dependency warnings.

Marketing · Lifecycle Marketing→
↗0 ★GitHub

Cross-Platform Advertising Review

Original multi-platform ad-audit orchestration; required platform packages and scoring files are not included.

Marketing · Paid Advertising→
·0 ★GitHub

Expertise Business Model

Compare ways to monetize expertise against demand, capacity and goals. Use Service Productization to package a service already chosen.

Business · Business Model Design→
↗0 ★GitHub

LinkedIn Advertising Guidance

Original LinkedIn advertising guide with explicit warnings for obsolete audience features and unverified benchmarks.

Marketing · Paid Advertising→
↗0 ★GitHub

TikTok Advertising Guidance

Original TikTok campaign, creative and measurement guide; platform details and benchmarks are unverified.

Marketing · Paid Advertising→
·0 ★GitHub

Evidence Research Brief

Synthesize topic sources into a cited brief with evidence, uncertainty and content angles. Use Customer Research and Synthesis for interviews and customer feedback.

Research · Research Synthesis→
◫0 ★GitHub

Cinematic Video Prompts

Write timed cinematic video prompts with motion, camera and continuity cues.

Image & Video · Video Prompting→
◫0 ★GitHub

Visual Prompt Model Adaptation

Adapt a visual brief to model-specific syntax while flagging unknown capabilities.

Image & Video · Visual Prompting→
◫0 ★GitHub

Visual Prompt Diagnostics

Diagnose a failed image/video result and propose controlled prompt revisions.

Image & Video · Visual Prompting→
◫0 ★GitHub

Short Film Development

Develop a short-film idea into a logline, treatment, scene list and revision plan.

Image & Video · Film Development→
◫0 ★GitHub

Cinematic Image Prompts

Write cinematic still-image prompts with composition, lighting and identity anchors.

Image & Video · Image Prompting→
◫0 ★GitHub

Visual Continuity Bible

Track recurring characters, locations, props and changing scene state.

Image & Video · Visual Continuity→
◫0 ★GitHub

Screenplay Scene Writing

Write or revise filmable scenes, dialogue, beats and Fountain-style excerpts.

Image & Video · Film Development→
◫0 ★GitHub

Shotlist and Visual Breakdown

Translate a scene into shots, camera setups, assets and continuity notes.

Image & Video · Film Development→
◫0 ★GitHub

Cinematography Direction

Translate tone and genre into reusable camera, lighting and visual-style rules.

Image & Video · Visual Direction→
·0 ★GitHub

Product and Business Data Analysis

Use product/business data to frame a decision with evidence and tradeoffs. Use Metric Change Diagnostics to explain a movement first.

Data & Analytics · Decision Analysis→
·0 ★GitHub

KPI Framework Design

Define KPI formulas, targets, drivers and guardrails. Use North Star Metric for the narrower primary-value metric choice.

Data & Analytics · Measurement Design→
·0 ★GitHub

Metric Change Diagnostics

Investigate metric movements or discrepancies before choosing a business response.

Data & Analytics · Metric Diagnostics→
↗0 ★GitHub

Marketing Prompt Toolkit

Original workflow for marketing prompt evaluation, version history and governance.

Marketing · AI Content Operations→
·0 ★GitHub

UX Research and Journey Design

Plan personas, journeys and usability research. Use Customer Research and Synthesis for evidence synthesis alone.

Business · User Research→
↗0 ★GitHub

Growth Experiment Design

Original A/B testing and experimentation workflow with explicit statistical corrections.

Marketing · Experimentation→
↗0 ★GitHub

Structured Data Guidance

Original schema.org implementation guidance with rich-result freshness limitations.

Marketing · Technical SEO→
·0 ★GitHub

Pricing and Packaging Guidance

Original pricing, tiers and willingness-to-pay workflow. Use Expertise Business Model for the overall monetization structure.

Business · Pricing→
↗0 ★GitHub

Referral and Affiliate Planning

Plan referral incentives, affiliate terms and measurement from the original framework.

Marketing · Referral Marketing→
↗0 ★GitHub

Search Console Portfolio Review

Original multi-property Search Console comparison workflow with coverage caveats.

Marketing · SEO Analytics→
↗0 ★GitHub

AI Search Difficulty Guidance

Original keyword-difficulty scoring workflow using competitor metrics and observed AI citations.

Marketing · Search Research→
↗0 ★GitHub

AI Search Visibility Planning

Plan discoverability and citations in AI search. Use Search Console Portfolio Review for measured property comparisons.

Marketing · AI Search→
↗0 ★GitHub

Technical SEO Audit Guidance

Review technical and on-page SEO issues using the original audit workflow.

Marketing · Technical SEO→
·0 ★GitHub

Industry Five Forces

Analyze industry rivalry, entry, substitutes and buyer/supplier bargaining power. Use Competitor Analysis for individual competitor comparisons.

Business · Competitive Strategy→
·0 ★GitHub

Beachhead Market Selection

Select a focused initial market segment before expanding. Use GTM Motion Selection for the selling model.

Business · Market Entry→
·0 ★GitHub

Warehouse Context Extraction

Extract reusable warehouse schema, dialect and business context for later analysis.

Data & Analytics · Data Context→
↗0 ★GitHub

Ad Creative Production Guidance

Plan ad variants, review criteria and production handoffs from the original workflow.

Marketing · Creative Production→
·0 ★GitHub

Internal Change Communications

Plan employee change communications, sequencing and feedback loops.

Business · Change Management→
·0 ★GitHub

Business Process Mapping

Map process stages, queues and candidate bottlenecks from operational evidence.

Business · Operations→
·0 ★GitHub

Operations Capacity Guidance

Frame capacity, queueing and staffing scenarios with declared assumptions.

Business · Operations→
·0 ★GitHub

Procurement Spend Guidance

Review spend, renewals and supplier consolidation opportunities.

Business · Operations→
↗0 ★GitHub

SEO Content Gap Guidance

Identify candidate topic and keyword gaps between comparable websites.

Marketing · Content Research→
↗0 ★GitHub

Semrush Research Guidance

Use the original Semrush workflow to frame competitive search research.

Marketing · SEO Analytics→
↗0 ★GitHub

Ahrefs Research Guidance

Use the original Ahrefs workflow for backlinks, keywords and competitor research.

Marketing · SEO Analytics→
↗0 ★GitHub

Keyword Opportunity Research

Research keyword opportunities, intent and candidate content priorities.

Marketing · Keyword Research→
·0 ★GitHub

Source-Driven Development Guidance

Ground implementation decisions in resolved dependency versions and source documentation.

Engineering · Development Workflow→
·0 ★GitHub

DevTools Browser Testing Guidance

Plan browser debugging and test observations using a separately available DevTools MCP.

Engineering · Testing→
·0 ★GitHub

Application Hardening Guidance

Frame application threats and defensive hardening work from the original checklist.

Engineering · Security→
For Agents · Remote MCP

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

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

Task Packs

Marketing Foundation

Compact two-skill starter: clarify positioning and choose a lead magnet. Use Marketing Launch for the broader eight-skill go-to-market workflow.

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, plan agent-team responsibilities, then organize project context and session handoffs. Memory and cost-runtime reviews remain 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.

Content and Launch Planning

Prioritize an editorial roadmap and plan how to launch and distribute it across suitable channels.

Customer, Market and Community Research

Understand customer needs, compare competitors and plan a community around real member value.

Lead Magnet to Lifecycle Nurture

Choose a relevant lead magnet, then draft a permission-based nurture journey with entry, suppression and exit rules.

API Contract and Observability

Define the API contract, then plan how to observe its latency, failures and retries. Guidance and checklist; no production changes.

Data Analysis Foundation

Profile a dataset, choose and interpret statistical methods, then validate calculations and conclusions before sharing.

Choose an area

01 · Category
What the MCP returns at this step
05 · Data & Analytics · Data Quality

Customer Identity Matching

Specify accountable matching and conflict-resolution rules across customer data sources.

identity-resolutiondeduplicationmatchingdatensatzabgleichdublettenabgleich
GTM Identity Resolution · Original SKILL.md
---
name: identity-resolution
description: Use to match accounts, contacts, and opportunities across enrichment
  sources with governed rules.
---

# Identity Resolution Playbook Skill

## When to Use
- Normalizing provider outputs before syncing to CRM/CDP.
- Tying intent, enrichment, and product telemetry to the same account/contact IDs.
- Diagnosing duplicate or conflicting records in downstream systems.

## Framework
1. **Key Hierarchy** – define primary/secondary keys (domain, account_id, email, person_id).
2. **Matching Logic** – configure deterministic and fuzzy rules, tie-breakers, and confidence scoring.
3. **Conflict Handling** – specify precedence rules, merge policies, and exception queues.
4. **Governance** – document owners, change control, and monitoring cadence.
5. **Audit Trail** – capture lineage metadata, before/after snapshots, and rollback steps.

## Templates
- Matching rule matrix (field, rule type, weight, confidence threshold).
- Exception queue workflow with owners + SLAs.
- Audit workbook for sampling matches vs source-of-truth.

## Tips
- Start with deterministic keys (domain, CRM ID) before fuzzy logic to reduce noise.
- Version rules so downstream teams know when behavior changes.
- Pair with `signal-taxonomy` to keep IDs aligned with schema updates.

---

When to use

Specify accountable matching and conflict-resolution rules across customer data sources.

What you get

A task-specific worksheet or plan following the original framework.

How it works

Confirm inputs, apply the five-step framework, expose assumptions and return actionable review criteria.

Requirements

Authorized source schemas, candidate identifiers, merge rules and review owner.

Delivery and review notes

A domain may identify a shared organization, and an email can be shared or reassigned: neither guarantees person identity. Test false matches and missed matches; ambiguous cases go to review. Preserve provenance and reversible decisions; no automatic record merges or enrichment queries. Optional signal-taxonomy is not bundled.

Starting prompt

Use Customer Identity Matching for [BUSINESS/TASK]. First request the missing inputs: Authorized source schemas, candidate identifiers, merge rules and review owner. Return the original framework outputs with evidence, assumptions and unresolved questions. A domain may identify a shared organization, and an email can be shared or reassigned: neither guarantees person identity. Test false matches and missed matches; ambiguous cases go to review. Preserve provenance and reversible decisions; no automatic record merges or enrichment queries. Optional signal-taxonomy is not bundled.

Not for

Installing or running an integration, publishing messages, or treating heuristic scores as validated outcomes.

What M11 added

M11 added German discovery terms, task-specific inputs and scope, source-pinned attribution and these review qualifications: A domain may identify a shared organization, and an email can be shared or reassigned: neither guarantees person identity. Test false matches and missed matches; ambiguous cases go to review. Preserve provenance and reversible decisions; no automatic record merges or enrichment queries. Optional signal-taxonomy is not bundled.

Original authorship remains with gtmagents/gtm-agents · Original source ↗
Original license & copyright
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