Course companions

Indicators That Survive Review

Turn a programme description into an indicator matrix donors accept: SMART definitions, baselines, targets, means of verification and GEDSI disaggregation.

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Installs into Claude, ChatGPT, Gemini, Copilot, any AI that reads a SKILL.md. Drop the SKILL.md into your AI of choice.

At a glance

Category	Course companions
Price	Included with membership
Works in	Claude, ChatGPT, Gemini, Copilot
Format	SKILL.md + references

A folder your AI loads on demand. It answers from the source, and says [NOT IN SOURCE] instead of inventing.

What it is

The method, ready to use.

Turn a programme description into an indicator matrix donors accept: SMART definitions, baselines, targets, means of verification and GEDSI disaggregation. Use when building or fixing indicators for a logframe, results framework or donor report.

Who it's for

Is this you?

For M&E officers who need an indicator matrix a donor will accept.

Ask it about

It triggers on

"write indicators"
"SMART indicator"
"indicator reference sheet"
"baseline and target"
"GEDSI disaggregation"
"means of verification"

Included workflows

What it produces

Scope
Draft
Baseline & target
Disaggregate
Matrix

How to use it

From download to answer in three steps.

Download & unzip

You get a folder with SKILL.md, its references and a cheatsheet.

Drop it into your AI

Add SKILL.md to your AI of choice — a Claude Project, a ChatGPT Custom GPT, a Gemini Gem, or your tool's skills folder.

Ask

Ask in this domain. It answers from the source, cites the section, or says [NOT IN SOURCE].

Questions

Before you install.

What exactly is a skill?

A skill is a document your AI loads on demand: a SKILL.md with the method, reference files, a cheatsheet and a provenance manifest. The model answers from it and replies [NOT IN SOURCE] instead of inventing.

Which AIs does it work with?

Claude, ChatGPT, Gemini, Copilot and any tool that reads a SKILL.md. Drop the file into your AI of choice — a Claude Project, a ChatGPT Custom GPT, a Gemini Gem, or your tool's skills folder.

Will it answer from the source?

Yes. Every package carries explicit answering rules: cite the section for each claim, label authority vs reasoning, and never invent a figure, citation or rule.

Is it kept current?

Yes. Method and donor skills are reviewed quarterly, and members can re-download the latest version any time from their dashboard.