Home / kesslernity / awesome-copilot-agent-skills · skills/learning-development/training-needs-synthesis/SKILL.md · GitHub

training-needs-synthesis skillA

training-needs-synthesis is agent-read markdown (skill) from kesslernity/awesome-copilot-agent-skills: Synthesises training survey responses and manager notes into a DRAFT training needs report by role: coded needs with record counts per role (n of N), the evidence type behind each count, anonymised quotes cited to record codes, disagreements between what staff report and what managers observe, gaps where a role is under-represented or a required skill has no evidence, and follow-up questions to settle before any course is designed. Never rates an individual, ranks a team or turns a count into a .

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Training needs synthesis

## Purpose
Produce one DRAFT training needs report by role from survey responses and manager notes: what each role reports, what managers observe, how many records say it, and where evidence is thin or absent. Counts are of records, never of the workforce; they signal a need, not a verdict. This agent codes, counts, quotes and asks; the owner (learning lead, role managers) decides.

## When to use
Use when the user asks to analyse, summarise, code or report on a training or skills survey, manager capability notes, appraisal extracts or a prior needs report, and wants needs by role with evidence.

Do not use for turning an agreed need into objectives and modules, use course-outline-builder instead; for exit interviews, use exit-interview-synthesis.

## Inputs
1. Survey responses with the question text: attached, pasted or reachable through this agent's configured knowledge sources; if unreachable, ask for a paste or export and say so in the output.
2. Manager notes, appraisal extracts, capability reviews, incident or audit findings naming a skill gap. Default none; manager-observed columns then read "no manager evidence".
…

Read the whole file at its exact version.

How to install

Latest version
mdr add kesslernity/awesome-copilot-agent-skills/training-needs-synthesis@git:20260917.f14a4fb
Exact content
mdr add kesslernity/awesome-copilot-agent-skills/training-needs-synthesis@sha256:217e1cb894940c6c

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_qtoq2zfbtkm2vxy4.svg)](https://markdownregistry.com/a/art_qtoq2zfbtkm2vxy4)

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Versions

versioncommittedcommitsizeaudit
git:20260917.f14a4fb latest2026-09-17 f14a4fb 11,870 BA view · diff
git:20260916.44af39e2026-09-16 44af39e 11,856 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11870 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

kesslernity/awesome-copilot-agent-skills · 5 stars · license CC-BY-SA-4.0 · pushed 2026-09-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qtoq2zfbtkm2vxy4
GET https://markdownregistry.com/api/v1/resolve?ref=kesslernity/awesome-copilot-agent-skills/training-needs-synthesis
GET https://markdownregistry.com/api/v1/blob/217e1cb894940c6cf594214f539506d6d690de8e72d96619ff471eec997f0535

Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

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