Agent skill

Student Success Scorecard

by gtmagents in gtmagents/gtm-agents

Metrics framework for monitoring engagement, progression, and completion.

Apache-2.0Auto-check passedSales & Support

Install Student Success Scorecard

skills CLI
$ npx skills add gtmagents/gtm-agents --skill student-success-scorecard -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install gtmagents/gtm-agents student-success-scorecard --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/gtmagents/gtm-agents.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/edtech-growth/skills/student-success-scorecard .claude/skills/student-success-scorecard && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
student-success-scorecard
GitHub stars
414
Used in
2 other repos
Token cost
~313 tokens
SKILL.md length
125 words
Files
1
Skills in repo
121
Repo updated
First seen
Licence
Apache-2.0

At a glance

Metrics framework for monitoring engagement, progression, and completion.

  • Works in 5 steps: Metric Stack – inquiry-to-enrollment,… → Segmentation – by cohort, modality,… → Risk Signals – inactivity thresholds,… → …
  • Tasks that involve OKRs and executive reporting
  • SKILL.md covers When to Use, Framework, Templates and Tips
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Student Success Scorecard is an agent skill from gtmagents/gtm-agents. Metrics framework for monitoring engagement, progression, and completion.

Its SKILL.md is about 310 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Sales & Support, covering OKRs and executive reporting and Product metrics. The repository describes itself as: Production-ready collection of GTM agents and specialized skills for claude code. Covers sales, marketing, customer success, and revenue operations workflows. The licence is Apache-2.0.

When your agent uses it

  • Tasks that involve OKRs and executive reporting
  • Tasks that involve Product metrics

Example prompts

  • “Use the student-success-scorecard skill to metric framework for monitoring engagement, progression, and completion”
  • “/student-success-scorecard”

Workflow steps

5 steps, taken from the first numbered list in SKILL.md.

  1. Metric Stack – inquiry-to-enrollment, onboarding completion, engagement streaks, assignment submissions, completion rate, CSAT/NPS.
  2. Segmentation – by cohort, modality, persona, geography, instructor, partner.
  3. Risk Signals – inactivity thresholds, support ticket spikes, sentiment drops.
  4. Intervention Tracker – log nudges, coaching sessions, community events, results.
  5. Insight Narrative – highlights, risks, opportunities, recommended actions.

What it can do on your machine

Read from SKILL.md and the folder at commit 78e0419. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Student Success Scorecard loads about 313 tokens when it runs. Until then it costs about 25 tokens; SKILL.md has 125 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~25
When it runs · the whole SKILL.md, loaded when a task matches
~313

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from gtmagents/gtm-agents at commit 78e0419, republished under its Apache-2.0 licence (© gtmagents). 125 words, ~313 tokens.

Download SKILL.mdSave it as .claude/skills/student-success-scorecard/SKILL.md (or your agent's skills folder).
name
student-success-scorecard
description
Metrics framework for monitoring engagement, progression, and completion.

Student Success Scorecard Skill

When to Use

  • Setting KPIs for new cohorts or programs.
  • Diagnosing retention risks and intervention impact.
  • Reporting to leadership, accreditation bodies, or partners.

Framework

  1. Metric Stack – inquiry-to-enrollment, onboarding completion, engagement streaks, assignment submissions, completion rate, CSAT/NPS.
  2. Segmentation – by cohort, modality, persona, geography, instructor, partner.
  3. Risk Signals – inactivity thresholds, support ticket spikes, sentiment drops.
  4. Intervention Tracker – log nudges, coaching sessions, community events, results.
  5. Insight Narrative – highlights, risks, opportunities, recommended actions.

Templates

  • Scorecard dashboard layout (summary + drill-down tabs).
  • Risk heatmap template for cohorts/segments.
  • Intervention log sheet linking actions to KPI movement.

Tips

  • Automate data pulls from LMS/CRM to reduce manual effort.
  • Pair leading indicators (logins, submissions) with lagging outcomes (completion, placement).
  • Use with launch-student-success-program to define monitoring cadence.

© gtmagents, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in plugins/edtech-growth/skills/student-success-scorecard of gtmagents/gtm-agents.

Open the folder on GitHubat commit 78e0419

Used in 2 other repositories

We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in gtmagents/gtm-agents, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Student Success Scorecard next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Student Success Scorecard compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Student Success Scorecard this skillgtmagents/gtm-agents4142 repos~313Automated safety check: PassApache-2.0
Analytics Strategyrampstackco/claude-skills945—~2.4kAutomated safety check: PassMIT
Startup Metrics Frameworkwshobson/agents40k—~2.5kAutomated safety check: PassMIT
Executive Dashboardindranilbanerjee/digital-marketing-pro8621 repos~1.8kAutomated safety check: PassMIT
Goals And Kpissocial-media-skills/skills134—~1.4kAutomated safety check: PassMIT
Analytics Insightsindranilbanerjee/digital-marketing-pro8621 repos~6.5kAutomated safety check: PassMIT

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Questions about Student Success Scorecard

What does Student Success Scorecard do?

Metrics framework for monitoring engagement, progression, and completion. Student Success Scorecard is an agent skill from gtmagents/gtm-agents. Metrics framework for monitoring engagement, progression, and completion.

When should I use Student Success Scorecard?

Student Success Scorecard fits situations like: tasks that involve OKRs and executive reporting; tasks that involve Product metrics.

How do I install Student Success Scorecard in Claude Code?

Run `npx skills add gtmagents/gtm-agents --skill student-success-scorecard -a claude-code`. Or copy the skill folder (plugins/edtech-growth/skills/student-success-scorecard in gtmagents/gtm-agents) into .claude/skills/student-success-scorecard in your project. Claude Code loads it when a task matches its description.

How do I install Student Success Scorecard in Codex?

Run `npx skills add gtmagents/gtm-agents --skill student-success-scorecard -a codex`. Or copy the skill folder (plugins/edtech-growth/skills/student-success-scorecard in gtmagents/gtm-agents) into .agents/skills/student-success-scorecard in your project. Codex loads it when a task matches its description.

Can I use Student Success Scorecard in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add gtmagents/gtm-agents --skill student-success-scorecard -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/student-success-scorecard, .gemini/skills/student-success-scorecard, .github/skills/student-success-scorecard and .opencode/skills/student-success-scorecard in your project.

What does Student Success Scorecard need to run?

SKILL.md names no scripts, command-line tools or credentials: Student Success Scorecard is instructions for the agent only.

Does Student Success Scorecard access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Student Success Scorecard safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Student Success Scorecard use?

Student Success Scorecard is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Student Success Scorecard use?

About 313 tokens (SKILL.md is roughly 1.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Student Success Scorecard?

Skills that share tags, products or a category with Student Success Scorecard: Analytics Strategy (rampstackco/claude-skills, 945 stars), Startup Metrics Framework (wshobson/agents, 40k stars), Executive Dashboard (indranilbanerjee/digital-marketing-pro, 862 stars) and Goals And Kpis (social-media-skills/skills, 134 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Student Success Scorecard?

gtmagents (a GitHub user) maintains it in gtmagents/gtm-agents, which has 414 GitHub stars. The repository holds 121 skills in this directory. The repository was last updated on April 3, 2026.

Source: gtmagents/gtm-agents on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.