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AI for Engineering Leaders

AI for Engineering Leaders — Prompt Library

Prompts Skills Categories License GitHub Last Commit

100 situation-specific prompts and 84 agent-ready skills for engineering managers, directors, and VPs.

  • Prompts — copy-paste-and-fill templates for recurring leadership tasks (status updates, roadmaps, reviews, incident comms), each with placeholders, an example, and tuning notes.
  • Skills — the same expertise packaged so an agent (Claude Code, Copilot, Cursor, or any LLM) can act: gather inputs, apply structure, and produce the finished artifact. Portable plain-markdown files with a small YAML header.

Getting Started

Ready-made instructions for common leadership tasks. Works with any AI — ChatGPT, Claude, Gemini, Copilot, Cursor. Two ways in:

  • Prompt — copy, paste, fill the [BLANKS]. You drive.
  • Skill — describe the task; the agent asks what it needs and builds it. The agent drives.

Option 1 — Chat (no setup). Find your task in prompts/ → copy the text under "The Prompt" → paste into your AI → replace the [BLANKS] → send. Read the Tuning Notes at the bottom if you want to adjust.

Option 2 — Coding agent. Clone the repo, point your agent at skills/ (see Installation for your tool), then ask in plain English — "write my exec update from these notes…", "review this PR", "can we take this on next quarter?". It asks for what's missing, then hands you the artifact.

Browse from the terminal:

python tools/skills_cli.py list | search <word> | show <name>

First thing to try: open Exec Status Update, paste it into your AI, fill the blanks. That's the whole loop.

Prompt Categories

Weekly Comms - 15 prompts

The communication layer of leadership. Status updates, stakeholder emails, launch announcements, incident comms, and more.

# Prompt When to Use
01 Exec Status Update Monday morning, synthesising team leads' updates for your VP/CTO
02 Team Weekly Summary Friday wrap-up for your direct team
03 Stakeholder Project Update Keeping PMs, design, and business leads aligned on delivery
04 Cross-Team Dependency Update Flagging blockers and handoffs across teams
05 Internal Launch Announcement Announcing a shipped feature or service to the company
06 External Launch Announcement Customer-facing or public comms for a release
07 Team Wins Celebration Highlighting team accomplishments to leadership and peers
08 Org Change Announcement Communicating reorgs, new hires, or structural shifts
09 Incident Stakeholder Comms Real-time or post-incident updates for non-technical stakeholders
10 Meeting Recap & Action Items Turning messy meeting notes into clear follow-ups
11 Skip-Level Update Writing upward comms for your boss's boss
12 Board Engineering Summary Distilling engineering progress for board-level audiences
13 Engineering Newsletter Monthly or bi-weekly update for a non-technical company-wide audience
14 Vendor Escalation Email Escalating a blocked vendor issue in writing
15 Engineering All-Hands Agenda Planning a quarterly or monthly all-hands meeting

Planning Artifacts - 14 prompts

The documents that shape what gets built and when. Roadmaps, RFCs, retros, decision records, and operational playbooks.

# Prompt When to Use
01 Quarterly Roadmap Start of quarter, turning goals into a structured plan
02 RFC Outline Proposing a technical change that needs cross-team buy-in
03 Sprint Retro Summary Turning retro discussion into actionable themes
04 Tech Debt Prioritisation Building a case for paying down debt with a ranked backlog
05 Build vs Buy Analysis Evaluating whether to build in-house or use a vendor
06 Project Pre-Mortem Identifying risks before a project starts
07 Capacity Planning Mapping team bandwidth against committed work
08 Migration Plan Structuring a phased approach to a system migration
09 OKR Drafting Writing measurable OKRs from vague business goals
10 Architecture Decision Record Documenting a technical decision with context and trade-offs
11 Incident Postmortem Writing a blameless postmortem from timeline notes
12 Sprint Planning Breakdown Breaking epics into well-scoped sprint tickets
13 Engineering Strategy One-Pager Communicating what you're optimising for and why, in one page
14 Team Offsite Agenda Planning a substantive team offsite that produces real decisions

People Management - 16 prompts

The human side of leadership. Reviews, career conversations, hiring, and the difficult moments.

# Prompt When to Use
01 Performance Review Draft Review cycle, synthesising a half or full year of work
02 One-on-One Prep Before your weekly 1:1 with a direct report
03 Feedback Synthesis Combining peer feedback into a coherent narrative
04 Career Ladder Draft Creating or refining engineering level expectations
05 Job Description Writing a compelling, specific job posting
06 Interview Rubric Creating structured evaluation criteria for interviews
07 PIP Documentation Drafting a fair, clear performance improvement plan
08 Promotion Case Building a compelling case for a direct report's promotion
09 Team Health Survey Analysis Finding patterns and actions from survey results
10 Onboarding Plan Creating a structured first 30/60/90 days for a new hire
11 Skip-Level Meeting Prep Preparing for 1:1s with your reports' reports
12 Difficult Conversation Prep Structuring hard feedback or sensitive discussions
13 Manager README Writing a working guide to yourself for your direct reports
14 Layoff Communication Individual and team messaging for a workforce reduction
15 Team Values Workshop Facilitating a session to define real, usable team values
16 Staff Engineer Scope Document Defining what a staff engineer owns and how success is measured

Incident Management - 12 prompts

The operational backbone of engineering reliability. From alert fires through to organisational learning.

# Prompt When to Use
01 Incident Commander Runbook You're IC for a live incident and need a structured framework
02 Real-Time Status Page Update Writing public status updates during an active incident
03 Customer Apology Email Post-incident customer communication that rebuilds trust
04 War Room Facilitation Guide Running an effective incident response call
05 On-Call Handoff Handing off context at the start/end of an on-call rotation
06 Runbook Generator Extracting operational knowledge into step-by-step runbooks
07 Incident Trend Analysis Quarterly review of incident patterns and systemic issues
08 Remediation Tracker Tracking postmortem action items to completion
09 Severity Classification Guide Defining P0-P3 severity levels for your organisation
10 Game Day Plan Planning a chaos engineering or incident simulation exercise
11 Escalation Policy Document Defining who to call, when, and through what channel
12 Incident Readiness Review Auditing preparedness before a launch or high-traffic event

Architecture - 12 prompts

The technical decisions that shape your systems for years. Design, evaluate, document, and communicate architectural choices.

# Prompt When to Use
01 System Design Document Before building a new service or system
02 API Contract Design Designing a new API (internal or external)
03 Scalability Assessment Evaluating whether a system can handle growth
04 Data Model Design Designing schemas for a new domain
05 Caching Strategy Deciding what to cache, where, and how to invalidate
06 Observability Strategy Designing monitoring, logging, and tracing for a system
07 SLO Definition Setting Service Level Objectives for your services
08 Architecture Review Prep Preparing to present a design for peer review
09 Dependency Mapping Documenting service dependencies and blast radius
10 Technical Vision Document Writing a long-term technical strategy for your area
11 Technology Radar Evaluating and categorising technologies for your org
12 Database Selection Guide Choosing the right database for a workload

Hiring Pipelines - 12 prompts

The end-to-end process of finding, evaluating, and closing engineering candidates.

# Prompt When to Use
01 Hiring Plan Planning headcount and roles for a quarter
02 Recruiter Kickoff Brief Starting a search with a recruiter
03 Sourcing Outreach Message Cold outreach to potential candidates
04 Phone Screen Script 30-minute initial candidate screen
05 Take-Home Exercise Design Creating a fair, well-scoped assessment
06 Interview Debrief Facilitation Running a structured hiring decision meeting
07 Candidate Evaluation Summary Synthesising interview feedback into a decision
08 Offer Justification Building the case for a specific comp package
09 Candidate Closing Pitch Selling the role to a finalist who's deliberating
10 Rejection Email Delivering a respectful, useful no
11 Pipeline Analytics Review Analysing funnel metrics to improve hiring
12 Interviewer Calibration Guide Training interviewers for consistency

For the hands-on leader who still codes — increasingly with AI assistants. Where leadership judgment meets real code: reviewing, orienting, de-risking, estimating, and translating up the chain.

# Prompt When to Use
01 PR Review for Leaders Reviewing a report's pull request
02 Codebase Orientation Brief Getting up to speed on unfamiliar code
03 Codebase Health Check A periodic read on a system you own
04 Prototype Spike Plan Framing a throwaway experiment before you build it
05 Spike Readout Converting a finished spike into a decision
06 Tech Evaluation Spike Judging a library/framework/vendor by running it
07 Legacy Code Assessment Deciding invest / rewrite / leave on inherited code
08 Estimation Sanity Check Before committing a date you didn't produce
09 Incident Code Triage Reading a failing code path under pressure
10 Code to Exec Translation Explaining a technical change to non-engineers
11 AI Coding Guidelines Setting team norms for AI-assisted coding
12 AI Agent Workflow Design Wiring AI agents into the dev loop deliberately

Prompt Structure

Each file follows the same format:

## Situation    - When to use it
## The Prompt   - Copy-paste ready, with [PLACEHOLDERS]
## Example Input
## Example Output
## Tuning Notes

Skills

Agent-ready versions of the highest-leverage prompts — for when you want the agent to do the task, not just draft text. Each skill lives at skills/<category>/<name>/SKILL.md and follows a portable spec (folded trigger description, Inputs to gather, Steps, Output format, Boundaries, Chaining). See SKILL_TEMPLATE.md to contribute one.

Weekly Comms — 9 skills

Skill What it produces
exec-status-update Synthesise messy team-lead updates into a crisp leadership update an exec reads in two minutes
team-weekly-summary A Friday wrap-up for your own engineers: what shipped, what's stuck, what's next
stakeholder-project-update Update non-engineering stakeholders on a project without jargon or false reassurance
cross-team-dependency-update Surface cross-team blockers and handoffs collaboratively, with clear asks and owners
meeting-recap-action-items Turn messy meeting notes into decisions and owned, dated action items
board-engineering-summary Translate a quarter of engineering progress into board-level language and outcomes
engineering-newsletter Turn raw updates into a company-wide newsletter product, design, and sales actually read
engineering-all-hands-agenda A tight all-hands agenda that respects people's time and drives real discussion
exec-summarizer Compress any dense technical material into a headline-first exec summary: bottom line, what matters, what's needed

Planning — 14 skills

Skill What it produces
quarterly-roadmap Goals, backlog, and tech debt into a defensible quarterly roadmap with an explicit not-doing list
rfc-outline A proposed technical change into an RFC thorough enough to decide on
sprint-retro-summary Raw retro feedback distilled into actionable themes with owners
tech-debt-prioritisation A tech-debt list into a prioritised backlog that quantifies the cost of inaction
build-vs-buy-analysis Building in-house vs buying, weighed on total cost and strategic fit
project-pre-mortem Imagine the project failed, then work backward to the likeliest risks and mitigations
capacity-planning Team bandwidth mapped against committed work using realistic, not theoretical, capacity
migration-plan A System A → System B move phased for safety, with rollback at every step
okr-drafting Vague goals into measurable team OKRs with real key results
architecture-decision-record A technical decision captured so future engineers understand the why, not just the what
incident-postmortem A blameless postmortem with systemic root cause and prioritised action items
sprint-planning-breakdown An epic broken into independently deliverable, well-scoped sprint tickets
engineering-strategy-one-pager What engineering is optimising for, and why, on one page
team-offsite-agenda A substantive offsite that produces real decisions, not forced fun

People Management — 17 skills

Skill What it produces
performance-review-draft Scattered observations into a fair, evidence-based review
one-on-one-prep A personalised 1:1 agenda mixing tactical check-ins with career growth
feedback-synthesis Multi-reviewer feedback distilled into a coherent, fair narrative
career-ladder-draft Engineering levels defined with clear, observable expectations
job-description A JD that sells the role honestly and filters effectively
interview-rubric Consistent, bias-resistant evaluation criteria across an interview loop
pip-documentation A fair, evidence-based PIP draft (HR-reviewed) that gives a genuine chance to succeed
promotion-case A case showing the person is already operating at the next level, with evidence
compensation-review A proposed raise positioned against band and compa ratio, with approval flags surfaced
onboarding-plan A 30/60/90 path to a new hire's first meaningful contribution
skip-level-meeting-prep A skip-level that surfaces unfiltered signal and builds trust
difficult-conversation-prep Talking points so hard feedback lands clearly and kindly
manager-readme A head start for reports on your working style and expectations
layoff-communication Coordinated, humane layoff communications for the individual and the team (legal-reviewed)
team-values-workshop A workshop that produces real, usable working principles
staff-engineer-scope-doc What a staff engineer owns, decides, and is measured on
team-health-survey-analysis Survey themes connected to root causes and concrete actions

Incident Management — 11 skills

Skill What it produces
incident-commander-runbook A coordination playbook so anyone on rotation can run an incident calmly
severity-classification-guide An unambiguous P0–P3 guide an engineer can apply at 3am in under a minute
war-room-facilitation-guide A script and structure for the IC to run a live war room
on-call-handoff Exactly what the incoming on-call needs to not be blindsided
runbook-generator Tribal knowledge into a runbook any on-call can follow at 3am
incident-trend-analysis The patterns individual postmortems miss across a quarter
remediation-tracker Scattered postmortem action items tracked to completion with clear ownership
incident-stakeholder-comms A short, plain-language incident update for execs with a committed next-update time
game-day-plan An incident simulation realistic enough to surface real gaps
escalation-policy-document A one-page reference that kills "who do I call next?" ambiguity
incident-readiness-review An audit of whether the team can handle incidents before a high-risk event

Architecture — 12 skills

Skill What it produces
system-design-document A blueprint detailed enough that a senior engineer could build from it
api-contract-design The API contract right before building, with versioning and errors from day one
scalability-assessment Whether the architecture survives 5–10x load, and where the bottlenecks are
data-model-design A schema designed for actual query patterns, not theoretical purity
caching-strategy What to cache, where, how to invalidate, and what happens when the cache is down
observability-strategy The information architecture to go from "it's broken" to "here's the line" fast
slo-definition Reliability targets that are measurable, meaningful, and have an error-budget policy
architecture-review-prep The design — and you — prepared for the tough questions reviewers will ask
dependency-mapping Who depends on what, failure behaviour, and blast radius
technical-vision-document An opinionated 12–24 month vision for where the architecture should head
technology-radar Technologies sorted into Adopt / Trial / Assess / Hold with rationale
database-selection-guide A datastore chosen from the workload, not the marketing

Hiring Pipelines — 9 skills

Skill What it produces
hiring-plan Goals, team, and budget into a defensible hiring plan
recruiter-kickoff-brief The insider context a JD leaves out, handed to a recruiter
phone-screen-script A 30-minute screen that assesses fit and sells the role
take-home-exercise-design A take-home that shows real skill, completable in 2–3 hours, fairly scored
interview-debrief-facilitation A debrief plan that forces an evidence-based, anchoring-resistant decision
candidate-evaluation-summary All interview feedback synthesised into one evidence-based evaluation
offer-justification Interview performance connected to a specific level and comp, defensibly
interviewer-calibration-guide A hands-on session that aligns interviewers and reduces bias
pipeline-analytics-review A diagnosis of where candidates are lost and whether to fix speed or quality

Technical Leadership — 12 skills

For the hands-on leader who still codes — now more of them, with AI assistants. The intersection of leadership judgment and real code: reviewing a report's work, getting oriented fast, de-risking a call with a spike, and translating code up the chain.

Skill What it produces
pr-review-for-leaders A report's PR reviewed for correctness plus scope, risk, and mentoring — comments + a private coaching note
codebase-orientation-brief An unfamiliar repo mapped into what it does, its shape, hot paths, risks, and the questions to ask the team
codebase-health-check A scored, evidence-cited health read on a repo you own, with the highest-leverage fixes
prototype-spike-plan A throwaway spike framed by one question, smallest build, hard timebox, and kill/success criteria
spike-readout A finished spike converted into an answer, evidence, recommendation, and open risks
tech-evaluation-spike A library/framework/vendor evaluated by running it, with an adopt/avoid/need-more verdict
legacy-code-assessment An invest/rewrite/leave call on inherited code, evidence-based, with a reassess trigger
estimation-sanity-check An estimate stress-tested against the code — hidden work, assumptions, a range + confidence
incident-code-triage Ranked hypotheses on a live failure, cheapest check each, and the safest next action
code-to-exec-translation A diff or PR translated into the business framing a non-technical audience acts on
ai-coding-guidelines Tool-neutral team norms for AI-assisted coding: when, review bar, secrets, security, licensing, accountability
ai-agent-workflow-design A staged plan for wiring AI agents into the dev loop: per-stage posture, human gates, metrics

Installation

Skills are plain markdown with a small YAML header, so any LLM agent can read them. Point your agent at the file and it works.

Claude Code Add to your CLAUDE.md:

skillsDir: skills/

GitHub Copilot Copy the relevant skill folder into .github/copilot-instructions/.

Cursor Reference a skill inline via @skills/<name>/SKILL.md, or add the path to your .cursorrules.

Any agent Point your agent at skills/<category>/<name>/SKILL.md — plain markdown with a small YAML header, readable by any LLM.

Tooling

Stdlib-only Python helpers in tools/ — no third-party deps, no API keys, runnable under any agent:

Command Does
python tools/skills_cli.py list | search | show | cat Browse and emit skills/prompts to stdout
python tools/gen_manifest.py Regenerate manifest.json (machine-readable index)
python tools/gen_crossmap.py Regenerate docs/prompt-skill-map.md
python tools/gen_integrations.py Regenerate docs/INTEGRATIONS.md
python tools/lint_skills.py Lint every SKILL.md against the spec
python tools/check_repo.py Verify links, counts, and generated-doc freshness
python tools/run_script_tests.py Run skill-script golden fixtures

See docs/INTEGRATIONS.md for per-runtime setup and docs/VARIANTS.md for org-size tuning. CI runs the checks on every push and PR.

Prompts vs Skills

Both cover the same engineering-leadership tasks — they differ in how you use them:

  • prompts/ is the companion resource for paste-and-fill workflows: copy the prompt, replace the [PLACEHOLDERS], and run it. Best when you want to drive the output yourself.
  • skills/ is for when you want the agent to act — gather the inputs (asking for what's missing instead of guessing), apply the structure, and produce the finished artifact, then offer the natural next step.

Not every prompt became a skill. Thin, transactional one-offs (rejection emails, outreach messages, celebration posts, single announcements) stay as prompts — a template beats an agent there. Substantial, multi-part artifacts became skills.

Roadmap

  • V1: 36 prompts across comms, planning, and people management
  • V2: Additional categories (incident management, architecture, hiring pipelines)
  • V3: Agent-ready skill pack (69 skills, portable across Claude Code / Copilot / Cursor / any LLM)
  • V3: Org-size variants convention (docs/VARIANTS.md) — seeded on capacity-planning, rolling out across skills
  • V4: CLI to list/search/emit skills from the terminal (tools/skills_cli.py)
  • V4: Machine-readable manifest, structure linter, and agnostic CI

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Practical AI playbooks for engineering leaders to improve delivery, decision-making, and team productivity with real workflows, prompts, and systems.

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