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AI for Engineering Leaders

AI for Engineering Leaders — Prompt Library

Prompts Skills Categories License GitHub Last Commit

87 situation-specific prompts and 71 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.

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

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 — 8 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

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

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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