Prompt Engineering
# Job: Prompt Engineering
**You're about to:** write better prompts, design system prompts, or learn how leading
agents are actually prompted. Strong Tier-A learning source + a high-signal Tier-B
reference.
> Reputation signals pulled live **2026-06-02**.
---
## Tier A 🟢 — Canonical (learn it properly)
### Anthropic — Prompt Engineering Interactive Tutorial
Hands-on, exercise-driven course straight from Anthropic. The right place to *learn*, not
just copy.
- **source:** https://github.com/anthropics/prompt-eng-interactive-tutorial
- **reputation:** Official Anthropic · **36,109★** · pushed 2026-03-01
- **last_validated:** 2026-06-02
- **assumes:** Claude API key for the exercises
- **adapt:** none — it's a course; internalize, don't fork.
---
## Tier B 🔵 — Community-proven reference
### System Prompts of AI Tools
Reverse-engineered system prompts from real shipping agents (Cursor, v0, Devin, etc.).
The single best "how do the pros actually prompt" reference. Read critically — these are
*captured*, not endorsed, and change often.
- **source:** https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools
- **reputation:** **138,685★** · pushed 2026-05-23 (high stars + actively updated)
- **last_validated:** 2026-06-02
- **assumes:** nothing
- **adapt:** study patterns; don't copy a whole prompt wholesale.
### awesome-chatgpt-prompts
Huge community prompt collection. Useful for breadth, but quality is uneven and it's
ChatGPT-flavored — patterns transfer, exact wording often doesn't.
- **source:** https://github.com/f/awesome-chatgpt-prompts
- **reputation:** **163,172★** · pushed 2026-06-02 (very high stars + actively maintained → B-grade reputation; kept in C only because content quality is uneven and ChatGPT-specific)
- **last_validated:** 2026-06-02
- **assumes:** nothing
- **adapt:** harvest a starting prompt, then rewrite for Claude + your task.
### Anthropic Courses
Broader official curriculum (API fundamentals, prompt eval, tool use).
- **source:** https://github.com/anthropics/courses
- **reputation:** Official Anthropic · **21,678★** · pushed 2025-11-13
- **last_validated:** 2026-06-02 (HTML 200)
- **assumes:** Claude API key
- **adapt:** none.
> ⚠️ `anthropics/courses` last pushed **2025-11-13** — >6mo at next review. Per
> `_meta/SCHEMA.md`, treat as **C until reproven** if you read this after ~2026-05.
> The official-source authorship keeps it useful, but check it isn't version-stale.
---
## Tier C 🟡 — Useful, verify
### shareAI-lab/learn-claude-code
Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1
- **source:** https://github.com/shareAI-lab/learn-claude-code
- **reputation:** 67,005★ · pushed 2026-06-15 (auto-added 2026-06-17 by dev-scout; tier C until reviewed)
- **last_validated:** 2026-06-17
- **assumes:** Python toolchain — verify before trusting
- **adapt:** read the repo before adopting; promote on the weekly re-tier if it proves out.
### Egonex-AI/Understand-Anything
Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about.
- **source:** https://github.com/Egonex-AI/Understand-Anything
- **reputation:** 63,180★ · pushed 2026-06-18 (auto-added 2026-06-18 by dev-scout; tier C until reviewed)
- **last_validated:** 2026-06-18
- **assumes:** TypeScript toolchain — verify before trusting
- **adapt:** read the repo before adopting; promote on the weekly re-tier if it proves out.
### shanraisshan/claude-code-best-practice
from vibe coding to agentic engineering - practice makes claude perfect
- **source:** https://github.com/shanraisshan/claude-code-best-practice
- **reputation:** 58,223★ · pushed 2026-06-18 (auto-added 2026-06-18 by dev-scout; tier C until reviewed)
- **last_validated:** 2026-06-18
- **assumes:** HTML toolchain — verify before trusting
- **adapt:** read the repo before adopting; promote on the weekly re-tier if it proves out.
### santifer/career-ops
AI-powered job search system built on Claude Code. 14 skill modes, Go dashboard, PDF generation, batch processing.
- **source:** https://github.com/santifer/career-ops
- **reputation:** 54,499★ · pushed 2026-06-17 (auto-added 2026-06-18 by dev-scout; tier C until reviewed)
- **last_validated:** 2026-06-18
- **assumes:** JavaScript toolchain — verify before trusting
- **adapt:** read the repo before adopting; promote on the weekly re-tier if it proves out.
### K-Dense-AI/scientific-agent-skills
Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 160,000+ scientists worldwide. 140 ready-to-use ski
- **source:** https://github.com/K-Dense-AI/scientific-agent-skills
- **reputation:** 28,699★ · pushed 2026-06-15 (auto-added 2026-06-19 by dev-scout; tier C until reviewed)
- **last_validated:** 2026-06-19
- **assumes:** Python toolchain — verify before trusting
- **adapt:** read the repo before adopting; promote on the weekly re-tier if it proves out.when to use it
Community prompt sourced from the open-source GitHub repo luongs3/skill-atlas (MIT). A "Prompt Engineering" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.
tags
codingcommunitydeveloper
source
luongs3/skill-atlas · MIT
more in Coding
Coding✓ tested
Senior code review (strict mode)
senior staff engineer running a merciless but fair review
Coding✓ tested
Debug by hypothesis, not by guessing
debugging partner who forms theories before touching code
Coding✓ tested
Generate tests from described behavior
test engineer who writes tests that would actually catch regressions