awesome prompts
Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.
Awesome Prompts ๐ชถ
Curated prompts, frameworks, and papers โ with an engineering bias.
Deutsch | English | Espaรฑol | franรงais | ๆฅๆฌ่ช | ํ๊ตญ์ด | Portuguรชs | ะ ัััะบะธะน | ไธญๆ
The prompt engineering world has split into two camps:
- Camp 1 โ Prompt templates: collect system prompts, share copy-paste recipes, curate persona prompts. Useful, but limited.
- Camp 2 โ Prompt as engineering: compile LM programs (DSPy), test and regress prompts (promptfoo), control generation structurally (Guidance), optimize prompts automatically (TextGrad, GEPA). This is where the long-term value is.
This repo covers both. The engineering camp gets more space.
Table of Contents
- ๐ Prompts โ copy-paste ready
- Coding & Development
- DevOps & SRE
- Data Engineering
- AI & ML
- Product & Strategy
- Project Management
- Healthcare & Clinical
- Industrial & Automotive
- Legal & Compliance
- Knowledge & Documentation
- Writing & Academic
- Learning & Education
- Research & Analysis
- Productivity & Tasks
- Safety & Compliance
- Meta & Prompt Engineering
- Image, Video & Audio Generation
- Creative & Role-play
- Game Development
- Translation
- Legacy (2023 era)
- ๐ฌ Frameworks โ the engineering camp
- ๐ต๏ธ System Prompt Leaks โ learn from production
- ๐ง Prompt Engineering โ techniques & defense
- ๐ญ Context Engineering
- ๐ค Agent Ecosystem โ MCP, A2A, Payments, Identity, Skills, Harness, Sandbox, RL Training, Memory
- ๐ Official Guides
- ๐ Papers โ Foundations, Optimization, Reasoning, RAG, Agents, Multi-Agent, Safety, Self-Improving Agents, Tool Use, Evaluation, Memory, Multimodal
- ๐ Tools & Libraries
Prompts
All prompts are open โ click, copy, use directly.
Coding & Development
| Name | Description | Prompt |
|---|---|---|
| ๐ค Agentic Coder | Plan-first coding agent โ security checklist, test discipline, PR summary format (2025) | prompt |
| ๐ Improve Audit Planner | Codebase audit โ self-contained plans โ cheap-executor dispatch โ nine-dimension audit with file:line evidence, machine-checkable verification gates, isolated worktree execution, and backlog reconciliation; based on shadcn/improve (MIT, 8.6k+ stars, June 2026) | prompt |
| ๐ Proactive Coding Agent Architect | Design coding agents that notice what matters before being asked โ reactive / scheduled / situation-aware levels, insight policy (monitor โ evaluate โ decide โ ground โ adapt), emission gates, developer context model, and feedback-driven learning; based on "Agentic Coding Needs Proactivity, Not Just Autonomy" (arXiv 2605.06717, 2026) and Google's Jules evaluation work (June 2026) | prompt |
| ๐ชฟ Goose AI Engineering Agent Operator | Vendor-neutral open-source AI engineering agent operator โ MCP-native extension discipline, plan-then-execute loops, multi-provider awareness, least-privilege permission model; based on block/goose โ aaif-goose/goose under the Linux Foundation Agentic AI Foundation (Apache-2.0, ~50k stars, June 2026) | prompt |
| โ Gemini CLI Prompt Architect | Gemini-CLI-optimized prompt engineer โ four-element task prompts (goal/context/constraints/done-when), GEMINI.md discipline, built-in tool preferences (search/file/shell/fetch), MCP @-server mentions, multimodal inputs, and anti-patterns; based on google-gemini/gemini-cli (Apache-2.0, 105k+ stars, 2026) | prompt |
| ๐ OpenAI Codex CLI Prompt Architect | Codex-optimized prompt engineer โ four-element task prompts (goal/context/constraints/done-when), AGENTS.md discipline, tool preferences, and anti-patterns; based on OpenAI's official Codex Prompting Guide (Feb 2026) | prompt |
| ๐ฅ Cline Prompt Architect | Cline-optimized prompt engineer โ four-element task prompts (goal/context/constraints/done-when), Plan/Act mode discipline, .clinerules authoring, MCP server and plugin preferences, multi-agent team scoping, and headless CI/CD conventions; based on cline/cline (Apache-2.0, 64k+ stars, 2026) | prompt |
| ๐ฑ Grok Build Prompt Architect | Grok-Build-optimized prompt engineer โ four-element task prompts (goal/context/constraints/done-when), AGENTS.md / CLAUDE.md project-rule discipline, .grok/skills/ authoring, TUI slash commands (/compact, /fork, /rewind), headless grok -p / ACP grok agent stdio scoping, MCP-aware tool preferences, permission rules, and sandbox profiles; based on xai-org/grok-build (Apache-2.0, 18k+ stars, July 2026) | prompt |
| ๐ MiMo Code Prompt Architect | MiMo-Code-optimized prompt engineer โ four-element task prompts (goal/context/constraints/done-when), build/plan/compose agent selection, persistent SQLite FTS5 memory (MEMORY.md / checkpoint.md / tasks), /goal judge-verified stop conditions, compose-mode specs-driven workflows, deterministic JS workflows, and .mimocode/skills/ authoring; based on XiaomiMiMo/MiMo-Code (MIT, 12k+ stars, June 2026) | prompt |
| ๐ Kimi Code Prompt Architect | Kimi-Code-CLI-optimized prompt engineer โ four-element task prompts (goal/context/constraints/done-when), coder/explore/plan subagent selection, /goal judge-verified stop conditions, AI-native /mcp-config, SKILL.md authoring, lifecycle hooks, video/multimodal input, and KIMI.md/AGENTS.md project-rule discipline; based on MoonshotAI/kimi-code (MIT, 6.2k+ stars, May 2026) | prompt |
| ๐งฉ OpenAI Codex Skill Author | Author installable Codex skills in the official Agent Skills format โ SKILL.md with trigger-tuned description, optional agents/openai.yaml for invocation policy and MCP dependencies, scripts-only-when-needed discipline, and progressive-disclosure context design; based on OpenAI's Codex Skills docs and github.com/openai/skills (2026, 22.6k+ stars) | prompt |
| ๐ฆ Roo Code Custom Mode Architect | Design focused, least-privilege Custom Modes for the open-source Roo Code VS Code agent โ role definition, tool allowlist (read/edit/browser/command/mcp), file-permission discipline, model-routing hints, and mode-specific safety guardrails; outputs .roomodes JSON and a verification checklist; based on RooVetGit/Roo-Code (Apache-2.0, 50k+ stars, 2026) | prompt |
| ๐ผ Qwen3-Coder-Next Agentic Coding Architect | Design agentic coding harnesses for Qwen3-Coder-Next โ 80B/3B hybrid MoE economics, 256K native context (1M via YaRN), non-thinking output, specialized function-call format, FIM editing, plan-then-execute loops, and verifiable reward signals; based on the Qwen3-Coder-Next Technical Report (arXiv 2603.00729, 2026) | prompt |
| ๐ Formal Theorem Proving Architect | Blueprint-driven Lean 4 prover โ dependency-graph decomposition, parallel lemma proving, compiler-feedback refinement loops; 99.2% pass@1 on MiniF2F-test, 75.6% on PutnamBench; based on Goedel-Architect (arXiv 2606.06468, June 2026) | prompt |
| ๐งช Prototype Architect | Throwaway-prototype skill โ logic prototypes (interactive TUI for state machines) and UI prototypes (radically different variants on a single route with floating switcher); based on mattpocock/skills (Jan 2026, 117k+ stars) | prompt |
| ๐ Code Reviewer | Security-focused code reviewer โ OWASP Top 10, severity grading, fix examples (2026) | prompt |
| ๐ธ Multi-Agent Orchestrator | Central dispatch agent โ task decomposition, parallel delegation, state tracking, error recovery (2026) | prompt |
| ๐ Teams-First Multi-Agent Orchestrator | Teams-first multi-agent orchestration layer for Claude Code โ 19 specialized agents with model routing (haiku/sonnet/opus), delegation rules, skill triggers, team pipeline (planโprdโexecโverifyโfix), structured commit trailers, and project memory; based on Yeachan-Heo/oh-my-claudecode (Feb 2026, 35k+ stars) | prompt |
| ๐งฑ Agent Harness Designer | System prompt for designing reliable agent runtimes โ tool minimization, approval gates, memory/compaction, rollback, observability, evals; derived from OpenAI/Anthropic harness guidance (2026) | prompt |
| ๐ Autonomous Permission Classifier Architect | Design model-based permission classifiers for coding agents โ prompt-injection probe, reasoning-blind transcript classifier with two-stage filter, block/allow templates, deny-and-continue semantics, and recursive subagent handoff gates; based on Anthropic's "How we built Claude Code auto mode" (March 2026) | prompt |
| ๐ Loop Engineering Architect | Design external loop specifications that let coding agents run without step-by-step prompting โ trigger, goal, five-level verification ladder, architecture, stopping rule, durable memory; based on "Stop Hand-Holding Your Coding Agent" (arXiv 2607.00038, July 2026) | prompt |
| ๐ Claude Code Loops Operator | Turn/goal/time/proactive loop operator for Claude Code โ choose the right primitive (/goal ยท /loop ยท /schedule), encode verification skills, manage tokens, and design routines that run while you sleep; based on Anthropic's official "Loop engineering: Getting started with loops" guide (July 2026) | prompt |
| ๐ Loop Engineering Patterns Operator | Practical loop pattern operator for recurring coding-agent tasks โ select from 7 production patterns (PR Babysitter, Daily Triage, CI Sweeper, etc.), scaffold with loop-init, score Loop Ready with loop-audit, and operate the five building blocks + memory across Grok, Claude Code, Codex, and Opencode; based on cobusgreyling/loop-engineering (MIT, 9.7k+ stars, June 2026) | prompt |
| ๐งญ Fable Method Agent Loop Architect | Think / act / prove agent loop โ classify the ask, define done with named verification, gather primary-source evidence in parallel, commit to one recommendation, act surgically, verify by observation, report outcome-first; includes domain adapters, triviality/fit/intent/recall/authorization gates, twin-check, and artifact gate; based on Sahir619/fable-method (MIT, 1.9k+ stars, July 2026) | prompt |
| ๐ Auditable Enterprise LLM Agent Harness Architect | Reconstruct prompt-heavy enterprise LLM prototypes into traceable, auditable, code-owned systems โ source-to-claim pipeline, code-owned contracts, seven validation dimensions, replaceable composition boundary, insight-first answer structure; based on "From Prompts to Contracts: Harness Engineering for Auditable Enterprise LLM Agents" (arXiv 2607.08028, July 2026) | prompt |
| โก Agent Harness Performance Engineer | Cross-harness agent harness optimization โ token economics, memory persistence hooks, continuous learning via instinct extraction, verification loops, parallelization, security scanning; based on affaan-m/everything-claude-code (Jan 2026, 182k+ stars) | prompt |
| ๐ฐ Agent Cost Observability Architect | End-to-end cost observability and budget-governance system for AI coding agents โ multi-provider token telemetry, real-time TUI/menubar dashboards, per-project budget envelopes, cost-anomaly detection, optimization recommendation loops, forecast-and-actual tracking; based on getagentseal/codeburn (Apr 2026, 7.2k+ stars) | prompt |
| ๐ Agent Virtual Filesystem Architect | Unified virtual-filesystem layer for AI agents โ mount topology, resource adapters, bash-tool surface, two-layer cache, snapshots/cloning, framework integration; based on strukto-ai/mirage (May 2026, 2149 stars) | prompt |
| ๐ฅ AOS CE Agent Operating System Architect | Architect for Unicity AOS Community Edition โ capsules, Astrid Runtime, Forge workbench, meta-harness loops, MCP bridge, and least-privilege capability design; based on unicity-aos/aos-ce (Rust, 6.5k+ stars, July 2026) | prompt |
| ๐ข QM Multiplayer Agent Harness Architect | Design and deploy Y Combinator's QM โ a multiplayer agent harness for work with personal + shared scopes, Slack + web surfaces, admin governance, per-scope sandbox, multi-harness core (Pi/OpenCode/Codex/Claude Code), shared skills, and crons/watches; based on yc-software/qm (MIT, ~5k stars, July 2026) | prompt |
| ๐งน Agent State Hygiene Architect | Local-agent state maintenance architect โ inspect-before-mutate discipline, report-first workflow, archive-don't-delete policy, handoff-doc continuity, session metadata bloat detection, stale worktree pruning, log rotation, and config hygiene; based on vibeforge1111/keep-codex-fast (May 2026, 1.2k+ stars) | prompt |
| โ๏ธ Autonomous Software Factory Orchestrator | Chat-driven autonomous development orchestrator โ human sets direction via lightweight messages, self-coordinating claws execute planning/build/test/review/push loops; notification routing (git/tmux/GitHub/lifecycle) kept strictly outside agent context windows; based on ultraworkers/claw-code (Mar 2026, 191k+ stars) | prompt |
| ๐ฅ Computer Use Operator | System prompt for browser/desktop agents โ observe โ act โ verify loops, least privilege, confirmation gates, phishing/prompt-injection resistance; derived from OpenAI's 2026 computer-use guidance | prompt |
| ๐ Browser Harness Designer | Self-healing browser harness architect โ direct CDP websocket, thin editable runtime, agent-generated helper layer, domain/interaction skill separation; based on browser-use/browser-harness (Apr 2026, 12k+ stars) | prompt |
| ๐ญ Webwright Browser Agent | Microsoft SWE-style browser agent โ code-as-action Playwright automation, critical-point plan, screenshot evidence, self-verification loop, one-shot vs parameterized CLI modes; based on microsoft/Webwright (Apr 2026, 4.6k+ stars) | prompt |
| ๐ Vercel Agent Browser Operator | Native Rust browser automation operator for AI agents โ snapshot-first navigation with @eN refs, semantic locators, batch execution, MCP server mode, React introspection, Web Vitals, and axe-core a11y audits; based on vercel-labs/agent-browser (Apache-2.0, 39k+ stars, Jan 2026) | prompt |
| ๐ผ UI-TARS Desktop Agent Operator | Vision-language model driven GUI agent operator โ screenshot-first observation, structured mouse/keyboard actions, GUI/browser/remote operator modes, MCP tool mounting, event-stream context engineering; based on bytedance/UI-TARS-desktop (2026, 36.6k+ stars, Apache-2.0) | prompt |
| ๐ฑ Phone Harness Operator | Real-iPhone agent operator via macOS iPhone Mirroring โ screenshot + Vision OCR for eyes, HID-level CGEvents for hands; least-privilege phone control, observe-act-verify loops, iOS gesture quirks, high-impact confirmation gates; based on ShawnPana/phone-harness (MIT, 1.3k+ stars, Aug 2026) | prompt |
| ๐ฅ Agent-Native CLI Designer | Agent-native CLI architect for GUI software โ 7-phase SOP to wrap any GUI app into a stateful, agent-usable CLI with REPL + subcommand modes, backend integration, test planning, and SKILL.md generation; based on HKUDS/CLI-Anything (Mar 2026, 34k+ stars) | prompt |
| ๐งฉ Agent Skill Designer | Prompt for packaging reusable agent skills โ narrow scope, tool-aware workflow, safety rules, verification checklist, SKILL.md draft output; derived from Anthropic/Google skill guidance (2026) | prompt |
| ๐ง Managed Agent Architect | Prompt for designing long-running managed-agent systems โ brain/hands split, worker contracts, checkpoints, permission scoping, recovery; derived from Anthropic/OpenAI 2026 harness guidance | prompt |
| ๐ Launch Your Agent Architect | Founder copilot for launching Claude Managed Agents (CMA) โ interview a founder, scope the smallest v0, launch in their own Anthropic account, grade against a binary rubric, iterate, and schedule deployments; based on anthropics/launch-your-agent (Apache-2.0, June 2026) | prompt |
| ๐ Agent Protocol Advisor | Prompt for choosing MCP vs A2A vs simpler transports โ protocol mapping, trust boundaries, ownership, retries, migration plan; derived from Google's 2026 protocol guide | prompt |
| ๐ A2A Agent Protocol Architect | Architect A2A-compliant agent-to-agent systems โ AgentCard discovery, Task lifecycle, Message/Part/Artifact contracts, JSON-RPC/gRPC/HTTP bindings, async streaming, OAuth/mTLS security, idempotency, versioning; based on the A2A open protocol (Google โ Linux Foundation, v1.0 2026, 22k+ stars, Apache-2.0) | prompt |
| ๐ Omnigent Meta-Harness Architect | Vendor-agnostic control plane for orchestrating multiple coding-agent harnesses โ adapter contracts, policy envelopes, sandbox profiles, portable context bundles, and cross-harness verification; based on omnigent-ai/omnigent (Apache-2.0, 7.4k+ stars, June 2026) | prompt |
| ๐ Vercel Eve Agent Architect | Filesystem-first agent architect for Vercel Eve โ design durable backend agents using agent/instructions.md, agent/tools/, agent/skills/, agent/channels/, agent/schedules/, agent/connections/, and agent/subagents/ conventions; path-named capabilities, typed Zod tools, load-on-demand skills, human-in-the-loop approvals, and eve eval harness; based on vercel/eve (Apache-2.0, 4.3k+ stars, June 2026) | prompt |
| ๐งฎ Agentic Code Reasoner | Prompt for evidence-backed code reasoning โ semi-formal reasoning chain, competing hypotheses, verification-first conclusions for complex code understanding (2026) | prompt |
| ๐ง ADHD Parallel Ideation Skill | Parallel divergent ideation for coding agents โ spawns N isolated branches under cognitive frames (hardware/regulator/biology/speedrunner/etc), scores/clusters/prunes traps, deepens survivors; mechanical generator/critic split with zero shared context during divergence; for architecture, naming, API design, and fuzzy-debugging decisions; based on UditAkhourii/adhd (May 2026, 717+ stars, The New Stack featured, preprint) | prompt |
| ๐จ Multi-Agent Communication Designer | Prompt for designing agent-to-agent message protocols โ topology choice, message fields, conflict handling, graph/schema vs free-text tradeoffs (2026) | prompt |
| ๐ธ Multi-Agent Topology Selector | Prompt for choosing single/parallel/sequential/hierarchical/hybrid agent topologies โ communication cost, ownership, failure controls, human review points (2026) | prompt |
| ๐ค Agent Cooperation Designer | Prompt for designing cooperative multi-agent systems โ shared objective, local roles, disagreement rules, anti-herding controls, evaluation signals (2026) | prompt |
| ๐ Vendor-Diverse Multi-Agent Ensemble Designer | Prompt for designing multi-agent ensembles that DELIBERATELY mix vendors (Claude / GPT / Gemini / DeepSeek / Qwen / Llama) โ role-to-vendor mapping for complementary inductive biases, disagreement-as-signal arbitration, vendor-correlated failure audit, monoculture controls, version pinning; based on MIT/Harvard "Multi-Agent LLM Systems for Clinical Diagnosis: The Impact of Vendor Diversity" (arXiv 2603.04421, 2026) โ generalised beyond clinical to any high-stakes ambiguous task | prompt |
| ๐ SQL Assistant | Senior DB engineer โ query writing (CTE-first), optimization (EXPLAIN-driven), schema design, multi-dialect (2026) | prompt |
| ๐ Debugging Agent | Systematic bug hunter โ reproduce โ observe โ hypothesize โ test โ localize โ fix; works for any language (2026) | prompt |
| ๐ฏ Disciplined Diagnostician | Disciplined diagnosis loop for hard bugs and performance regressions โ feedback-loop construction, falsifiable hypotheses, instrumented probes, correct regression-test seams, cleanup protocol; based on mattpocock/skills (Feb 2026) | prompt |
| ๐ System Design | Staff-level architect โ clarifies requirements first, capacity estimation, component trade-offs, failure modes (2026) | prompt |
| ๐ Spec-Driven Development Architect | Spec-first system designer โ structured mission/tech-stack/roadmap/requirements/scenarios/validation packages; RFC 2119 discipline, delta specs for changes, small-phase decomposition; based on 2026 spec-driven development best practices (2026) | prompt |
| โก Performance Profiler | Performance engineering expert โ baseline โ bottleneck analysis โ impact-ranked optimization plan with code examples (2026) | prompt |
| ๐ง Refactoring Coach | Refactoring specialist โ diagnose code smells, sequence safe Fowler-catalog transforms, preserve behavior at every step (2026) | prompt |
| ๐ API Integration Architect | Integration architect โ pattern selection, auth, retry/backoff, idempotency, observability for reliable system-to-system integrations (2026) | prompt |
| ๐ Database Schema Designer | DB architect โ entity modeling, normalization (1NFโ3NF), index strategy, PostgreSQL DDL with migration notes (2026) | prompt |
| ๐งช Test Strategy Architect | Testing architect โ risk-based test pyramid, tooling, coverage targets by layer, 4-week implementation roadmap (2026) | prompt |
| โก Claude Artifacts | System prompt for generating rich Claude Artifacts (UI, interactive apps, code) | prompt |
| ๐ป Professional Coder | Expert coding assistant โ auto programming, project generation, any language | prompt |
| ๐จ Design System Spec Architect | Prompt for authoring DESIGN.md design-system specifications โ machine-readable YAML tokens + human-readable rationale, component definitions, state variants, and WCAG-safe palettes; derived from Google Labs' 2026 design.md specification (2026) | prompt |
| ๐จ Generative UI Architect | Component-first, design-system-native UI generation โ states, tokens, accessibility, responsive layouts, typed code output (2026) | prompt |
| ๐จ Open Design Orchestrator | Local-first, agent-agnostic design producer โ skill-driven prototype/deck workflows, 72+ brand-grade design systems, deterministic visual directions, five-dimensional self-critique, multi-modal export (HTML/PDF/PPTX/MP4); based on nexu-io/open-design (Apr 2026, 38k+ stars) | prompt |
| ๐จ Magazine Web Deck Designer | Single-file HTML horizontal-swipe deck architect โ two locked visual styles (Editorial Magazine ร Electric Ink vs Swiss Internationalism), WebGL hero backgrounds, 10โ22 registered layout skeletons, locked theme presets, Motion One choreography, typography-first discipline; based on op7418/guizang-ppt-skill (Apr 2026, 8590 stars) | prompt |
| ๐จ HTML PPT Studio Designer | Professional static HTML presentation architect โ 36 themes, 15 full-deck templates, 31 layouts, 47 animations (27 CSS + 20 canvas FX), true presenter mode with pixel-perfect previews + speaker script + timer; token-based design system, keyboard runtime, no build step; based on lewislulu/html-ppt-skill (Apr 2026, 4676 stars) | prompt |
| ๐จ Frontend Taste Engineer | Senior UI/UX engineer that overrides default LLM biases toward generic UI โ metric-based design rules (variance/density/motion dials), anti-slop guardrails, CSS hardware acceleration, spring physics, liquid-glass refraction, and premium interaction states; based on Leonxlnx/taste-skill (Apr 2026, 17.5k+ stars) | prompt |
| ๐จ Anti-AI-Slop Design Architect | Structural-variety-first design skill โ refuses LLM-default rhythms, enforces 69-gate slop test, locked-token discipline, honest-copy rule, pre-emit 6-axis self-critique, and four verbs (default/audit/redesign/study); based on Nutlope/hallmark (Apr 2026, 2.4k+ stars) | prompt |
| ๐จ HTML-Native Design Orchestrator | Single-sentence-to-ship design skill โ interactive prototypes, HTML decks, motion design (MP4/GIF), infographics, and 5-dimension expert critique; enforces Core Asset Protocol (logo โ product shots โ UI โ color โ font), Junior Designer workflow, anti-AI-slop rules, and 5-schoolsร20-philosophies design direction advisor; based on alchaincyf/huashu-design (Apr 2026, 14k+ stars) | prompt |
| ๐ฅ Frontend Developer | React/Vue/Angular expert โ component architecture, Core Web Vitals, WCAG 2.1, responsive design, TypeScript, performance budgets (2026) | prompt |
| ๐ Web Quality Auditor | Comprehensive frontend quality audit โ Lighthouse-driven performance (Core Web Vitals), accessibility (WCAG 2.2 AA), technical SEO, and best practices; severity-graded findings with file:line citations and concrete fixes; based on addyosmani/web-quality-skills (2026) | prompt |
| ๐ฒ Mobile App Builder | Native iOS (Swift/SwiftUI) + Android (Kotlin/Jetpack Compose) + cross-platform (React Native/Flutter) โ offline-first, biometric auth, push notifications, app store deployment (2026) | prompt |
| ๐ SwiftUI Code Reviewer | Production-grade SwiftUI code reviewer โ deprecated API modernization, data flow validation, accessibility audit (Dynamic Type/VoiceOver/Reduce Motion), performance optimization, Swift 6.2 concurrency, navigation patterns, code hygiene; based on twostraws/SwiftUI-Agent-Skill (Mar 2026, 3.9k+ stars) | prompt |
| ๐ค Jetpack Compose Architect | Production-grade Jetpack Compose code architect โ state authoring/hoisting/holder patterns, recomposition performance, stability diagnostics, deferred reads, side-effect lifecycle, Kotlin Flow state/event modeling, accessibility and Material 3 compliance; based on chrisbanes/skills (May 2026, 660 stars) | prompt |
| โ๏ธ Solidity Smart Contract Engineer | Security-first Solidity โ checks-effects-interactions, ERC-20/721/1155, UUPS/diamond proxies, DeFi primitives, gas optimization, Foundry fuzz/invariant testing, L2 deployment (2026) | prompt |
| โก Solana Blockchain Architect | Production-grade Solana program design โ Rust/Anchor, account-model discipline, PDA derivation/CPI safety, SPL Token/Token-2022, compute-unit optimization, reinitialization defense, signer/owner validation, solana-program-test verification; based on solana-foundation/solana-dev-skill (Mar 2026, 493 stars) | prompt |
| ๐ง Emotion-Aware Engineering Partner | Senior coding partner grounded in Anthropic's 2026 emotion-vectors research โ incremental delivery, honest uncertainty calibration, collaborative pushback, debugging transparency (2026) | prompt |
| โ Verification Specialist | Adversarial validation agent โ tries to break implementations across frontend, backend, CLI, mobile, data/ML, and infra; enforces command-backed PASS/FAIL/PARTIAL verdicts with adversarial probes (2026) | prompt |
| ๐ Tech Debt Auditor | Whole-repo structural audit โ nine-dimension debt sweep (architectural decay, consistency rot, type debt, test debt, dependency rot, performance hygiene, observability, security hygiene, documentation drift); forced orientation before judgment, mandatory file:line citations, required "looks bad but is actually fine" section; based on ksimback/tech-debt-skill (Apr 2026) | prompt |
| ๐ง Doubt-Driven Development Architect | Fresh-context adversarial review for non-trivial decisions โ CLAIM โ EXTRACT โ DOUBT โ RECONCILE โ STOP cycle; isolates artifact + contract, forbids passing the claim to the reviewer, bounds doubt theater, offers cross-model escalation; based on addyosmani/agent-skills (2026, 54.7k+ stars) | prompt |
| ๐ฏ Andrej Karpathy Coding Guidelines | Concise behavioral guardrails against common LLM coding mistakes โ think before coding, simplicity first, surgical changes only, goal-driven verification; derived from Andrej Karpathy's observations on LLM coding pitfalls (Jan 2026) | prompt |
| ๐ด Ponytail Lazy Senior Dev Architect | Make your coding agent think like the laziest senior dev โ YAGNI ladder, reuse-before-write, stdlib/native-first, one-line-when-possible, while keeping validation, security, accessibility, and error handling non-negotiable; ~54% less code in real agentic benchmarks; based on DietrichGebert/ponytail (MIT, 84k+ stars, June 2026) | prompt |
| ๐งฐ Coding Agent System Prompt | Production-grade system prompt for CLI coding agents โ identity, permission model, task execution discipline, code style constraints, risk-aware action, tool usage protocol, output efficiency; independently authored from patterns observed in Claude Code (Apr 2026) | prompt |
| ๐ Technical Diagram Engineer | Production-quality SVG diagram generator โ architecture, data flow, flowchart, sequence, agent/memory, UML, ER, network topology; 7 visual styles, semantic arrow vocabulary, shape taxonomy, layout rules, AI/Agent domain patterns; based on yizhiyanhua-ai/fireworks-tech-graph (Apr 2026) | prompt |
| ๐งฉ Claude Code Sub-Agent Designer | Designer prompt for Anthropic's Claude Code sub-agents โ when to use sub-agent vs skill vs inline, kebab-case naming, routing description authoring, least-privilege tool allowlists, isolated context discipline, output-contract lock-in, routing stress test; based on Anthropic's Claude Code Sub-Agents docs (Feb 2026) and wshobson/agents + VoltAgent/awesome-claude-code-subagents (2026) | prompt |
| ๐ Solution Architect | In-depth codebase study โ concrete implementation plan โ explores conventions, maps dependencies, presents multiple options with trade-offs, sequences reversible incremental steps, and surfaces open questions before any code is written; based on repowise-dev/claude-code-prompts (Apr 2026) | prompt |
| ๐ Pragmatic Programmer | Classic software engineering principles as binding agent rules โ DRY at knowledge level, orthogonality, tracer bullets, ruthless feedback, automation, broken windows; MUST/SHOULD/MUST NOT policy for code generation and review; based on Hunt & Thomas and ciembor/agent-rules-books (2026) | prompt |
| ๐ Classic Software Engineering Canon | Multi-book binding ruleset for AI coding agents โ Clean Code (readability, naming, functions, side effects), Clean Architecture (dependency direction, boundaries, adapters), Domain-Driven Design (bounded contexts, aggregates, ubiquitous language), Designing Data-Intensive Applications (consistency, durability, replication, schema evolution); unified review checklist; based on ciembor/agent-rules-books (Apr 2026, 1.4k+ stars) | prompt |
| ๐ฆธ Superpowers Agentic Development Framework | Structured skill-driven software development methodology โ 14 composable skills with activation triggers, red flags, procedural checklists, and verification criteria; 7-step workflow (brainstorm โ plan โ worktree โ TDD โ subagent-driven execution โ code review โ finish); mandatory refusal to skip tests/review/verification; based on obra/superpowers (May 2026, 85k+ stars) | prompt |
| ๐ AGENTS.md Author | Authoring prompt for the AGENTS.md open standard โ concise repo-root file telling cross-vendor coding agents (Codex CLI, Cursor, Aider, Gemini CLI, Jules, Factory, RooCode; Claude Code via CLAUDE.md) how to set up, build, test, and commit safely; recommended section order, extract-don't-invent commands, monorepo nested-file resolution, โค200-line discipline, anti-patterns, provenance + questions output; based on the official agents.md spec, OpenAI's Aug 2025 introduction, and Agentic AI Foundation / Linux Foundation 2026 stewardship | prompt |
| ๐ธ Codebase Knowledge Graph Architect | Transform code, SQL schemas, infrastructure definitions, docs, and multimodal assets into a structured, queryable knowledge graph โ AST-level entity extraction, God-node identification, surprising cross-module connections, design-rationale mining, architectural tension detection, and confidence-tagged edges (EXTRACTED / INFERRED / AMBIGUOUS); outputs GRAPH_REPORT.md, graph.json, and optional interactive visualization; supports incremental delta updates on commits; based on safishamsi/graphify (Apr 2026, 44k+ stars) | prompt |
| ๐ง Codebase Memory MCP Architect | MCP-native code-intelligence architect for DeusData codebase-memory-mcp โ index repos into a persistent knowledge graph (158 languages, Hybrid LSP, <1ms structural queries), map agent questions to the 15 MCP tools, design indexing/watch/artifact policies, and enforce query plans that replace file-by-file exploration; based on DeusData/codebase-memory-mcp (MIT, 37k+ stars, Feb 2026) | prompt |
| ๐ Parallel Codegen Architect | Architect generator/evaluator/orchestrator harness patterns for sustained, large-scale code construction with parallel LLM sub-agents โ compilers, interpreters, runtimes, parsers, type checkers, codemod systems; pre-condition test (decomposable artifact, testable interfaces, work-per-module repays coordination), strict role separation (orchestrator reads only summaries, never generator transcripts; evaluator is read-only on code and tests; sealed modules are immutable without explicit reopening), phased workflow (plan โ parallel build โ integration tiers โ end-to-end โ postmortem), checkpoint-resumable execution, anti-patterns refused (inter-generator chat, evaluator-rewrites-tests-to-pass, role conflation, unbounded parallelism); based on Anthropic's "Building a C Compiler with Parallel Claudes" (anthropic.com/engineering/building-c-compiler, Feb 2026) | prompt |
| ๐ญ Opinionated Agent Team Designer | Multi-role tooling system designer for AI coding agents โ CEO / Designer / Eng Manager / Release Manager / Doc Engineer / QA role definitions with explicit mandates and anti-scopes, review lattice (plan-review, code-review, pre-ship sign-off), slash-command invocation protocol, infrastructure roles (autoplan, guard, benchmark, learn, retro), team-mode shared configuration with silent auto-updates; opinionated over flexible, narrow over general, review over trust, explicit over implicit; based on garrytan/gstack (Mar 2026, 96k+ stars) | prompt |
| ๐ฅ Native-Feel Desktop Architect | Cross-platform desktop app architect that feels indistinguishable from native โ four-layer architecture (native shell โ system WebView โ Node backend โ Rust core), eight architectural tenets, WebKit/WebView2 survival guide, 75-item ship audit, anti-patterns (Electron abstraction, Tauri control-loss, two UI codebases); based on yetone/native-feel-skill (May 2026, 1.2k+ stars) | prompt |
| ๐ พ Agent-First Language Architect | Programming-language designer that treats agents as primary users โ small regular surface, deep standard library, deterministic structured tooling, and explicit syntax; based on vercel-labs/zerolang (May 2026, 3.6k+ stars) | prompt |
| ๐ Agentic HTML Publisher | Local-first, ship-ready HTML publisher โ turns Markdown/CSV/JSON/notes into single-file HTML via 75 skill templates across 9 surfaces (magazine, deck, poster, social cards, prototype, data report, Hyperframes); juice-inlined CSS for WeChat, 2ร PNG for X, standalone .html download; anti-AI-slop design discipline with locked palettes, CJK font stacks, and 8 px baseline grid; based on nexu-io/html-anything (May 2026, 4.5k+ stars) | prompt |
| ๐งฑ Small Model Coding Agent Architect | Terminal-native coding agent designed for 8Bโ35B local models โ deterministic regex tool routing, plan-tracker anchors, patch-first editing, forgiving JSON parser, two-tier memory, snapshot rollback, graceful cloud escalation, benchmark-driven development, and structured 8-step debugging; compensates for small context windows and unreliable tool calling instead of assuming frontier-model capabilities; based on Doorman11991/smallcode (May 2026, 1.6k+ stars) | prompt |
| ๐ Symphony Workflow Orchestrator Architect | Issue-tracker-driven autonomous execution orchestrator โ per-issue workspace isolation, WORKFLOW.md contract, bounded concurrency, retry backoff, reconciliation, observability, and human-review handoff; based on openai/symphony (Feb 2026, 24.8k+ stars) | prompt |
| ๐ Website Clone Architect | Pixel-perfect website reverse-engineer โ Chrome MCP reconnaissance, getComputedStyle() design-token extraction, parallel builder agents in git worktrees, component spec contracts with interaction-model discipline, visual QA diff; 95โ99% accuracy for static pages; based on JCodesMore/ai-website-cloner-template (Mar 2026, 16k+ stars) | prompt |
| ๐ฆ OpenSquilla Token-Efficient Agent Architect | Design token-efficient, microkernel AI agents with OpenSquilla โ local SquillaRouter model routing, persistent memory, layered sandbox, built-in web search, on-device embeddings, and a unified turn loop across CLI/Web/chat; route each turn to the cheapest capable model, keep durable state out of the prompt window, and measure token economics per turn; based on opensquilla/opensquilla (Apache-2.0, 6.3k+ stars, May 2026) and "Agentic Routing: The Harness-Native Data Flywheel" (arXiv 2607.11399, July 2026) | prompt |
DevOps & SRE
| Name | Description | Prompt |
|---|---|---|
| ๐จ Incident Response Commander | Incident commander โ SEV1-4 matrix, real-time coordination, blameless post-mortems, SLO/SLI framework, stakeholder comms templates (2026) | prompt |
| ๐ก SRE | Site reliability engineer โ SLO/error budget framework, observability three pillars, golden signals, toil reduction, chaos engineering (2026) | prompt |
| โ๏ธ Cloud Architect | Senior cloud architect โ multi-cloud (AWS/Azure/GCP), Well-Architected Framework, migration 6Rs, FinOps, zero-trust, disaster recovery, IaC (2026) | prompt |
| โ Kubernetes Specialist | K8s operations โ cluster architecture, RBAC, network policies, GitOps (ArgoCD/Flux), service mesh (Istio/Linkerd), multi-tenancy, CIS Benchmark, cost optimization (2026) | prompt |
| ๐ Platform Engineer | Internal developer platform & AI infrastructure โ IaC, multi-model serving, agent runtime, observability, cost optimization, GitOps, zero-trust (2026) | prompt |
| ๐ Release Engineer | Production launch specialist โ pre-launch checklists, feature flags, staged canary rollouts, rollback strategy, post-launch verification; based on addyosmani/agent-skills (2026) | prompt |
| ๐ Terraform IaC Specialist | Diagnose-first Terraform/OpenTofu specialist โ response contract (assumptions, risk category, remediation, validation, rollback), failure-mode routing table (identity churn, secret exposure, blast radius, CI drift, state corruption), module hierarchy, count vs for_each rules, testing strategy matrix; based on antonbabenko/terraform-skill (Jan 2026, 1.9k+ stars) | prompt |
Data Engineering
| Name | Description | Prompt |
|---|---|---|
| ๐ง Data Engineer | Data pipeline specialist โ Medallion Architecture (Bronze/Silver/Gold), PySpark + Delta Lake, dbt contracts, Great Expectations, Kafka streaming (2026) | prompt |
| ๐ Analytics Engineer | Production data infrastructure โ dimensional modeling, dbt, pipeline architecture, data quality testing, metrics definition (2026) | prompt |
| ๐ Data Platform Architect | Enterprise data platform design โ lakehouse architecture, data mesh, real-time streaming, AI/ML pipelines, governance, multi-cloud cost optimization (2026) | prompt |
| ๐ Data Governance Architect | Enterprise data governance โ policy frameworks, stewardship models, data catalogs, lineage tracking, privacy compliance, AI data standards (2026) | prompt |
AI & ML
| Name | Description | Prompt |
|---|---|---|
| ๐ค ML Systems Architect | Production ML design โ data pipelines, training, inference, model evaluation, MLOps, monitoring, cost optimization, LLM fine-tuning (2026) | prompt |
| ๐งฌ LLM Architect | LLM systems โ fine-tuning (LoRA/QLoRA/RLHF/DPO), RAG architecture, serving (vLLM/TGI), quantization (GPTQ/AWQ), safety guardrails, multi-model orchestration (2026) | prompt |
| ๐ Realtime Voice Agent Architect | Enterprise voice agent design โ sub-1s TTFA, streaming STTโLLMโTTS, turn-taking, barge-in handling, voice-optimized prompts, confirmation gates (2026) | prompt |
| ๐จ Multimodal Agent Designer | Cross-modal agent architecture โ active perception, visual/audio grounding, token-efficient context management, modality-aware tool design, GUI automation (2026) | prompt |
| ๐ Long-Horizon Multimodal Search Agent | Sustained visual-textual search across 100-turn horizons โ file-based visual context management, progressive on-demand image loading, multi-hop visual reasoning, horizon drift prevention; based on LMM-Searcher (arXiv 2604.12890, April 2026) | prompt |
| ๐ง Proactive Memory Agent for Long-Horizon Agents | Active memory intervention layer โ separate memory agent decides when to inject reminders vs. stay silent; structured bank of status, knowledge, and procedural memories; based on "Remember When It Matters" (arXiv 2607.08716, July 2026) | prompt |
| ๐งญ S-Agent Spatial Tool-Use Architect | Spatial reasoning as spatio-temporal evidence accumulation โ VLM planner + three-level spatial tool hierarchy (2D grounding โ 3D lifting โ spatial knowledge aggregation) + Scene/Agent memory; training-free improvements on open-source and closed-source VLMs; based on S-Agent (arXiv 2606.20515, June 2026) | prompt |
| โ๏ธ AI Ethics Reviewer | Algorithmic ethics audit โ fairness & bias, transparency, privacy, safety, accountability, societal impact, cross-cultural considerations, mitigation roadmap (2026) | prompt |
| ๐ค MLOps Engineer | ML operations platform โ feature stores, model registries, training pipelines, serving infrastructure, drift monitoring, experiment tracking, GPU optimization, LLM deployment (2026) | prompt |
| ๐ฆพ Embodied AI Developer | VLA systems, robotic agents, world-model-driven embodied intelligence โ perception-action grounding, sim-to-real pipelines, cross-embodiment transfer, skill primitives, physical safety gates; derived from 2026 embodied-AI research (StarVLA, EmbodiedClaw, VLA-World) (2026) | prompt |
| ๐ Agent World Model Architect | Predictive environment simulators for agent imagination โ state-space design, dynamics modeling, counterfactual rollouts, plan-then-execute integration, world-model-specific safety (hallucinated futures, goal misgeneralization, deceptive alignment); spans physics, language, and hybrid world models; based on VLA-World, OccuBench, and 2026 world-model safety research (2026) | prompt |
| ๐ฑ On-Device AI Deployment Architect | Privacy-first edge AI architect โ hardware-aware model selection, quantization strategy (GGUF/AWQ/TurboQuant), inference engine tuning (MLX/llama.cpp/Ollama/vLLM/TensorRT-LLM), KV-cache optimization, SSD offloading, hybrid cloud-edge partitioning, thermal/power management; based on llmfit, omlx, Rapid-MLX, ds4, apfel, and 2026 on-device AI ecosystem (2026) | prompt |
| ๐ค Self-Improving Agent Architect | Closed learning loop agent design โ experience-driven skill creation, autonomous improvement nudges, cross-session memory with user modeling, multi-platform gateway, scheduled automations, model-agnostic backends; based on NousResearch/hermes-agent (2026, 140k+ stars) | prompt |
| ๐ข Agentic Company Orchestrator | Zero-human-company multi-agent orchestration architect โ org-chart design, heartbeat-driven execution, goal-aligned delegation, budget governance with hard stops, ticket-based task tracking, board approval gates, multi-company isolation, and portable company templates; based on paperclipai/paperclip (Mar 2026, 64k+ stars) | prompt |
| ๐ญ Open Deep Research Agent Architect | End-to-end design of an open-source deep research agent that competes with OpenAI Deep Research / Gemini Deep Research / Perplexity Pro โ task contract, synthetic agentic data pipeline, on-policy RL with verifiable rewards, Light vs Heavy inference modes, typed evidence graph with triangulation, long-horizon planner with replan triggers, deployment topology with prefix caching, public-benchmark eval harness (xbench / BrowseComp / GAIA / FRAMES), citation-honesty governance; based on Alibaba-NLP/DeepResearch โ Tongyi DeepResearch (2026) | prompt |
| ๐ Quantitative Trading Agent Architect | End-to-end quantitative trading agent design โ natural-language strategy generation, cross-market backtesting (A/HK/US equities, crypto, futures, forex), Shadow Account behavior extraction from broker journals, multi-agent trading teams (investment/quant/crypto/risk), 452-alpha factor zoo, persistent research memory; based on HKUDS/Vibe-Trading (Apr 2026, 7.6k+ stars) | prompt |
| ๐งช Autonomous ML Research Agent | Self-directed experiment loop for ML research โ fixed-time-budget training, single-file edit discipline, keep/discard decision gates, git-branch state management, overnight autonomy; reads code, forms hypotheses, runs experiments, logs results, and iterates without human intervention; based on karpathy/autoresearch (Mar 2026, 80k+ stars) | prompt |
| ๐งช Agent Environment Engineering Architect | Design the runtime, artifacts, constraints, and interfaces that let off-the-shelf CLI agents do metric-driven autonomous scientific discovery โ permissions/artifact/budget/human-in-the-loop engineering, hidden-evaluator sandbox, parallel propose-implement loops, cost-capped exploration; based on EurekAgent (arXiv 2606.13662, June 2026; THU-Team-Eureka/EurekAgent) | prompt |
| ๐งช ML Intern โ Autonomous ML Engineer | Hugging Face-native autonomous ML engineer โ literature-first recipe extraction, citation-graph crawling, current API validation, HF Jobs training with pre-flight checks, Trackio monitoring, sandbox-first development, and headless iterative improvement; based on huggingface/ml-intern (May 2026, ~8.1k stars) | prompt |
| ๐งช Self-Distillation Code Generation Strategist | Decision strategist for the SSD recipe โ when self-distillation is the right next training move and when it is not; precondition test on pass@k โ pass@1 gap, minimal-recipe pipeline (sample โ cross-entropy fine-tune on raw unverified samples, no reward model, no verifier, no RL), parallel verifier-aware arm, pre-d |