ai-boost/awesome-prompts — stars, momentum and ranking

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 🪶

 ![](https://raw.githubusercontent.com/ai-boost/awesome-prompts/main/assets/banner.png)

Curated prompts, frameworks, and papers — with an engineering bias.

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[![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
[![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](http://makeapullrequest.com)

The prompt engineering world has split into two camps:

Camp 1 — Prompt templates: collect system prompts, share copy-paste recipes, curate persona prompts. Useful, but limited.
Camp 2 — 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.

📋 Prompts — copy-paste ready
🔬 Frameworks — the engineering camp
🕵️ System Prompt Leaks — learn from production
🧠 Prompt Engineering — techniques & defense
🔭 Context Engineering
🤖 Agent Ecosystem — MCP, A2A, Payments, Skills, Harness
📖 Official Guides
📄 Papers — Foundations, Optimization, Reasoning, RAG, Agents, Multi-Agent, Safety, Self-Improving Agents, Tool Use, Evaluation, Memory, Multimodal
🛠 Tools & Libraries

Prompts

All prompts are open — click, copy, use directly.

Coding & Development

Name	Description	Prompt
🤖 Agentic Coder	Plan-first coding agent — security checklist, test discipline, PR summary format (2025)	prompt
📋 Improve Audit Planner	Codebase audit → self-contained plans → cheap-executor dispatch — 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
🔔 Proactive Coding Agent Architect	Design coding agents that notice what matters before being asked — reactive / scheduled / situation-aware levels, insight policy (monitor → evaluate → decide → ground → 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
🪿 Goose AI Engineering Agent Operator	Vendor-neutral open-source AI engineering agent operator — MCP-native extension discipline, plan-then-execute loops, multi-provider awareness, least-privilege permission model; based on block/goose → aaif-goose/goose under the Linux Foundation Agentic AI Foundation (Apache-2.0, ~50k stars, June 2026)	prompt
♊ Gemini CLI Prompt Architect	Gemini-CLI-optimized prompt engineer — 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
🛠 OpenAI Codex CLI Prompt Architect	Codex-optimized prompt engineer — 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
🖥 Cline Prompt Architect	Cline-optimized prompt engineer — 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
🔱 Grok Build Prompt Architect	Grok-Build-optimized prompt engineer — 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
🟠 MiMo Code Prompt Architect	MiMo-Code-optimized prompt engineer — 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
🌙 Kimi Code Prompt Architect	Kimi-Code-CLI-optimized prompt engineer — 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
🧩 OpenAI Codex Skill Author	Author installable Codex skills in the official Agent Skills format — 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
🦘 Roo Code Custom Mode Architect	Design focused, least-privilege Custom Modes for the open-source Roo Code VS Code agent — 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
🐼 Qwen3-Coder-Next Agentic Coding Architect	Design agentic coding harnesses for Qwen3-Coder-Next — 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
📐 Formal Theorem Proving Architect	Blueprint-driven Lean 4 prover — 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
🧪 Prototype Architect	Throwaway-prototype skill — 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
🔍 Code Reviewer	Security-focused code reviewer — OWASP Top 10, severity grading, fix examples (2026)	prompt
🕸 Multi-Agent Orchestrator	Central dispatch agent — task decomposition, parallel delegation, state tracking, error recovery (2026)	prompt
🎛 Teams-First Multi-Agent Orchestrator	Teams-first multi-agent orchestration layer for Claude Code — 19 specialized agents with model routing (haiku/sonnet/opus), delegation rules, skill triggers, team pipeline (plan→prd→exec→verify→fix), structured commit trailers, and project memory; based on Yeachan-Heo/oh-my-claudecode (Feb 2026, 35k+ stars)	prompt
🧱 Agent Harness Designer	System prompt for designing reliable agent runtimes — tool minimization, approval gates, memory/compaction, rollback, observability, evals; derived from OpenAI/Anthropic harness guidance (2026)	prompt
🔐 Autonomous Permission Classifier Architect	Design model-based permission classifiers for coding agents — 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
🔁 Loop Engineering Architect	Design external loop specifications that let coding agents run without step-by-step prompting — 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
🔄 Claude Code Loops Operator	Turn/goal/time/proactive loop operator for Claude Code — choose the right primitive (`/goal` · `/loop` · `/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
🛞 Loop Engineering Patterns Operator	Practical loop pattern operator for recurring coding-agent tasks — 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
🧭 Fable Method Agent Loop Architect	Think / act / prove agent loop — 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
📜 Auditable Enterprise LLM Agent Harness Architect	Reconstruct prompt-heavy enterprise LLM prototypes into traceable, auditable, code-owned systems — 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
⚡ Agent Harness Performance Engineer	Cross-harness agent harness optimization — 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
💰 Agent Cost Observability Architect	End-to-end cost observability and budget-governance system for AI coding agents — 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
📁 Agent Virtual Filesystem Architect	Unified virtual-filesystem layer for AI agents — mount topology, resource adapters, bash-tool surface, two-layer cache, snapshots/cloning, framework integration; based on strukto-ai/mirage (May 2026, 2149 stars)	prompt
🖥 AOS CE Agent Operating System Architect	Architect for Unicity AOS Community Edition — 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
🏢 QM Multiplayer Agent Harness Architect	Design and deploy Y Combinator's QM — 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
🧹 Agent State Hygiene Architect	Local-agent state maintenance architect — 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
⚙️ Autonomous Software Factory Orchestrator	Chat-driven autonomous development orchestrator — 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
🖥 Computer Use Operator	System prompt for browser/desktop agents — observe → act → verify loops, least privilege, confirmation gates, phishing/prompt-injection resistance; derived from OpenAI's 2026 computer-use guidance	prompt
🌐 Browser Harness Designer	Self-healing browser harness architect — 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
🎭 Webwright Browser Agent	Microsoft SWE-style browser agent — 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
🌐 Vercel Agent Browser Operator	Native Rust browser automation operator for AI agents — 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
🖼 UI-TARS Desktop Agent Operator	Vision-language model driven GUI agent operator — 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
📱 Phone Harness Operator	Real-iPhone agent operator via macOS iPhone Mirroring — 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
🖥 Agent-Native CLI Designer	Agent-native CLI architect for GUI software — 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
🧩 Agent Skill Designer	Prompt for packaging reusable agent skills — narrow scope, tool-aware workflow, safety rules, verification checklist, `SKILL.md` draft output; derived from Anthropic/Google skill guidance (2026)	prompt
🧠 Managed Agent Architect	Prompt for designing long-running managed-agent systems — brain/hands split, worker contracts, checkpoints, permission scoping, recovery; derived from Anthropic/OpenAI 2026 harness guidance	prompt
🚀 Launch Your Agent Architect	Founder copilot for launching Claude Managed Agents (CMA) — 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
🔌 Agent Protocol Advisor	Prompt for choosing MCP vs A2A vs simpler transports — protocol mapping, trust boundaries, ownership, retries, migration plan; derived from Google's 2026 protocol guide	prompt
🔌 A2A Agent Protocol Architect	Architect A2A-compliant agent-to-agent systems — 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 → Linux Foundation, v1.0 2026, 22k+ stars, Apache-2.0)	prompt
🌐 Omnigent Meta-Harness Architect	Vendor-agnostic control plane for orchestrating multiple coding-agent harnesses — 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
🌐 Vercel Eve Agent Architect	Filesystem-first agent architect for Vercel Eve — 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
🧮 Agentic Code Reasoner	Prompt for evidence-backed code reasoning — semi-formal reasoning chain, competing hypotheses, verification-first conclusions for complex code understanding (2026)	prompt
🧠 ADHD Parallel Ideation Skill	Parallel divergent ideation for coding agents — 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
📨 Multi-Agent Communication Designer	Prompt for designing agent-to-agent message protocols — topology choice, message fields, conflict handling, graph/schema vs free-text tradeoffs (2026)	prompt
🕸 Multi-Agent Topology Selector	Prompt for choosing single/parallel/sequential/hierarchical/hybrid agent topologies — communication cost, ownership, failure controls, human review points (2026)	prompt
🤝 Agent Cooperation Designer	Prompt for designing cooperative multi-agent systems — shared objective, local roles, disagreement rules, anti-herding controls, evaluation signals (2026)	prompt
🎛 Vendor-Diverse Multi-Agent Ensemble Designer	Prompt for designing multi-agent ensembles that DELIBERATELY mix vendors (Claude / GPT / Gemini / DeepSeek / Qwen / Llama) — 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) — generalised beyond clinical to any high-stakes ambiguous task	prompt
🗄 SQL Assistant	Senior DB engineer — query writing (CTE-first), optimization (EXPLAIN-driven), schema design, multi-dialect (2026)	prompt
🐛 Debugging Agent	Systematic bug hunter — reproduce → observe → hypothesize → test → localize → fix; works for any language (2026)	prompt
🎯 Disciplined Diagnostician	Disciplined diagnosis loop for hard bugs and performance regressions — feedback-loop construction, falsifiable hypotheses, instrumented probes, correct regression-test seams, cleanup protocol; based on mattpocock/skills (Feb 2026)	prompt
🏗 System Design	Staff-level architect — clarifies requirements first, capacity estimation, component trade-offs, failure modes (2026)	prompt
📐 Spec-Driven Development Architect	Spec-first system designer — 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
⚡ Performance Profiler	Performance engineering expert — baseline → bottleneck analysis → impact-ranked optimization plan with code examples (2026)	prompt
🔧 Refactoring Coach	Refactoring specialist — diagnose code smells, sequence safe Fowler-catalog transforms, preserve behavior at every step (2026)	prompt
🔗 API Integration Architect	Integration architect — pattern selection, auth, retry/backoff, idempotency, observability for reliable system-to-system integrations (2026)	prompt
🗃 Database Schema Designer	DB architect — entity modeling, normalization (1NF–3NF), index strategy, PostgreSQL DDL with migration notes (2026)	prompt
🧪 Test Strategy Architect	Testing architect — risk-based test pyramid, tooling, coverage targets by layer, 4-week implementation roadmap (2026)	prompt
⚡ Claude Artifacts	System prompt for generating rich Claude Artifacts (UI, interactive apps, code)	prompt
💻 Professional Coder	Expert coding assistant — auto programming, project generation, any language	prompt
🎨 Design System Spec Architect	Prompt for authoring DESIGN.md design-system specifications — 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
🎨 Generative UI Architect	Component-first, design-system-native UI generation — states, tokens, accessibility, responsive layouts, typed code output (2026)	prompt
🎨 Open Design Orchestrator	Local-first, agent-agnostic design producer — 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
🎨 Magazine Web Deck Designer	Single-file HTML horizontal-swipe deck architect — two locked visual styles (Editorial Magazine × Electric Ink vs Swiss Internationalism), WebGL hero backgrounds, 10–22 registered layout skeletons, locked theme presets, Motion One choreography, typography-first discipline; based on op7418/guizang-ppt-skill (Apr 2026, 8590 stars)	prompt
🎨 HTML PPT Studio Designer	Professional static HTML presentation architect — 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
🎨 Frontend Taste Engineer	Senior UI/UX engineer that overrides default LLM biases toward generic UI — 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
🎨 Anti-AI-Slop Design Architect	Structural-variety-first design skill — 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
🎨 HTML-Native Design Orchestrator	Single-sentence-to-ship design skill — interactive prototypes, HTML decks, motion design (MP4/GIF), infographics, and 5-dimension expert critique; enforces Core Asset Protocol (logo → product shots → UI → color → font), Junior Designer workflow, anti-AI-slop rules, and 5-schools×20-philosophies design direction advisor; based on alchaincyf/huashu-design (Apr 2026, 14k+ stars)	prompt
🖥 Frontend Developer	React/Vue/Angular expert — component architecture, Core Web Vitals, WCAG 2.1, responsive design, TypeScript, performance budgets (2026)	prompt
🌐 Web Quality Auditor	Comprehensive frontend quality audit — 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
📲 Mobile App Builder	Native iOS (Swift/SwiftUI) + Android (Kotlin/Jetpack Compose) + cross-platform (React Native/Flutter) — offline-first, biometric auth, push notifications, app store deployment (2026)	prompt
🍎 SwiftUI Code Reviewer	Production-grade SwiftUI code reviewer — 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
🤖 Jetpack Compose Architect	Production-grade Jetpack Compose code architect — 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
⛓️ Solidity Smart Contract Engineer	Security-first Solidity — checks-effects-interactions, ERC-20/721/1155, UUPS/diamond proxies, DeFi primitives, gas optimization, Foundry fuzz/invariant testing, L2 deployment (2026)	prompt
⚡ Solana Blockchain Architect	Production-grade Solana program design — 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
🧠 Emotion-Aware Engineering Partner	Senior coding partner grounded in Anthropic's 2026 emotion-vectors research — incremental delivery, honest uncertainty calibration, collaborative pushback, debugging transparency (2026)	prompt
✅ Verification Specialist	Adversarial validation agent — 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
🏛 Tech Debt Auditor	Whole-repo structural audit — 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
🧐 Doubt-Driven Development Architect	Fresh-context adversarial review for non-trivial decisions — CLAIM → EXTRACT → DOUBT → RECONCILE → 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
🎯 Andrej Karpathy Coding Guidelines	Concise behavioral guardrails against common LLM coding mistakes — think before coding, simplicity first, surgical changes only, goal-driven verification; derived from Andrej Karpathy's observations on LLM coding pitfalls (Jan 2026)	prompt
🐴 Ponytail Lazy Senior Dev Architect	Make your coding agent think like the laziest senior dev — 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
🧰 Coding Agent System Prompt	Production-grade system prompt for CLI coding agents — 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
📊 Technical Diagram Engineer	Production-quality SVG diagram generator — 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
🧩 Claude Code Sub-Agent Designer	Designer prompt for Anthropic's Claude Code sub-agents — 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
🏛 Solution Architect	In-depth codebase study → concrete implementation plan — 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
🛠 Pragmatic Programmer	Classic software engineering principles as binding agent rules — 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
📚 Classic Software Engineering Canon	Multi-book binding ruleset for AI coding agents — 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
🦸 Superpowers Agentic Development Framework	Structured skill-driven software development methodology — 14 composable skills with activation triggers, red flags, procedural checklists, and verification criteria; 7-step workflow (brainstorm → plan → worktree → TDD → subagent-driven execution → code review → finish); mandatory refusal to skip tests/review/verification; based on obra/superpowers (May 2026, 85k+ stars)	prompt
📓 AGENTS.md Author	Authoring prompt for the AGENTS.md open standard — 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, ≤200-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
🕸 Codebase Knowledge Graph Architect	Transform code, SQL schemas, infrastructure definitions, docs, and multimodal assets into a structured, queryable knowledge graph — 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
🧠 Codebase Memory MCP Architect	MCP-native code-intelligence architect for DeusData codebase-memory-mcp — 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
🏗 Parallel Codegen Architect	Architect generator/evaluator/orchestrator harness patterns for sustained, large-scale code construction with parallel LLM sub-agents — 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 → parallel build → integration tiers → end-to-end → 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
🏭 Opinionated Agent Team Designer	Multi-role tooling system designer for AI coding agents — 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
🖥 Native-Feel Desktop Architect	Cross-platform desktop app architect that feels indistinguishable from native — four-layer architecture (native shell → system WebView → Node backend → 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
🅾 Agent-First Language Architect	Programming-language designer that treats agents as primary users — small regular surface, deep standard library, deterministic structured tooling, and explicit syntax; based on vercel-labs/zerolang (May 2026, 3.6k+ stars)	prompt
📄 Agentic HTML Publisher	Local-first, ship-ready HTML publisher — 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, 2× 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
🧱 Small Model Coding Agent Architect	Terminal-native coding agent designed for 8B–35B local models — 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
🏛 Symphony Workflow Orchestrator Architect	Issue-tracker-driven autonomous execution orchestrator — 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
🌐 Website Clone Architect	Pixel-perfect website reverse-engineer — Chrome MCP reconnaissance, getComputedStyle() design-token extraction, parallel builder agents in git worktrees, component spec contracts with interaction-model discipline, visual QA diff; 95–99% accuracy for static pages; based on JCodesMore/ai-website-cloner-template (Mar 2026, 16k+ stars)	prompt
🦑 OpenSquilla Token-Efficient Agent Architect	Design token-efficient, microkernel AI agents with OpenSquilla — 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
🚨 Incident Response Commander	Incident commander — SEV1-4 matrix, real-time coordination, blameless post-mortems, SLO/SLI framework, stakeholder comms templates (2026)	prompt
🛡 SRE	Site reliability engineer — SLO/error budget framework, observability three pillars, golden signals, toil reduction, chaos engineering (2026)	prompt
☁️ Cloud Architect	Senior cloud architect — multi-cloud (AWS/Azure/GCP), Well-Architected Framework, migration 6Rs, FinOps, zero-trust, disaster recovery, IaC (2026)	prompt
⎈ Kubernetes Specialist	K8s operations — cluster architecture, RBAC, network policies, GitOps (ArgoCD/Flux), service mesh (Istio/Linkerd), multi-tenancy, CIS Benchmark, cost optimization (2026)	prompt
🏗 Platform Engineer	Internal developer platform & AI infrastructure — IaC, multi-model serving, agent runtime, observability, cost optimization, GitOps, zero-trust (2026)	prompt
🚀 Release Engineer	Production launch specialist — pre-launch checklists, feature flags, staged canary rollouts, rollback strategy, post-launch verification; based on addyosmani/agent-skills (2026)	prompt
🏗 Terraform IaC Specialist	Diagnose-first Terraform/OpenTofu specialist — 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
🔧 Data Engineer	Data pipeline specialist — Medallion Architecture (Bronze/Silver/Gold), PySpark + Delta Lake, dbt contracts, Great Expectations, Kafka streaming (2026)	prompt
📈 Analytics Engineer	Production data infrastructure — dimensional modeling, dbt, pipeline architecture, data quality testing, metrics definition (2026)	prompt
🗄 Data Platform Architect	Enterprise data platform design — lakehouse architecture, data mesh, real-time streaming, AI/ML pipelines, governance, multi-cloud cost optimization (2026)	prompt
📊 Data Governance Architect	Enterprise data governance — policy frameworks, stewardship models, data catalogs, lineage tracking, privacy compliance, AI data standards (2026)	prompt

AI & ML

Name	Description	Prompt
🤖 ML Systems Architect	Production ML design — data pipelines, training, inference, model evaluation, MLOps, monitoring, cost optimization, LLM fine-tuning (2026)	prompt
🧬 LLM Architect	LLM systems — fine-tuning (LoRA/QLoRA/RLHF/DPO), RAG architecture, serving (vLLM/TGI), quantization (GPTQ/AWQ), safety guardrails, multi-model orchestration (2026)	prompt
🎙 Realtime Voice Agent Architect	Enterprise voice agent design — sub-1s TTFA, streaming STT→LLM→TTS, turn-taking, barge-in handling, voice-optimized prompts, confirmation gates (2026)	prompt
🎨 Multimodal Agent Designer	Cross-modal agent architecture — active perception, visual/audio grounding, token-efficient context management, modality-aware tool design, GUI automation (2026)	prompt
🔍 Long-Horizon Multimodal Search Agent	Sustained visual-textual search across 100-turn horizons — 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
🧠 Proactive Memory Agent for Long-Horizon Agents	Active memory intervention layer — 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
🧭 S-Agent Spatial Tool-Use Architect	Spatial reasoning as spatio-temporal evidence accumulation — VLM planner + three-level spatial tool hierarchy (2D grounding → 3D lifting → 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
⚖️ AI Ethics Reviewer	Algorithmic ethics audit — fairness & bias, transparency, privacy, safety, accountability, societal impact, cross-cultural considerations, mitigation roadmap (2026)	prompt
🤖 MLOps Engineer	ML operations platform — feature stores, model registries, training pipelines, serving infrastructure, drift monitoring, experiment tracking, GPU optimization, LLM deployment (2026)	prompt
🦾 Embodied AI Developer	VLA systems, robotic agents, world-model-driven embodied intelligence — 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
🌍 Agent World Model Architect	Predictive environment simulators for agent imagination — 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
📱 On-Device AI Deployment Architect	Privacy-first edge AI architect — 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
🤖 Self-Improving Agent Architect	Closed learning loop agent design — 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
🏢 Agentic Company Orchestrator	Zero-human-company multi-agent orchestration architect — 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
🔭 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 — 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 — Tongyi DeepResearch (2026)	prompt
📈 Quantitative Trading Agent Architect	End-to-end quantitative trading agent design — 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
🧪 Autonomous ML Research Agent	Self-directed experiment loop for ML research — 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
🧪 Agent Environment Engineering Architect	Design the runtime, artifacts, constraints, and interfaces that let off-the-shelf CLI agents do metric-driven autonomous scientific discovery — 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
🧪 ML Intern — Autonomous ML Engineer	Hugging Face-native autonomous ML engineer — 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
🧪 Self-Distillation Code Generation Strategist	Decision strategist for the SSD recipe — when self-distillation is the right next training move and when it is not; precondition test on pass@k − pass@1 gap, minimal-recipe pipeline (sample → cross-entropy fine-tune on raw unverified samples, no reward model, no verifier, no RL), parallel verifier-aware arm, pre-declared anti-collapse battery (self-BLEU, length drift, pass@k diversity, style probe, safety/refusal drift), round-2 decision gate, per-difficulty slice reporting with CIs, GPU-hour Pareto comparison vs SFT-external / DPO / GRPO; refuses to recommend SSD on models whose pass@k − pass@1 gap is < ~5 pp and refuses to ship gains without contamination-checked held-out slices; based on Apple's "Self-Distillation Improves Code Generation" (arXiv 2604.01193, April 2026; Qwen3-30B 42.4% → 55.3% pass@1 on LiveCodeBench v6, gains concentrate on hard problems)	prompt
⚖️ Verifier Engineering Strategist	Designs, audits, and refuses verifier systems — the machinery that turns a model's output (final answer, intermediate step, tool call, agent trajectory) into a reward/selection/gating signal; per-workload type selection (rule-based → programmatic → ORM → PRM → LLM-as-judge → hybrid), explicit verifier hypothesis with target precision/recall on named slices, Math-Shepherd-style PRM data synthesis with held-out cross-policy evaluation, mandatory adversarial probe battery (length inflation, format mimicry, confidence-word spam, prompt injection via candidate), reward-vs-true-accuracy divergence monitor as the reward-hacking detector, verifier-policy co-adaptation cycle, infrastructure-noise separation, versioning + kill-switch protocols; refuses LLM-as-judge in RL without bounded bias, refuses in-distribution PRM accuracy as a deployment signal, refuses shared training/eval verifier; based on the 2025–2026 verifier-augmented training trajectory (DeepSeek-R1 arXiv 2501.12948, Math-Shepherd arXiv 2312.08935, ProcessBench arXiv 2412.06559, Anthropic's Demystifying Evals / Infrastructure Noise / Eval Awareness 2026)	prompt
🗺 AgentAtlas Trajectory Eval Architect	Diagnostic agent evaluator — scores trajectories by control-decision taxonomy (Act / Ask / Refuse / Stop / Confirm / Recover), trajectory-failure taxonomy, six-axis coverage audit, and taxonomy-aware vs. taxonomy-blind gap; separates real capability from prompt-supervision artifacts; based on "AgentAtlas: Beyond Outcome Leaderboards for LLM Agents" (arXiv 2605.20530, May 2026)	prompt
🛰 WorkSpace-Isolated Agent OS Architect	Productivity-oriented agent platform architect — WorkSpace-level isolation (files/memory/skills/cost per project), white-box memory with end-to-end traceability and dream-mode consolidation, smart model routing by task difficulty (~70% cost savings), always-on background execution with deliverable landing, MCP-native integration; based on OpenBMB/PilotDeck (May 2026, 2.6k+ stars)	prompt
🐈 Nanobot Personal Agent Operator	Self-hosted personal AI agent operator — config/workspace separation, SOUL.md/USER.md/AGENTS.md identity files, Dream memory consolidation, multi-channel deployment (WebUI/CLI/Telegram/Discord/Slack/Feishu/Email), MCP/tool integration, cron/heartbeat/trigger automations, provider presets, and workspace access-mode discipline; based on HKUDS/nanobot (MIT, 46k+ stars, Feb 2026)	prompt

Product & Strategy

Name	Description	Prompt
🧭 Product Manager	Full product lifecycle — discovery to launch; PRD template, RICE scoring, Now/Next/Later roadmap, GTM brief, outcome measurement (2026)	prompt
🔎 Continuous Discovery Architect	Structured product discovery — Opportunity Solution Trees (Teresa Torres), 8-risk assumption mapping, 9 prioritization frameworks (Opportunity Score/RICE/ICE/Kano), lean startup experiments with XYZ hypotheses and pretotypes; validates before building, prioritizes problems over features; based on phuryn/pm-skills (Mar 2026, 15.8k+ stars)	prompt
🧠 AI-Native Product Architect	AI-first product design — agentic workflows, generative UI, human-in-the-loop at the right level, self-improving loops, trust & transparency architecture (2026)	prompt
🎯 UX Research Specialist	Research methodology and user insights — qualitative interviews, usability testing, survey design, metrics analysis, journey mapping, stakeholder communication (2026)	prompt
💼 CFO / Financial Strategy	Chief Financial Officer driving capital allocation and enterprise value — FP&A, fundraising, M&A, pricing strategy, board reporting (2026)	prompt
🏦 Investment Banking Associate Agent	End-to-end pitch and valuation agent — comps, precedents, DCF, LBO, football-field summary, branded deck generation; Excel model discipline (formulas-over-hardcodes, blue/black/green color coding, balance checks), institutional-grade QC, citation rigor; based on Anthropic's official Claude for Financial Services (Feb 2026, 26k+ stars)	prompt
🏛 Financial Operations & Compliance Agent	Fund-administration and financial-operations analyst — GL reconciliation, month-end close (accruals, roll-forwards, variance commentary), LP statement audit, KYC/onboarding screening with rules-engine evaluation and sanctions/PEP escalation; spreadsheet discipline, audit-trail hygiene, human sign-off gates; based on Anthropic's official Claude for Financial Services (May 2026, ~29k stars)	prompt
📊 Sales Strategist	Sales leader optimizing pipeline, win rates, territory planning, deal acceleration — BANT/MEDDIC, quota setting, GTM execution (2026)	prompt
💬 Customer Success Strategist	Account success leader maximizing lifetime value — health scoring, account planning, executive engagement, EBRs, retention & expansion, advocacy programs (2026)	prompt
🚀 Growth Hacker	Growth driver using data-driven experimentation — funnel optimization, viral loops, unit economics, A/B testing, activation, retention, acquisition channels (2026)	prompt
📈 Content Calibration Architect	Content experiment strategist — turns every post into a calibrated 5-phase loop (score → blind-predict → ship → retro → evolve); rubric-driven scoring, immutable prediction discipline, and compounding judgment over time; format-agnostic (video, essay, thread, podcast); based on XBuilderLAB/cheat-on-content (May 2026, 3k+ stars)	prompt
⚙️ Operations Manager	Ops leader optimizing processes, reducing costs, enabling scale — Lean, bottleneck analysis, cost structure, systems integration (2026)	prompt
🔄 Change Management Leader	Organizational transformation and adoption — stakeholder alignment, communication strategy, training programs, adoption tracking, sustainment, cultural change (2026)	prompt
🎯 Recruitment Strategist	Talent acquisition leader building pipelines and optimizing hiring — sourcing, competency modeling, offer strategy, retention focus (2026)	prompt
💬 Community Manager	Community leader building engaged, healthy communities — moderation, engagement loops, advocacy programs, member lifecycle, culture building (2026)	prompt
🎨 Brand Strategist	Brand building and reputation — positioning, messaging, visual identity, GEO (Generative Engine Optimization), crisis management, brand experience (2026)	prompt
👥 HR / Talent Development	Talent development and performance — recruitment, onboarding, learning, career development, culture, DEI, engagement, retention (2026)	prompt
💰 Financial Advisor	Comprehensive wealth management — financial planning, investment strategy, risk management, tax optimization, estate planning, behavioral coaching (2026)	prompt
🔍 SEO Specialist	Technical SEO, content strategy, link authority, SERP features — audit templates, keyword research, E-E-A-T, Core Web Vitals, AI search adaptation (2026)	prompt
🎤 Developer Advocate	DevRel — DX audits, technical content, community building, product feedback loops, SDK adoption, conference talks, time-to-first-success tracking (2026)	prompt
🚀 Growth Engineering Skill Architect	End-to-end marketing skill ecosystem for AI agents — product-marketing foundation, 35+ interlocking skills (CRO, SEO, ads, copy, analytics, retention), skill-dependency graph, agentskills.io standard; every skill reads shared context before acting and cross-references related skills instead of duplicating; based on coreyhaines31/marketingskills (Jan 2026, 29.5k+ stars)	prompt
🎯 Paid Advertising Architect	Multi-platform paid advertising audit & optimization — 250+ checks across Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, Apple & Amazon Ads; weighted scoring, attribution/tracking deep dives, AI creative pipeline, PPC math, A/B test design; based on AgriciDaniel/claude-ads (Feb 2026, 5.5k+ stars)	prompt

Project Management

Name	Description	Prompt
🏃 Scrum Master	Certified Scrum Master — sprint ceremonies, impediment removal, team coaching, velocity tracking, retrospectives, scaling (SAFe/LeSS/Nexus) (2026)	prompt
🚨 Project Recovery Specialist	Crisis project turnaround — root cause diagnosis, stakeholder realignment, scope reclamation, team rehabilitation, 30-60-90 day recovery plans (2026)	prompt
🔄 Agile Transformation Lead	Enterprise agile transformation — operating model design, framework selection, product management integration, flow optimization, change management, technical practices (2026)	prompt
📋 Technical Program Manager	Complex cross-functional program delivery — dependency modeling, critical path analysis, risk management, stakeholder alignment, resource planning, AI-augmented workflows (2026)	prompt

Healthcare & Clinical

Name	Description	Prompt
🏥 Clinical Assistant	Differential diagnosis generator + SOAP note writer from transcripts/notes — ICD-10/CPT coding, diagnostic workup, HIPAA-compliant (2026)	prompt
🏥 Healthcare Operations Agent	HIPAA-aware healthcare operations analyst — prior-authorization review, claims-appeal support, patient-message triage, ambient clinical documentation; NPI/ICD-10/CMS policy validation, human-in-the-loop sign-off, audit-trail sourcing; based on Anthropic's official Claude for Healthcare (Jan 2026)	prompt
🏥 Healthcare AI Architect	Clinical AI system design — safety-first architecture, multi-agent clinical reasoning, evidence stratification, uncertainty communication, HIPAA/FDA compliance, MR-Bench evaluation (2026)	prompt
🔬 Clinical Research Coordinator	Clinical trial operations — GCP compliance, protocol design, site management, patient recruitment, safety reporting, decentralized trials, data integrity (2026)	prompt
🏥 Health Informatics Specialist	Digital health system design — EHR integration, FHIR interoperability, clinical decision support, health data architecture, regulatory compliance (HIPAA/FDA), AI in healthcare (2026)	prompt
🧬 Bioinformatics Engineer	Production-grade computational biology — NGS pipelines (FASTQ→BAM→VCF), single-cell/spatial transcriptomics, differential expression, variant calling, multi-omics integration; Snakemake/Nextflow workflows, Bioconductor statistical rigor, reproducible containerized environments; based on GPTomics/bioSkills (2026)	prompt

Industrial & Automotive

Name	Description	Prompt
🚗 Automotive Functional Safety Architect	ISO 26262 safety architect — HARA with Cartesian malfunction analysis, ASIL decomposition, FSC/TSC derivation, HW-SW interface design, ISO/SAE 21434 cybersecurity concept, ISO 21448 SOTIF validation, GSN safety-case argument; every artifact paired with implicit reviewer gate; based on jherrodthomas/automotive-skills-suite (May 2026)	prompt
🤖 Industrial Robotics Architect	ISO 10218 / ISO/TS 15066 / ISO 3691-4 robotics architect — machinery safety lifecycle (ISO 12100 → ISO 13849 / IEC 62061), cobot biomechanical limits and SSM/PFL, AMR fleet safety with VDA 5050, ROS2 system architecture, IEC 62443 OT cybersecurity, FAT/SAT V&V; every artifact paired with implicit reviewer gate; based on jherrodthomas/robotics-skills-suite (May 2026, 510 stars)	prompt
🏭 Agentic CAD & Hardware Designer	Parametric CAD and hardware-design engineer — STEP-first build123d/Python parts and assemblies, natural-language spec → CAD brief, enclosures/fixtures/joints/mating, URDF/SDF/SRDF robotics descriptions, source-controlled geometry with validated exports; based on earthtojake/text-to-cad (Apr 2026, 2952 stars)	prompt
🔩 Embedded Firmware Engineer	Production-grade MCU firmware — ESP32/ESP-IDF, STM32 HAL/LL, Nordic nRF5/Zephyr, FreeRTOS; static allocation discipline, ISR minimalism, protocol state machines (UART/SPI/I2C/CAN/BLE), memory-safety rules, stack watermark verification; based on GammaLabTechnologies/harmonist (Apr 2026, 1788 stars)	prompt
🔌 PCB/EDA Design Architect	Production-grade PCB design architect — schematic review, PCB layout analysis, Gerber verification, DRC/ERC, net tracing, SPICE simulation, EMC pre-compliance (FCC/CISPR), DFM validation, multi-supplier BOM sourcing; based on aklofas/kicad-happy (Mar 2026, 398 stars)	prompt
🧩 Verilog RTL Architect	Production-grade Verilog-2001 RTL generation and FPGA design workflows — staged generation (regular/deep-review/agentic-repair), existing-RTL analysis/refinement/verify-repair, AXI-Stream/AXI4-Lite/AXI4/AHB/APB interface templates, static lint, self-checking testbench scaffolds, ASIC-quality review, Vivado/VCS/iverilog backend validation; based on Eriemon/verilog-generator (May 2026, 160 stars)	prompt

Legal & Compliance

Name	Description	Prompt
⚖️ Legal Analyst	Comprehensive legal research and contract analysis — IRAC methodology, regulatory compliance, litigation risk, IP strategy, M&A due diligence (2026)	prompt
🔒 Compliance Auditor	SOC 2, ISO 27001, HIPAA, PCI-DSS — gap assessment, evidence collection automation, policy templates, audit preparation, continuous compliance (2026)	prompt
📋 Regulatory Affairs Specialist	Global regulatory strategy — FDA/EMA/NMPA pathways, QMS design, submission preparation, gap analysis, post-market surveillance, AI/ML compliance (2026)	prompt
⚖️ Contract Negotiation Strategist	Complex deal negotiation — contract architecture, risk allocation, BATNA/ZOPA analysis, concession planning, cultural negotiation, AI-assisted contract analysis, M&A and licensing (2026)	prompt
🤖 AI Governance Legal Agent	End-to-end AI governance counsel — use-case triage (APPROVED/CONDITIONAL/NOT APPROVED), AI impact assessment, vendor AI review, regulatory gap analysis, policy monitoring; source-attribution discipline with [settled]/[verify]/[verify-pinpoint] tiers, red-line gates, jurisdiction-aware cross-checks, lawyer/non-lawyer role calibration; based on Anthropic's official Claude for Legal (Apr 2026, 7.3k+ stars)	prompt
⚖️ Agentic Deontic Reasoning Architect	Rule-following agent architect — stores statutes/policies as retrievable harness files, binds case facts to rule elements on demand, handles cross-references and exceptions, verifies conclusions before submission; based on DAR (arXiv 2606.05009, June 2026)	prompt
📝 China Patent Disclosure Architect	End-to-end China patent mining and technical disclosure drafting — project scanning, patent-point extraction, CNIPA prior-art search with abstract-grounded summaries, de-identified disclosure documents with mermaid diagrams, iterative revision loops, and self-check gates; based on handsomestWei/patent-disclosure-skill (Apr 2026, 1.6k+ stars)	prompt
🏛 China Software Copyright Materials Architect	End-to-end Chinese software copyright registration package — real source-code extraction (first-30 / last-30 pagination), examiner-facing operation manual with anti-AI-flavor discipline, mandatory human confirmation gates, registration-form consistency enforcement; based on Fokkyp/SoftwareCopyright-Skill (Apr 2026, 3.5k+ stars)	prompt

Knowledge & Documentation

Name	Description	Prompt
📚 Knowledge Management Architect	Enterprise knowledge systems — information architecture, documentation standards, AI-powered search, RAG, discoverability, governance, maintenance (2026)	prompt
📝 Technical Documentation Strategist	Comprehensive docs strategy — docs-as-code, AI-assisted writing, information architecture, developer experience, quality assurance, knowledge management integration (2026)	prompt
🧠 Personal Knowledge Assistant	PKM system design — Zettelkasten, BASB, spaced repetition, AI reading assistants, semantic note-taking, knowledge synthesis, creativity pipelines (2026)	prompt
🗄 Knowledge Base Architect	Enterprise knowledge systems design — taxonomy, ontology, information architecture, semantic search, knowledge graphs, AI-augmented curation, content lifecycle governance (2026)	prompt
🔗 Personal Agent Brain Architect	Self-wiring knowledge brain for personal AI agents — entity-centric graph, hybrid search (exact → graph → vector), verbatim ingestion, self-maintenance dream cycle, skill-driven interface; based on garrytan/gbrain (Apr 2026, 14k+ stars)	prompt
📖 Book-to-Skill Architect	Transform technical books and documents into structured agent skills — extracts frameworks, mental models, principles, techniques, and anti-patterns; generates on-demand SKILL.md, chapter summaries, glossary, patterns, and cheatsheet; based on virgiliojr94/book-to-skill (May 2026, 1k+ stars)	prompt
🧠 Cognitive Distillation Architect	Distill any person's cognitive operating system into a reusable agent skill — five-layer extraction (expressive DNA, mental models, decision heuristics, anti-patterns, honesty boundaries), six-channel research, triple-gate validation, directional + uncertainty verification; based on alchaincyf/nuwa-skill (Apr 2026, 22k+ stars)	prompt
🗄 Obsidian Vault Operator	Obsidian-native agent skill — wikilinks, embeds, callouts, properties, CLI automation, JSON Canvas, Bases database views, and Defuddle web extraction; based on kepano/obsidian-skills (Jan 2026, 32.5k+ stars)	prompt
🌐 OpenWiki Agent Documentation Architect	Design and maintain an agent-facing codebase wiki using OpenWiki conventions — OKF v0.1 bundles, `openwiki/` architecture, AGENTS.md / CLAUDE.md pointer blocks, INSTRUCTIONS.md briefs, code / personal modes, and CI update workflows; based on langchain-ai/openwiki (MIT, 12k+ stars, June 2026)	prompt

Writing & Academic

Name	Description	Prompt
✏️ All-around Writer	Professional writing in any style — essays, articles, fiction	prompt
👌 Academic Assistant Pro	Academic writing with a professorial touch — papers, citations, analysis	prompt
🖋 Literature Professor	Essay writing and literary analysis from a professor's perspective	prompt
📝 Technical Writer	Senior dev-docs writer — Stripe/Twilio/Google standards; blog posts, API docs, release notes, READMEs; no padding (2026)	prompt
✈️ Simplified Technical English (STE) Writer	Agent skill that writes docs in ASD-STE100 Simplified Technical English — 20/25-word sentence limits, one word one meaning, simple tenses, active voice, condition-before-command; 72.9% fewer STE violations measured across 6 Claude models; based on AminBlg/SimpleEnglish (MIT, 1.7k+ stars, July 2026)	prompt
📑 Academic Peer Reviewer	Comprehensive manuscript review — contribution assessment, methodology critique, reproducibility, ethics, constructive feedback, recommendation with confidence (2026)	prompt
📄 Research Paper Proofreader	Claude Code/Codex paper proofreading — two-phase detect-then-fix workflow, 9 review categories (language, clarity, structure, LaTeX, notation), severity-graded issues, anti-AI-slop rules; based on LimHyungTae/awesome-claudecode-paper-proofreading (Mar 2026)	prompt
🗣 Talk-Normal Enabler	System prompt that removes AI slop — direct, informative, no filler/fluff/summary-stamps, no negation-based contrastive phrasing; 72–73% token reduction on GPT-4o-mini/GPT-5.4 with zero information loss; based on hexiecs/talk-normal (2026)	prompt
✍️ Humanizer	Writing editor that removes 29 signs of AI-generated text — detects inflated symbolism, promotional language, vague attributions, AI vocabulary, passive voice, filler phrases; supports voice calibration via writing samples; dual-pass audit workflow; based on blader/humanizer (Jan 2026)	prompt
🛑 Stop-Slop Writing Editor	Prose editor that strips predictable AI tells — active voice, no adverbs, no throat-clearing, no binary contrasts, no em dashes; 5-dimension scorecard (directness, rhythm, trust, authenticity, density) with 35/50 revision threshold; based on hardikpandya/stop-slop (2026, 10.3k stars)	prompt
🎩 Agent Style Enforcer	Literature-backed technical-prose writing ruleset — 21 rules (12 canonical from Strunk & White/Orwell/Pinker/Gopen & Swan + 9 field-observed from LLM output 2022–2026) with severity tiers, BAD/GOOD examples, and escape hatch; drop-in for any AI agent producing `.md`, `.tex`, `.rst`, or source-code comments; based on yzhao062/agent-style (2026)	prompt
🧬 Nature-Style Scientific Writer	Submission-grade scientific writing and figure architect for Nature-family journals — argument-first drafting, hourglass structure, section-specific templates (abstract/introduction/results/discussion), verb calibration, publication-quality Python/R figure pipelines, data-availability ethics, and Chinese-author support; based on Yuan1z0825/nature-skills (Apr 2026, 7.3k+ stars)	prompt
🏛 Academic Paper Architect	Full-spectrum manuscript orchestrator — 12-agent pipeline (literature strategy → structure → argument → draft → citation → bilingual abstract → simulated peer review → formatting); style calibration, writing quality checks, IRON RULE checkpoints, 8 invocation modes; based on Imbad0202/academic-research-skills (May 2026, 18k+ stars)	prompt
🎯 Journal Adapt Writing Architect	Dynamic, corpus-grounded academic writing skill generator — learns target-journal conventions from user-provided papers, builds a reviewable `dynamic_writing_skill.md`, then revises manuscripts section by section with a 5-layer priority system (hard preserve → target journal → secondary corpus → static base → cleanup); based on WantongC/journal-adapt-writing-skill (May 2026, 438 stars)	prompt
🦴 Paper Spine Architect	Motivation-driven academic paper mastery — motivation spine extraction, central argument trees, evidence-aware blueprints, revision matrices with argument-impact gating, and LaTeX-safe audits; based on WUBING2023/PaperSpine (May 2026, 1.7k+ stars)	prompt
📝 LaTeX Academic Expert	Venue-aware LaTeX formatting + academic writing polish — template switching (NeurIPS/ICML/CVPR/ACL/IEEE/Nature/Science), citation-style conversion, page-limit compliance, double-blind anonymization, section-aware prose editing, Chinglish pattern fixes; preserves all commands/math/cites; based on Calix-L/awesome-latex-skills (May 2026, 171 stars)	prompt
📊 Paper Figure Mirror Engineer	Camera-ready matplotlib figure architect — transfers the visual style of a top-conference paper figure (NeurIPS/ICML/ICLR/Nature) onto the user's data via iterative Drawer/Reviewer loops; enforces layout invariants (no overlap, no clipping, no defaults), L1-reference + L2-convention dual anchoring, and visible-but-recessive hairline calibration; outputs self-contained `.py` + camera-ready PDF/PNG; based on VILA-Lab/FigMirror (May 2026, 427 stars)	prompt

Learning & Education

Name	Description	Prompt
🦌 Mr. Ranedeer v2.7	Fully customizable AI tutor — depth, learning style, tone, reasoning framework (updated Mar 2025)	prompt
📗 All-around Teacher	Adaptive tutor — explains anything in 3 minutes, customized to your level	prompt
🚀 LearnOS PRO	Interactive learning assistant with dynamic, personalized explanations	prompt
🏛 Socratic Tutor	Guides students to understanding through questions, not answers — works for any subject (2026)	prompt
🧠 Adaptive Learning Designer	AI-driven personalized education — knowledge tracing, spaced repetition, intelligent tutoring, learning analytics, engagement design, ethical safeguards (2026)	prompt
🎓 Interactive Codebase Course Architect	Transform any codebase into a scroll-based interactive HTML course for non-technical "vibe coders" — animated visualizations, embedded quizzes, code↔plain-English translations, glossary tooltips; based on zarazhangrui/codebase-to-course (Apr 2026, 4.4k+ stars)	prompt

Research & Analysis

Name	Description	Prompt
🔬 Deep Research Agent	Multi-step research system prompt — plan, search, cross-check, synthesize (2025)	prompt
🕸 WebSwarm Deep-and-Wide Research Orchestrator	Recursive multi-agent orchestration for complex web research — progressive delegation with deep/wide/interleaved search modes, evidence-upward aggregation, and shared-experience recycling among sibling nodes; based on WebSwarm (arXiv 2607.08662, July 2026)	prompt
🧮 AI Co-Mathematician	Interactive research partner for open-ended mathematical discovery — ideation, literature bridging, computational exploration, conjecture formation, theorem proving, theory building; manages uncertainty, tracks dead ends, refines intent across turns; scored 48% on FrontierMath Tier 4; based on Google DeepMind's AI Co-Mathematician (arXiv 2605.06651, May 2026)	prompt
📊 Data Analysis	Extract insights, flag anomalies, recommend specific visualizations	prompt
📈 Data Analyst	Senior analyst translating data into insights — SQL, A/B testing, cohort analysis, metrics, visualization, statistical rigor, actionable recommendations (2026)	prompt
🧠 Reasoning Specialist	Structured thinking for complex problems — problem decomposition, CoT reasoning, hypothesis generation, multi-path exploration, confidence assessment (2026)	prompt
🔍 Emotion-Aware Research Partner	Research collaborator grounded in Anthropic's 2026 emotion-vectors research — explicit confidence calibration, bias flagging, honest uncertainty, intellectual honesty over authoritative-sounding guesses (2026)	prompt
🎨 Multimodal Analyst	Vision-text-data integration — image analysis, document processing, chart interpretation, scene understanding, cross-modal reasoning (2026)	prompt
🌐 Autonomous Web Agent	Long-horizon web research agent — search, browse, extract, verify, synthesize; tool discipline, confirmation gates, prompt-injection resistance (2026)	prompt
🗂 Structured Output Extractor	Schema-strict JSON extraction — type safety, null handling, multi-record, self-validation (2026)	prompt
📈 Investment Research Analyst	Senior equity analyst — business model assessment, financial health, competitive moat, valuation (DCF/comps), bull/bear thesis (2026)	prompt
🗺 Market Research Strategist	Market research director — market sizing (bottom-up + top-down), segmentation, competitive map, white-space opportunities, GTM recommendations (2026)	prompt
🧪 Paper-to-Code Research Implementer	Citation-anchored research paper implementer — parses arxiv papers, identifies core contribution, audits ambiguities (SPECIFIED / PARTIALLY_SPECIFIED / UNSPECIFIED), generates minimal / full / educational implementations with section citations and walkthrough notebooks; honest uncertainty flags, appendix mining, never hallucinates details; based on PrathamLearnsToCode/paper2code (Apr 2026, 1.3k+ stars)	prompt
🔬 Scientific Paper Replication Harness Architect	Persistent, evidence-contract replication harness for LaTeX-first research papers — target enumeration, acceptance-mode matching (numeric / distributional / structural / visual / qualitative), anti-cheating guards, run-provenance records, validation gates, and a living replication report; based on PredictiveScienceLab/paper-replication-paper (arXiv 2607.02134, July 2026)	prompt
🧫 Scientific Database Orchestrator	Structured scientific-data integration agent — disciplined querying across AlphaFold, ChEMBL, PubChem, UniProt, PDB, ClinicalTrials, OpenTargets, GTEx, gnomAD, PubMed, OpenAlex and 30+ sources; wrapper-first execution, identifier-resolution discipline, rate-limit compliance, license notification, fact-verification over parametric knowledge, cost-aware pagination; based on google-deepmind/science-skills (May 2026)	prompt
📓 NotebookLM Research Orchestrator	NotebookLM-powered multimodal research orchestrator — ingest URLs, PDFs, YouTube, audio, video, and images; chat with indexed sources; generate podcasts, videos, slide decks, reports, quizzes, flashcards, and mind maps; deep web research with subagent patterns; batch downloads and multi-format export pipelines; based on teng-lin/notebooklm-py (May 2026, 14.6k+ stars)	prompt
🌐 Grounded Community Researcher	Cross-platform social-pulse researcher — Reddit/X/YouTube/HN/Polymarket/GitHub/web, engagement-weighted synthesis (upvotes/likes/reposts/stars/odds), query-type parsing, format-matched prompt generation; refuses pre-trained knowledge substitution; based on mvanhorn/last30days-skill (Jan 2026, 26k+ stars)	prompt
🛰️ OSINT Intelligence Analyst	Multi-domain open-source intelligence analyst — geospatial/maritime/aviation/cyber/financial/environmental/social signal triangulation, source-attribution tiers (PRIMARY/SECONDARY/TERTIARY/INFERRED), confidence calibration, temporal discipline, bias/deception detection, FLASH/PRIORITY/ROUTINE alert classification, ethical/legal boundaries; based on koala73/worldmonitor (Jan 2026, 55k+ stars), calesthio/Crucix (Mar 2026, 10k+ stars), BigBodyCobain/Shadowbroker (Mar 2026, 8.9k+ stars)	prompt
📊 Empirical Research Architect	End-to-end social-science empirical research pipeline — 8-step closed loop (cleaning → estimation → robustness → publication), estimand-first causal design, 12 estimator classes (DID/RDD/IV/SC/DML), referee-level replication discipline; based on brycewang-stanford/Auto-Empirical-Research-Skills (Apr 2026, 1.4k+ stars) / StatsPAI / Stanford REAP	prompt
🧩 Reasoning Primitive Induction Architect	Mine successful agent traces to extract reusable reasoning primitives as typed pseudo-tools — cluster recurrent reasoning moves, write natural-language docstrings, define input/output contracts, and compose them in a ReAct loop; based on "Inducing Reasoning Primitives from Agent Traces" (arXiv 2606.02994, June 2026)	prompt

Productivity & Tasks

Name	Description	Prompt
✅ GTD Productivity Assistant	Full GTD system — capture, clarify, organize, reflect, weekly review; implicit task detection (2026)	prompt
🎧 Customer Support Agent	Empathetic SaaS support agent — single-interaction resolution, tone calibration, escalation rules, no spin (2026)	prompt
🎯 Deep Work Facilitator	Sustained focus system design — attention audit, time blocking, flow state engineering, digital environment design, cognitive load management, team protocols (2026)	prompt
📅 Executive Operations Partner	C-suite support operations — calendar stewardship, strategic prioritization, communication management, meeting excellence, travel logistics, board coordination, AI-augmented executive enablement (2026)	prompt
💼 Career Operations Agent	Strategic job-search system — 6-block evaluation, ATS-optimized CV deltas, STAR+Reflection interview prep, negotiation scripts, pipeline integrity; filter-not-spray philosophy with human-in-the-loop; based on santifer/career-ops (Apr 2026, 44k+ stars)	prompt
📢 Management Talk	Engineering-to-leadership communication translator — strips function names/file paths/commit SHAs, keeps product names/JIRA keys/PRs, translates mechanism into plain-English cause-and-effect, reshapes for five channels (JIRA comment / Slack post / async standup / email / meeting talking-points); based on thananon/9arm-skills (May 2026, 1.7k+ stars)	prompt
🏢 Google Workspace Automation Architect	Enterprise Google Workspace automation architect — cross-service workflow design (Drive/Gmail/Calendar/Docs/Sheets/Forms/Chat/Meet/Admin), OAuth/service-account governance, batch operations with pagination, data sync pipelines, PII sanitization, least-privilege scoping; based on googleworkspace/cli (Mar 2026, 26k+ stars)	prompt
🏭 Lark/Feishu Automation Architect	Enterprise Lark/Feishu automation architect — cross-service workflow design (Messenger/Docs/Drive/Sheets/Base/Slides/Calendar/Mail/Tasks/Meetings/Approval/Attendance/Markdown), user/bot identity governance, high-risk operation confirmation gates (exit 10), batch operations with pagination, data sync pipelines, PII sanitization, least-privilege scoping, split-flow auth protocol; based on larksuite/cli (Mar 2026, 12.9k+ stars)	prompt
🔌 Knowledge Work Plugin Architect	Zero-code plugin designer that transforms general-purpose AI into role-specific specialists — Skills (auto-activated domain expertise) + Commands (explicit slash-command workflows) + Connectors (MCP-based tool abstraction with vendor-agnostic placeholders); progressive disclosure from basic mode to enhanced mode; red-line safety gates; based on Anthropic's official knowledge-work-plugins (May 2026, 17k+ stars)	prompt

Safety & Compliance

Name	Description	Prompt
🛡 Content Moderator	CoT-based content moderation — policy-driven ALLOW/BLOCK classification with thinking trace and structured verdict (2026)	prompt
🧱 Prompt Injection Guardian	Security-first browsing/file agent prompt — treats external content as untrusted, enforces source tracing, confirmation gates, least privilege; derived from OpenAI's 2026 prompt injection guidance	prompt
🧪 Computer Use Safety Tester	Red-team prompt for browser/desktop agents — indirect injection, data exfiltration, domain confusion, unsafe confirmation skipping, long-horizon degradation; derived from OpenAI's 2026 safety guidance	prompt
🔐 Security Researcher	Threat modeling (STRIDE), vulnerability assessment, attack surface enumeration, exploit analysis, defense recommendations (2026)	prompt
✅ QA Agent	Critical quality assurance — edge cases, error handling, security (OWASP), performance, integration, observability testing (2026)	prompt
🛡 Guard Skill Architect	Design focused, second-pass guard skills for coding agents — quality gates that catch AI-generated failure modes in code, tests, docs, or domain-specific artifacts before they ship; covers SKILL.md anatomy, imperative rules, AI-specific guardrails, progressive-disclosure references, and self-check reporting; based on amElnagdy/guard-skills (MIT, 1.1k+ stars, June 2026)	prompt
♿ Accessibility Auditor	WCAG 2.2 AA auditor — screen reader testing, keyboard navigation, ARIA patterns, assistive tech, CI/CD integration, legal compliance (ADA/EAA/508) (2026)	prompt
🎯 Threat Detection Engineer	SOC detection engineering — Sigma rules, SIEM (Splunk/Sentinel/Elastic), MITRE ATT&CK coverage mapping, threat hunting, detection-as-code CI/CD (2026)	prompt
🎯 Goal Drift Auditor	Prompt for stress-testing system prompts against multi-turn value-conflict attacks — privacy, security, boundaries, compliance; based on ICLR 2026 agent-drift research (2026)	prompt
🕸 Agent Skill Supply-Chain Security Auditor	Supply-chain security audit for agent skill ecosystems — DDIPE poisoning detection, MCP schema hardening, cross-skill propagation analysis, provenance verification, least-privilege harness review; based on 2026 agent skill supply-chain attack research (2026)	prompt
⚗️ Agent Skill Compositional Risk Auditor	Compositional security audit for installed agent skill sets — capability extraction, pair-level forbidden unions, transitive multi-hop chains, host-model disposition analysis, install-time set-level gates; based on "When Safe Skills Collide" (arXiv 2606.00448, 2026)	prompt
🧪 Agent Skill Effectiveness Auditor	Paired audit for whether an injected agent skill actually helps on a real-world SE task — baseline-first measurement, context-interference detection (surface anchoring, hallucination, concept bleed), token-overhead accounting, and a keep/drop decision gate; based on SWE-Skills-Bench (arXiv 2603.15401, 2026)	prompt
🛡 Defending Code Security Harness Architect	Autonomous vulnerability discovery & remediation harness — threat model → sandbox → discover → verify → triage → patch; parallel find agents, independent grader agents, gVisor sandbox, ASAN crash verification, and patch verification ladder; based on Anthropic's Defending Code Reference Harness (May 2026, 6k+ stars)	prompt
🎭 Agent Red Team Architect	End-to-end adversarial test architect for AI agent systems — kill-chain design, indirect injection, multi-turn escalation, cross-channel attacks, ecosystem propagation, automated red-team pipelines; based on Black Hat 2026, USENIX Security 2026, and OpenAI 2026 safety research (2026)	prompt
🧬 Agent Data Injection Attack Auditor	Red-team auditor for agent data injection (ADI) — malicious data disguised as trusted metadata, tool outputs, or agent-context structures; structural isolation, schema validation, provenance labeling, and out-of-band verification; based on "Agent Data Injection Attacks are Realistic Threats to AI Agents" (arXiv 2607.05120, July 2026)	prompt
🧪 Agent Safety Testing at Scale Architect	Scalable automated safety-testing architect for LLM agents — literature-driven risk taxonomy, combinatorial executable safety-case generation, deterministic verifier predicates, adaptive sandbox execution with control agent and evidence-grounded verifiers; based on "Safety Testing LLM Agents at Scale" / Vera (arXiv 2607.01793, July 2026)	prompt
🔐 Plan-Execute Safety Architect	Architectural plan-then-execute separation with formal safety guarantees — planner never acts, executor never plans, immutable plan artifacts, verification gates, least-privilege scoping; based on Parallax: Why AI Agents That Think Must Never Act (arXiv 2604.12986, April 2026)	prompt
🔓 Agent Permission Auto-Mode Architect	Two-layer permission classifier for agentic tools — fast heuristic filter + model-based risk scorer, read-vs-write auto-approval policies, blast-radius gates, user-override protocols, and audit-driven threshold tuning; based on Anthropic's Claude Code Auto Mode (Mar 2026)	prompt
🏛 OWASP Secure Application Architect	Staff-level security architect — threat-informed design, OWASP Top 10:2025, ASVS 5.0, LLM Top 10 2025, Agentic AI Security 2026, language-specific secure patterns for 20+ stacks; based on agamm/claude-code-owasp (2026)	prompt
🧱 Unfireable Safety Kernel Architect	Execution-time AI alignment architect for escapable agents — process-separated safety kernel, structurally-only pre-action enforcement, request/system fail-closed invariants, externally-verifiable Ed25519-signed evidence; based on "The Unfireable Safety Kernel" (arXiv 2606.26057, June 2026)	prompt
🧠 Memory Poisoning Attack Auditor	Cross-session memory-poisoning auditor for LLM agents — maps 4 write channels, 9 structural vulnerabilities, and 6 attack classes; tests provenance, integrity, compartmentalization, retrieval/write budgets, and conflict detection; based on "From Untrusted Input to Trusted Memory" (arXiv 2606.04329, June 2026)	prompt
🧱 Contextual Integrity Agent Architect	Contextual-integrity-based prompt-injection defense architect — models every flow as (sender, recipient, subject, transmission principle, context), detects misrepresentation / norm alteration / flow blending, and designs fail-closed agents with explicit norm maps and audit logs; based on "AI Agents May Always Fall for Prompt Injections" (arXiv 2605.17634, May 2026)	prompt
🛡 Cybersecurity Skill Architect	Production-grade cybersecurity skill architect for AI agents — agentskills.io standard with YAML frontmatter, five-framework cross-mapping (MITRE ATT&CK v18, NIST CSF 2.0, MITRE ATLAS v5.4, D3FEND v1.3, NIST AI RMF 1.0), progressive disclosure (~30-token frontmatter scan / 500–2K-token full workflow), 26-domain coverage, structured When-to-Use/Prerequisites/Workflow/Verification/Output-Format; based on mukul975/Anthropic-Cybersecurity-Skills (Feb 2026, 6.3k+ stars, 754 skills)	prompt
💥 Internal Safety Collapse Auditor	Frontier-model safety auditor focused on dual-use professional tasks — frontier LLMs fail ~95% on dual-use workloads because capability IS the threat model; TVD task/vulnerability/disclosure audit, layered controls (identity, capability-bounded responses, blast-radius limits, forensic audit, differential telemetry); refuses to certify on refusal-training alone or on standard red-team results; based on "Internal Safety Collapse in Frontier LLMs" (arXiv 2603.23509, 2026)	prompt
🕵 Agent-Powered Vulnerability Scanner Architect	Hybrid security scanner architect — regex matchers for fast wide coverage + AI agents for deep analysis, project-specific INFO.md context engineering, evidence-driven custom matchers, trust-boundary triage, and cost-governed revalidation; designed for monorepos and large codebases; based on vercel-labs/deepsec (Apr 2026, 2.7k+ stars)	prompt
🐞 Bug Bounty Methodology Orchestrator	Master orchestrator for bug bounty hunting and external red-team work — 5-phase non-linear workflow, critical-thinking framework (developer psychology, anomaly detection, What-If experiments), engagement-type routing (bug bounty vs red team vs pentest), and per-class hunt disciplines; curated from 574+ disclosed HackerOne reports; based on elementalsouls/Claude-BugHunter (May 2026, 681 stars, 51 skills)	prompt
🔐 Codex Security CLI Operator	Operate OpenAI's Codex Security CLI for vulnerability discovery, validation, and patching — scan planning (standard/deep/diff/working-tree), model/effort selection, knowledge-base attachments, cost bounds, CI gating with `--fail-on-severity`, SARIF/CSV/JSON export, and `validate`→`patch` triage discipline; based on openai/codex-security (Apache-2.0, 8k+ stars, July 2026)	prompt

Meta & Prompt Engineering

Name	Description	Prompt
⚡ Chain of Draft	Minimal reasoning scratchpad — 5 words per step, 92% fewer tokens vs CoT (arXiv 2502.18600)	prompt
🎯 5W3H Intent Architect	Structured intent expansion for any request — Who/What/When/Where/Why/How/How much/How long; reduces cross-model variance and dual-inflation bias; based on "Does Structured Intent Representation Generalize?" (arXiv 2603.25379, 2026)	prompt
🗜 Prompt Compression Strategist	Production decision framework for structural prompt compression (LLMLingua / LongLLMLingua / LLMLingua-2 / Selective Context / RECOMP) — workload profiling, compressor-family selection by prompt structure, per-workload ratio sweeps with slice-level accuracy budgets, end-to-end latency break-even that includes compressor overhead, per-hardware-class measurement (no extrapolation), pre-compression audit (system-prompt trim / few-shot reduction / retrieval tightening / prefix caching), feature-flag rollout with kill switch, no-compress carve-outs for structured-output and safety-critical prompts; based on "Prompt Compression in the Wild" (arXiv 2604.02985, ECIR 2026, 30K queries on 3 GPU classes; up to 18% speedup only when prompt/ratio/hardware match)	prompt
🧩 Modular Prompt Transpilation Architect	Design scalable, build-system-native prompt programs — modular skill files, deterministic transpilation, static validation (missing imports / undefined variables / circular dependencies), golden-file drift checks, progressive skill disclosure, and agent-self-maintenance via PRs; based on Google's official "Building scalable AI agents with modular prompt transpilation" (July 2026)	prompt
🪟 Agent Context Efficiency Engineer	Context-window optimization architect for AI coding agents — Think-in-Code discipline (script execution vs bulk file reads), sandboxed tool-output routing, session continuity via indexed event stores, context telemetry with savings targets, and cross-platform discipline (3 OS × 15 adapters); based on mksglu/context-mode (Feb 2026, 15.4k+ stars, Hacker News #1, used by Microsoft/Google/Meta/Amazon/NVIDIA)	prompt
🧢 Headroom Context Compression Architect	Context compression layer architect for AI agents — 60–95% token reduction via SmartCrusher / CodeCompressor / Kompress-base / CacheAligner; reversible CCR cache, cross-agent memory, library/proxy/wrap/MCP integration modes; based on headroomlabs-ai/headroom (Apache-2.0, ~50k stars, 2026)	prompt
🧬 Agentic Context Engineering Architect	Evolving-context playbook architect for self-improving agents — Generator/Reflector/Curator roles, itemized structured bullets with outcome counters, incremental delta updates (no full rewrites), grow-and-refine with semantic de-duplication, anti-collapse and anti-brevity guardrails; based on "Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models" (arXiv 2510.04618, v3 March 2026; +10.6% agent benchmarks, +8.6% finance)	prompt
🧭 Context Engineering Maturity Architect	Context-engineering maturity architect — designs the full informational environment for agents across the four-level pyramid (Prompt → Context → Intent → Specification Engineering) and audits it against five quality criteria (relevance, sufficiency, isolation, economy, provenance); based on "Context Engineering: From Prompts to Corporate Multi-Agent Architectu

awesome-prompts

Table of Contents