Prompt Lab
评测
2LangSmith — Prompt Debugging and LLM Observability
Debug, test, and monitor LLM applications in production. LangSmith provides trace visualization, prompt playground, dataset evaluation, and regression testing for AI.
RAG Best Practices — Production Pipeline Guide 2026
Comprehensive guide to building production RAG pipelines. Covers chunking strategies, embedding models, vector databases, retrieval techniques, evaluation, and common pitfalls with code examples.
Skills
17Solana Claude Config — Agents, Commands & MCP Setup
Install a Solana-focused Claude Code config with agents, commands, rules, and optional MCP setup; verified 61★ and ships an `install.sh` one-liner.
MDA — Compile One Doc into SKILL/AGENTS/CLAUDE
MDA is a Markdown superset for docs; verified 559★. One `.mda` compiles into SKILL.md, AGENTS.md, MCP-SERVER.md, and CLAUDE.md via `@markdown-ai/cli`.
cursor-rules-java — Java Skills & Agents for Cursor (2026)
cursor-rules-java is a curated Skills/Agents set for Java SDLC workflows; verified 379★ with `npx skills add ... --agent cursor` install and inventories.
Claude Code Mastery — Hooks, Skills, MCP Guide (2026)
claude-code-mastery is a guide + templates for Claude Code hooks/skills/MCP; verified 511★ with a Quick Start to copy hooks and skills into `~/.claude`.
Claude Code Guide — Install, Env, Troubleshoot
zebbern/claude-code-guide is a practical Claude Code install/config guide; verified 4,119★ with installer commands, Docker fallback, and key env vars.
my-claude-code-setup — CLAUDE.md Memory Bank
my-claude-code-setup is a starter repo for Claude Code with a CLAUDE.md memory-bank system, templates, and a recommended first step: run `/init`.
Prompts
52Defender — Prompt Injection Defense for Tool Calls
Defender blocks indirect prompt injection hidden in tool outputs; verified 97★ and README claims ~10ms CPU latency with a bundled ~22MB ONNX model.
Defender — Prompt Injection Guardrails for Agents
Defender is an OSS library to detect and neutralize prompt injection in tool outputs; verified 97★ and bundles a ~22MB ONNX model.
ai-prompts — Prompt Rules for Cursor/Copilot/Cline
ai-prompts is an open-source prompts/rules repo for AI coding tools; verified 1,039★ and documents Cursor `.cursor/rules/` and Copilot instruction files.
PromptKit — Versioned Prompt Library for Engineers
PromptKit is a versioned prompt library with 157 components and 3 interactive workflows to bootstrap, evolve, and maintain engineered prompts from the CLI.
Prompt Hardener — Prompt-Injection Risk Analyzer
Prompt Hardener analyzes prompt-injection risk from `agent_spec.yaml`, exports reports, and can simulate adversarial attacks with API keys.
Superagent SDK — Guardrails Against Prompt Injection
Superagent SDK helps protect AI apps: detect prompt injections, redact PII/secrets, scan repos for poisoning, and integrate via TS/Python, CLI, or MCP.
知识库
4Awesome Design MD JP — DESIGN.md for Japanese UI
Curated Japanese `DESIGN.md` collection (183 sites) to help AI agents generate correct JP typography and UI specs; verified 671★, pushed 2026-05-14.
auto-memory — Keep CLAUDE.md Always in Sync
Claude Code plugin that keeps CLAUDE.md in sync with file changes; verified 143★ with marketplace install and `/auto-memory:*` commands.
Awesome Context Engineering — Prompt to Production
Awesome Context Engineering is a survey of papers, frameworks, and guides bridging prompt engineering to production-grade agent systems.
Claude Howto — Guided Claude Code Learning Path
Claude Howto is a visual, example-driven roadmap for Claude Code that ships copy-paste `.claude/` templates, quizzes, and a 15-minute quick start.