authoring-stitch-prompts
Converts natural-language descriptions or UI spec files into optimized Google Stitch prompts. Use when creating, refining, or validating design directives for Google Stitch. Use when user says "create a Stitch prompt", "optimize this for Stitch", "convert this spec to a Stitch prompt", "write a UI prompt", or mentions Google Stitch prompt authoring. Follows Stitch best practices with short, directive prompts focused on screens, structure, and visual hierarchy.
FLOW Framework â Find · Leverage · Optimize · Win
> Framework and prompts © Daniel Agrici, CC BY 4.0 â github.com/AgriciDaniel/flow
haiku-pilot
Haiku-first execution playbook: through deliberate prompt structure, sub-agent delegation, and quantitative escalation gates, get Haiku 4.5 to produce near-Opus quality on most tasks. Escalate to Sonnet/Opus only when gates trigger. Triggers: "haiku", "Haiku", "Haiku mode", "haiku-pilot". Do NOT use for: cost-only token optimization, file-count cognitive heuristic, agent dispatch table, CLAUDE.md / rules audit, harness health check. This SKILL is a runtime router + escalation gate, not a decision tree or directory.
ccs-delegation
Auto-activate CCS CLI delegation for deterministic tasks. Parses user input, auto-selects optimal profile (glm/kimi/custom) from ~/.ccs/config.json, enhances prompts with context, executes via `ccs {profile} -p "task"` or `ccs {profile}:continue`, and reports results. Triggers on "use ccs [task]" patterns, typo/test/refactor keywords. Excludes complex architecture, security-critical code, performance optimization, breaking changes.
Io.Github.Beee003/Vynn Mcp
Self-improving AI workflows with backtesting, prompt optimization, and scheduling
claude-api-cost-optimization
Save 50-90% on Claude API costs with Batch API, Prompt Caching & Extended Thinking. Official techniques, verified.
article-optimizer
Use when the user wants to improve a specific article under a fixed viral-scoring rubric, iterate on one article to raise its score, or run single-article scoring plus rewrite loops. Best for content optimization experiments where the scoring prompt stays fixed and the article text is the thing being changed.
Mcp Image
AI image generation and editing with prompt optimization and quality presets. Powered by Nano Banana
prompt-master
Generates optimized prompts for any AI tool. Use when writing, fixing, improving, or adapting a prompt for LLM, Cursor, Midjourney, image AI, video AI, coding agents, or any other AI tool.
agent-design-review
Designs, reviews, and iterates on LLM agents and agent-like workflows. Use when asked to "design an agent", "review this agent", "improve our system prompt", "optimize prompts for caching", "improve tool calling", "reduce hallucinated tool calls", "add structured outputs", "decide if this should be multi-agent", "reduce false positives", "tune agent thresholds", or "build evals for this agent". Covers architecture choice, cache-friendly prompt templates, tool and schema design, runtime loops, trust boundaries, and eval-driven iteration.
prompt-engineer
Transform rough prompts/ideas into production-ready LLM prompts. Use when crafting, refining, or optimizing prompts for any AI model (Claude, GPT, Llama, etc.) with advanced techniques like CoT, constitutional AI, RAG optimization.
Claude Prompt Optimizer
Scores, compiles & optimizes prompts for any LLM. Zero AI calls inside. Freemium.
ai-cost-manager-reducer
Audit AI-powered features, API calls, agent workflows, prompt chains, tool calls, embeddings, vector search, retries, streaming flows, background jobs, cron tasks, caching layers, logs, and model selection logic to detect token waste, repeated AI calls, and inefficient prompt chains. Produces severity-ranked findings with safe optimization strategies that preserve reasoning quality and chain reliability. Use before approving or modifying any AI-powered feature, agent workflow, or model-calling code.
Io.Github.Marras0914/Agent Toolbelt Mcp
19 focused API tools for AI agents: contract review, prompt optimizer, context packing, and more.
Io.Github.LumabyteCo/Clarifyprompt
AI prompt optimization for 58+ platforms across 7 categories with custom platforms