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MCP servers tagged prompt-optimization
21 live MCP servers tagged "prompt-optimization", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with prompt-optimization.
Gepa MCP
MCP server integrating GEPA (Genetic-Evolutionary Prompt Architecture) for automatic prompt optimization with Claude Desktop
Lazy Tool
local-first MCP discovery runtime for agents — search before invoke, reduce prompt bloat, and route to local MCP tools
Lazy Tool
local-first MCP discovery runtime for agents — search before invoke, reduce prompt bloat, and route to local MCP tools
Cap Evolve
Optimize any AI agent’s skills, tools/MCP, and prompts against your own evals.
Darwin Agents
AI agents that improve themselves. Self-evolving prompts via A/B testing, multi-model critics, and safety gates. TypeScript. Zero config.
Tscg
TSCG — Deterministic tool-schema compiler for LLM agents. 50-72% token savings, 50 tools in 2.4ms. Phi-4 recovers from 0% to 90% accuracy. 459 tests, zero dependencies, MIT.
Host
MCP client manager: stdio + SSE transports, exp-backoff reconnect, server registry, built on @modelcontextprotocol/sdk
Fal CLI
🎎 Professional CLI for FAL AI Models - Generate high-quality images with FLUX, Imagen, and more
Openai Playground Evals Prompt Design
Hands-on experiments with OpenAI Playground covering prompt design, model comparison, tool/function calling, structured outputs, and eval-driven prompt improvement.
Image
MCP server for AI image generation and editing with automatic prompt optimization and quality presets. Supports Nano Banana (Gemini), OpenAI GPT Image, and BytePlus Seedream.
Claude Orator MCP
🪶 An MCP server for prompt optimization in Claude Code
Omegaprompt
The overfit gate for your prompts: re-test the winning prompt on held-out examples it never tuned on, and block the ship if it doesn't generalize. Sits on top of promptfoo/DSPy. C…
Wixie
Self-healing prompt engineering. Autonomously test, converge, and translate prompts across 447 AI models.
Fswair
Applied AI & Python Engineer
Promptic
MCP tool that analyzes your prompts — scores quality, reveals what AI inferred vs. missed, and tracks improvement over time. Works with Claude Desktop & Claude Code.
Promptune
Local-first CLI that rewrites rough prompts into precise ones before they hit your AI — rule-based, local, or cloud. MIT.
Axiolex
Shared tool discovery and execution for AI clients and applications across MCP, A2A, and internal tools—intent-ranked Top-K retrieval with centrally managed provider and tool chan…
Media Toolkit
MCP server for AI image generation and upload to S3-compatible storage. Generate images with Gemini (Nano Banana) and upload to Cloudflare R2, AWS S3, or MinIO with automatic prom…
SkillGauge
🏆 Static auditing engine and leaderboard platform for agentic process instructions using a strict 100-criteria scientific matrix.
Accura
Accura is a multi-agent AI platform designed to generate, evaluate, and refine AI responses until they meet a defined quality threshold. It uses a combination of generator and eva…
Image
MCP server for AI image generation and editing with automatic prompt optimization and quality presets. Supports Nano Banana (Gemini), OpenAI GPT Image, and BytePlus Seedream.