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Prompt Optimizer

npm

Professional cloud-based MCP server for AI-powered prompt optimization with intelligent context detection, Bayesian optimization, AG-UI real-time optimization, template auto-save, optimization insights, personal model configuration via WebUI, team collabo

Works with: Claude Code, Cursor, Claude Desktop, Codex CLI, Gemini CLI, Cline, Windsurf, VS Code (installable)
installable: each client documents how to load an MCP server of this type — that is the client's promise, not a claim verified against this capability

Work: Prompt engineering · Performance optimisation

Who it is for: AI engineer · Software engineer · DevOps / SRE

Install (Claude Code):

claude mcp add prompt-optimizer -- npx -y mcp-prompt-optimizer

Security audit

scanned 2026-08-10

Every finding is shown in full — which advisory, the version that fixes it, and the exact command run at install time. Nothing in this audit is behind a licence.

No known advisoriesclearchecked against OSV for 3.8.1 — this package, not its dependency tree
Makes network requestsfrom declared dependencies
Can carry remote content into your agentit can pull third-party text into the model's context — treat what it returns as untrusted input
No build provenanceno attestation — the published artifact cannot be traced to its source

What changed recently

You are reading this because you came looking. tashan Pro gives tashan doctor the history behind it, so a run over your own config says which of YOURS moved.

You searched for one. Check the rest of your stack:

npx tashan-cli doctor

Reads the config already on your machine and names what is dead, deprecated or running code at install time. No account, nothing uploaded.

tashan Pro$6/mo

We recorded 1 change to Prompt Optimizer in the last 45 days. Pro tells you on the day — for the servers in your own config, not the ones you thought to look up.

Start a 7-day trial › Everything measured on this page stays free.

Show your score

Measured this well? Put the live badge in your README — it updates as the score does.

tashan badge for Prompt Optimizer
[![tashan](https://tashan.sh/badge/pkg-mcp-prompt-optimizer.svg)](https://tashan.sh/capability/pkg-mcp-prompt-optimizer.html)

npm ↗  ·  source ↗  ·  pkg:mcp-prompt-optimizer

Already running this? npx tashan-cli doctor checks your whole config against the Index — how it works ›

Measured 2026-08-15  ·  scorer s5  ·  how  ·  something wrong here?