Prompt Optimizer
Optimize prompts and generate agent SOPs and skill packages with the Prompt Optimizer cloud API.
- tools
- 15
- auth
- Secret needed
- transport
- STDIO
- env var
- 1
- last updated
- Nov 7, 2026
Tools
15 toolsPublic tool metadata for what this MCP can expose to an agent.
optimize_promptAI optimization with context detection, auto-save, and insights.
AI optimization with context detection, auto-save, and insights.
No parameter schema in public metadata yet.
detect_ai_contextDetect the AI context for a given prompt.
Detect the AI context for a given prompt.
No parameter schema in public metadata yet.
create_templateSave an optimization as a reusable template.
Save an optimization as a reusable template.
No parameter schema in public metadata yet.
get_templateRetrieve a saved template by ID.
Retrieve a saved template by ID.
No parameter schema in public metadata yet.
update_templateUpdate an existing template.
Update an existing template.
No parameter schema in public metadata yet.
search_templatesSearch your saved template library.
Search your saved template library.
No parameter schema in public metadata yet.
get_quota_statusCheck subscription status and quota usage.
Check subscription status and quota usage.
No parameter schema in public metadata yet.
get_optimization_insightsExperimental and off by default (set ENABLE_BAYESIAN_OPTIMIZATION=true to list it). It calls an analytics endpoint that the hosted service does not currently provide, so it reports that insights are unavailable; it never returns made-up data.
Experimental and off by default (set ENABLE_BAYESIAN_OPTIMIZATION=true to list it). It calls an analytics endpoint that the hosted service does not currently provide, so it reports that insights are unavailable; it never returns made-up data.
No parameter schema in public metadata yet.
get_real_time_statusReal-time optimization status and AG-UI capabilities. Requires the feature to be enabled in the backend; returns mock data otherwise.
Real-time optimization status and AG-UI capabilities. Requires the feature to be enabled in the backend; returns mock data otherwise.
No parameter schema in public metadata yet.
generate_agent_sopGenerate a structured SOP document for an AI agent from a goal description. Returns markdown SOP ready for use.
Generate a structured SOP document for an AI agent from a goal description. Returns markdown SOP ready for use.
No parameter schema in public metadata yet.
generate_skill_packageGenerate a complete skill package (SOP + SKILL.md + reference + examples + helper.py) for a given agent goal. Takes 30–90 seconds (async with polling).
Generate a complete skill package (SOP + SKILL.md + reference + examples + helper.py) for a given agent goal. Takes 30–90 seconds (async with polling).
No parameter schema in public metadata yet.
generate_harness_bundleGenerate a deployment-ready Agentic Harness ZIP bundle for a specific platform. Returns a confirmation when the bundle is queued for download.
Generate a deployment-ready Agentic Harness ZIP bundle for a specific platform. Returns a confirmation when the bundle is queued for download.
No parameter schema in public metadata yet.
explore_sop_approachesGenerate 3 parallel SOP variants (process-oriented, decision-tree, role-based) for comparison before committing to one. Returns an HTML comparison grid, a variants array, and a recommended variant. Enterprise required.
Generate 3 parallel SOP variants (process-oriented, decision-tree, role-based) for comparison before committing to one. Returns an HTML comparison grid, a variants array, and a recommended variant. Enterprise required.
No parameter schema in public metadata yet.
transform_for_frameworkTransform a SOP into native code for your agent framework: LangChain tool, AutoGen agent, or Claude Code skill.
Transform a SOP into native code for your agent framework: LangChain tool, AutoGen agent, or Claude Code skill.
No parameter schema in public metadata yet.
get_ce_quota_statusCheck your Context Engineer credit balance and what workflows are available at your tier. No parameters required.
Check your Context Engineer credit balance and what workflows are available at your tier. No parameters required.
No parameter schema in public metadata yet.
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OPTIMIZER_API_KEY*secretYour Prompt Optimizer API key (starts with sk-opt-). A free key takes no card: https://promptoptimizer.xyz/dashboard
Readme
MCP Prompt Optimizer
🚀 Professional cloud-based MCP server for AI-powered prompt optimization with intelligent context detection, template management, team collaboration, and enterprise-grade reliability. Starting at $0/month.
New here? A free API key takes no card and includes 20 optimizations a month. Start free, or try one optimization with no account first.
✨ Key Features
Details
- Repository
- github.com/nivlewd1/mcp-prompt-optimizer-npm
- Website
- promptoptimizer.xyz
- Category
- AI & LLM Tools
- Package
mcp-prompt-optimizer- Transport
- STDIO
- Auth
- Required
- Registry
- MCP registry, active
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