beginner⏱️ 10-20 minutes📅 Updated June 2026

Step-by-step guide to integrate Actor Critic Thinking MCP server with Klavis AI. Includes dual-perspective analysis and round-based evaluation.

Actor Critic Thinking + Klavis AI: Complete MCP Integration

Actor Critic Thinking is a MCP server that Actor-critic thinking for performance evaluation.

When integrated with Klavis AI, you can:

  • Alternate between actor and critic viewpoints for comprehensive evaluation
  • Structured multi-round analysis with progress tracking
  • Multi-dimensional performance evaluation framework

This guide provides step-by-step instructions to set up Actor Critic Thinking in Klavis AI, including configuration, examples, and troubleshooting.

What You'll Achieve

After completing this setup:

  • Actor Critic Thinking will be fully integrated and operational
  • You can use Actor Critic Thinking tools directly in Klavis AI
  • All Actor Critic Thinking capabilities will be available for your workflows
  • Access to 4 different tools

Prerequisites

Before starting, ensure you have:

  • Node.js
  • npm
  • TypeScript support
  • Klavis AI installed and configured
  • Compatible operating system (Cloud (klavis.ai), Self-Hosted (Docker), Python SDK, TypeScript SDK)

Installation

Step 1: Install Actor Critic Thinking

Install using npm:

npx -y mcp-server-actor-critic-thinking

Verify installation:

npx mcp-server-actor-critic-thinking --help

Configuration

Step 2: Configure Klavis AI

  1. Open Klavis AI settings
  2. Navigate to MCP server configuration
  3. Add Actor Critic Thinking server with appropriate settings
  4. Save and restart if needed

Examples

Once configured, you can use Actor Critic Thinking in Klavis AI:

Product Name Evaluation

Analyze effectiveness of noise-canceling headphone product name

Ask Klavis AI: "Evaluate the product name "SilentMax Pro" for noise-canceling headphones using actor-critic analysis"

Expected Result: Multi-round analysis alternating between creative appreciation and practical critique of the name

Marketing Campaign Assessment

Evaluate marketing campaign concept from multiple perspectives

Ask Klavis AI: "Analyze our "Digital Transformation Made Simple" campaign using 5 rounds of actor-critic evaluation"

Expected Result: Comprehensive evaluation covering creative impact, practical implementation, and market effectiveness

Feature Development Review

Assess new software feature proposal

Ask Klavis AI: "Use actor-critic thinking to evaluate the proposed "Smart Auto-Save" feature for our text editor"

Expected Result: Balanced analysis of feature benefits, technical challenges, and user experience implications

Business Strategy Evaluation

Analyze strategic business decision with structured feedback

Ask Klavis AI: "Apply actor-critic analysis to our plan for expanding into the European market"

Expected Result: Systematic evaluation of opportunities, risks, and implementation considerations

Testing Your Setup

  1. Launch Klavis AI
  2. Verify Actor Critic Thinking is available in the tools list
  3. Test basic Actor Critic Thinking functionality

Troubleshooting

Common Issues

Invalid Total Thoughts Parameter

Symptoms: Parameter validation errors, Odd number requirement failures

Cause: totalThoughts parameter must be odd number ≥3

Solution:

  • Ensure totalThoughts is an odd number (3, 5, 7, etc.)
  • Use minimum value of 3 for basic analysis
  • Verify parameter is numeric, not string
  • Check parameter validation in client configuration

Role Parameter Not Recognized

Symptoms: Invalid role errors, Perspective switching failures

Cause: Role parameter must be exactly "actor" or "critic"

Solution:

  • Use exact values: "actor" or "critic"
  • Check for typos or case sensitivity issues
  • Ensure role alternates between rounds
  • Verify role matches current thought number

Evaluation Sequence Broken

Symptoms: Out of sequence errors, Round tracking failures

Cause: thoughtNumber not matching expected sequence or round progression

Solution:

  • Start thoughtNumber at 1 for first round
  • Increment thoughtNumber for each subsequent round
  • Ensure thoughtNumber ≤ totalThoughts
  • Reset sequence for new evaluation sessions

TypeScript Compilation Errors

Symptoms: Build failures, Type definition errors

Cause: Missing TypeScript dependencies or configuration issues

Solution:

  • Install TypeScript: npm install -g typescript
  • Verify tsconfig.json configuration
  • Install type definitions: npm install @types/node
  • Clear build cache: npm run clean && npm run build

API Authentication Failed

Symptoms: 401 Unauthorized errors, Invalid API key message

Cause: Missing or incorrect API key

Solution:

  • Verify API key is correctly copied from klavis.ai dashboard
  • Check API key is set in environment variable or code
  • Ensure API key has not expired
  • Regenerate API key if necessary

OAuth Authorization Errors

Symptoms: OAuth redirect failures, Authentication loop, Token refresh errors

Cause: OAuth credentials not configured or expired

Solution:

  • Complete OAuth authorization flow for required services
  • Check redirect URLs are correctly configured
  • Verify OAuth app credentials in service provider settings
  • Contact Klavis support for OAuth troubleshooting

Tool Call Failures

Symptoms: Tool not found errors, Execution timeouts, Rate limit errors

Cause: Tool not properly configured or service rate limits exceeded

Solution:

  • Verify tool name matches available tools list
  • Check service-specific rate limits and quotas
  • Ensure required parameters are provided correctly
  • Review Klavis API logs for detailed error messages

Context Window Overload

Symptoms: Too many tools error, Context length exceeded, Slow responses

Cause: Too many tools exposed to AI agent at once

Solution:

  • Use Strata Progressive Discovery to expose tools hierarchically
  • Reduce number of simultaneous MCP servers in Strata configuration
  • Filter tools based on current task context
  • Enable intelligent tool filtering in Strata settings

Docker Deployment Issues

Symptoms: Container fails to start, Port conflicts, Connection refused

Cause: Docker configuration or port binding errors

Solution:

  • Ensure Docker is installed and running
  • Check port 5000 is not already in use (or change port mapping)
  • Verify Docker image pulled successfully
  • Check container logs: docker logs <container-id>

Actor Critic Thinking not appearing in Klavis AI

Symptoms: Server not listed, Tools not available

Cause: Configuration or installation issue

Solution:

  • Verify configuration syntax
  • Check Actor Critic Thinking installation
  • Restart Klavis AI
  • Check logs for error messages

Next Steps

Now that Actor Critic Thinking is integrated with Klavis AI:

  • Explore all Actor Critic Thinking capabilities through Klavis AI
  • Check out other MCP servers that work with Klavis AI
  • Join the MCP community for tips and support
  • Consider contributing to Actor Critic Thinking development

Need Help?

Related Resources

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Actor Critic Thinking + Klavis AI: MCP Setup Guide (2026)