MCP For Claude Marketplace
Agent Capability Matching Engine

Agent Capability Matching Engine MCP Connector for Claude

A+

A deterministic routing engine that matches user intent to the optimal agent or sequence of agents.

4 tools Official Updated Oct 1, 2026 Official Vinkius Partner
More Details Connect to Claude

This MCP server provides a decision-making layer to route tasks to the most suitable AI agents. It calculates optimal routing by analyzing capability intersection, performance metrics like success rate and latency, and real-time system load. Use calculate_routing_scores to find the best agent, analyze_capability_gaps to identify missing skills, plan_multi_agent_composition to chain multiple agents together, and validate_routing_health to ensure the routing plan is reliable.

agenticroutingoptimizationdecision-makingorchestration

4 tools expose this connector's capabilities to your AI agent.

analyze_capability_gaps

Identifies what capabilities are missing from the agent pool to satisfy a specific intent

calculate_routing_scores

Determines the optimal agent(s) for a specific user intent by calculating composite scores

plan_multi_agent_composition

Determines the optimal sequence of agents required to fulfill an intent when no single agent is sufficient

validate_routing_health

Checks if the current routing plan is risky due to low scores or high gaps

See how to talk to your AI agent using Agent Capability Matching Engine.

Find the best agent for an intent requiring 'data_analysis' and 'sql_query' given a list of available agents.

The primary agent selected is agent_001 with a routing confidence of 0.85.

What capabilities are missing to fulfill the intent 'image_generation'?

The missing capabilities are 'diffusion_model' and 'style_transfer'.

Plan a multi-agent sequence for a task requiring 'web_search' and 'file_writing'.

The optimal sequence is [search_agent_v2, file_manager_pro].

The engine uses `calculate_routing_scores` to compute a composite score for each agent based on capability match, success rate, latency, and current system load.

Related Connectors

PE AI Maturity Assessment Engine

PE AI Maturity Assessment Engine MCP

4 tools Official

Analytical engine for Private Equity firms to evaluate AI readiness and value potential during due diligence.

A+ View details →
Execution Trace Recorder and Validator

Execution Trace Recorder and Validator MCP

3 tools Official

Records and validates agent execution traces to ensure integrity, determinism, and performance.

A+ View details →
NEW
Coverage Scenario Table

Coverage Scenario Table MCP

4 tools Official

Evaluates insurance events against policy terms to generate coverage scenario tables.

A+ View details →
Bow-Tie Risk Analysis Engine

Bow-Tie Risk Analysis Engine MCP

4 tools Official

A quantitative risk assessment engine for modeling threats, top events, and consequences using bow-tie analysis.

A+ View details →