MCP For Claude Marketplace
Agent Description & Tool Alignment Checker

Agent Description & Tool Alignment Checker MCP Connector for Claude

A+

Validates alignment between agent descriptions and assigned tools to prevent multi-agent framework errors.

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

This MCP server provides critical validation for multi-agent frameworks like CrewAI and AutoGen. It identifies mismatches where an agent's description claims capabilities that its assigned tools cannot perform, or where tools are provided that have no relevance to the agent's persona. By using tool_analyze_agent_alignment, the system computes an exact overlap ratio between agent action keywords and tool capability keywords. It also provides tool_extract_semantic_keywords for deep text parsing and tool_get_summary for high-level health reports on agent functional readiness.

multi-agentalignmentcrewaiautogenvalidationsemantic-analysis

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

analyze_agent_alignment

Determines how well an agent's stated purpose matches the tools actually assigned to it

extract_keywords

Isolates the functional core of a text block by identifying relevant action and capability tokens

get_summary

Provides a high-level status report of the agent's functional readiness

See how to talk to your AI agent using Agent Description & Tool Alignment Checker.

Check if my agent is ready for its tasks.

The agent is Healthy with an alignment score of 0.85 and no misaligned tools detected.

Analyze the alignment for an agent that describes itself as a researcher but only has a calculator tool.

Critical: The agent is misaligned. The description implies research capabilities, but the assigned tools have zero overlap with those actions.

Extract the main keywords from this agent description.

The extracted keywords are: researcher, data, analysis, report, and collection.

It prevents errors in multi-agent frameworks where an agent is assigned tasks it cannot actually perform due to missing or irrelevant tools.

Related Connectors

Deterministic Text Summarizer & Extractor

Deterministic Text Summarizer & Extractor MCP

3 tools Official

Equip your AI with pure Term Frequency (TF) text analysis. Deterministically extract keywords, bigrams, and generate extractive summaries without external API calls.

A+ View details →
NEW
Recall Notice Organizer

Recall Notice Organizer MCP

4 tools Official

Organizes vehicle recall notices into prioritized appointment plans.

A+ View details →
Futures Options Volatility Risk Premium Strategy

Futures Options Volatility Risk Premium Strategy MCP

3 tools Official

Analyze volatility risk premium (VRP) to identify buy/sell signals for futures options.

A+ View details →
Agent Scoring & Ranking Engine

Agent Scoring & Ranking Engine MCP

4 tools Official

Deterministic performance scoring and ranking for autonomous agents.

A+ View details →