Clarvia — Tool Quality Scoring for AI Agent Stacks
Clarvia is an open-source SDK and API for evaluating AI agent tools and MCP servers using the AEO (Agent Experience Optimization) scoring framework.
What it provides
REST API (direct integration):
curl https://clarvia-api.onrender.com/v1/score?url=https://api.example.com
# Returns: {"aeo_score": 87, "rating": "AGENT_READY", "breakdown": {...}}
Python SDK (LangChain):
pip install clarvia-langchain
MCP Server (agent-native):
npx -y clarvia-mcp-server
Why it belongs here
Clarvia is infrastructure for AI agent builders — it helps them evaluate, compare, and select the highest-quality tools. It indexes 15,400+ MCP servers and APIs, scoring each across 8 quality dimensions.
It's the missing quality layer for agent stacks that need to decide which tools to use.
Links
Fits well in the Tool Evaluation / Quality or MCP Tooling section!
Clarvia — Tool Quality Scoring for AI Agent Stacks
Clarvia is an open-source SDK and API for evaluating AI agent tools and MCP servers using the AEO (Agent Experience Optimization) scoring framework.
What it provides
REST API (direct integration):
Python SDK (LangChain):
MCP Server (agent-native):
Why it belongs here
Clarvia is infrastructure for AI agent builders — it helps them evaluate, compare, and select the highest-quality tools. It indexes 15,400+ MCP servers and APIs, scoring each across 8 quality dimensions.
It's the missing quality layer for agent stacks that need to decide which tools to use.
Links
Fits well in the Tool Evaluation / Quality or MCP Tooling section!