mcpgrade
Grades other MCP servers' tool catalogs for how well an AI agent can use them
Describe the job. Find the server that can do it.
Explore real capabilities, then see what each connection can reach.
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Grades other MCP servers' tool catalogs for how well an AI agent can use them
Run a self-hosted L Harness LINE Official Account CRM from an MCP client: friends, tags, scenarios, broadcasts
Run a FireCMS Cloud project from a chat client: Firestore documents, collection schemas, users and settings
Hands visual notes left on localhost pages in Chrome to a coding agent so it can apply them
Start, watch and steer other AI coding CLIs running in local tmux windows from one host CLI
Local memory for AI agents, stored in a signed append-only log, with tools to trace failures back to a cause
MongoDB's hosted MCP endpoint for querying Atlas clusters and administering Atlas projects
Local stdio bridge to MongoDB's hosted Atlas MCP server, signed in with Atlas service credentials
Local trade journal, outcome-weighted recall and hash-chained decision log for trading agents
A useful server page goes beyond a name and a score. Understand the tools, choose your client, and see what the connection can access.
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