jasongregoryllc.com
Korpora exposes 3 public tools on this MCP endpoint.
Opens ChatGPT on the web or desktop and asks it to use the WebMCP tools available here.
Connect straight to this server’s public endpoint.
https://jasongregoryllc.com/api/mcpWe add this server to your workspace, then open Studio — saved access, one connection to many servers, with a history of what ran.
Last probed Sep 14, 2026 · jasongregoryllc.com
3tools discovered
Audit agent-readiness
Audit a GitHub-hosted MCP server (or any URL) for agent-readiness. Returns the Korpora score (0 to 100), the five-category breakdown, the tools the server exposes, its install command and client config block, and the top fixes. Use this when deciding whether an MCP server is well-built for an AI agent to discover, parse, trust, and operate.
Compare agent-readiness
Compare the agent-readiness of several URLs side by side, auditing any that are not already in the index. Best for evaluating a shortlist of candidate tools before recommending one.
Search MCP servers by capability
Search the Korpora index for MCP servers by capability or keyword and return matching servers ranked by agent-readiness score. Use this to find an MCP server for a specific need (for example "postgres database", "slack messaging", or "web search") before recommending or installing one.
Get your MCP into directories
A working endpoint is step one. Directory coverage is the coordinated launch across ChatGPT, Claude, Cursor, the MCP Registry, and community indexes.
Directory coverage for brandsKorpora exposes 3 public tools on this MCP endpoint.
Use the MCP endpoint listed on this page in your MCP client configuration. One-click install pills support Claude, Cursor, VS Code, and other hosts. Copy the remote MCP URL if your client needs a manual entry.
Operate Korpora? Verify ownership to take over this directory entry.
This server appears in the MCPBundles directory. Verify you operate it to take over the listing — name, description, logo, contact email, and skill content. We email a 6-digit code to a maintainer address your server publishes in /.well-known/security.txt or /.well-known/mcpbundles.json. Free, takes about a minute.
MCPBundles probed 3 tools on the live server. The tool list on this page reflects what was discovered at the last refresh — connect your client to see the full set available to your session.
No provider sign-in was required during MCPBundles' probe. Your client may still need MCPBundles credentials depending on how you connect.
MCPBundles is an independent platform built on the open Model Context Protocol standard. Not affiliated with Anthropic PBC or Claude.