Kujolang.ai: MCP server, CLI and agent surfaces

Yes: Kujolang.ai runs a public MCP server at mcp.kujolang.ai that listed 7 tools to a client with no credentials on 4 November 2026. Examples: get_kujo_overview, list_ecosystem, search_kujo_catalog. It speaks streamable-http, protocol 2026-07-28. Ora's cached score for kujolang.ai is 55, grade C, read on 5 November 2026.

Fact sheet

Company	Kujolang.ai (registry title: Kujolang.ai MCP)
Domain	kujolang.ai
Category	Uncategorised (assigned by this directory from the registry description)
MCP server	Verified (No authentication)
Ora score	55, grade C; Ora scanned the domain on 17 October 2026 and the cached score was read on 5 November 2026 from its score API (Ora's score page for kujolang.ai, a vendor-published score)
Company found through	the GitHub MCP Registry
Last verified	4 November 2026

MCP server

Endpoint	`https://mcp.kujolang.ai/mcp`
How it was found	listed in the GitHub MCP Registry
Transport	streamable-http
HTTP status	200
Protocol version	2026-07-28
Server	kujolang-mcp 0.2.0
Capabilities	prompts, resources, tools
Tools	7
Resources	6
Prompts	3
Connected	4 November 2026, 20:03 UTC
Handshake time	275 ms over 1 attempt

Tools listed

7 tools

get_kujo_overview
list_ecosystem
search_kujo_catalog
get_catalog_item
recommend_kujo_stack
get_installation
list_webops_capabilities

Connector log

2 connections on 4 November 2026, read-only methods only

19:58:07Z https://mcp.kujolang.ai/mcp sent initialize, notifications/initialized, tools/list, resources/list, prompts/list result initialized-no-tools (HTTP 200) 511 ms
20:03:26Z https://mcp.kujolang.ai/mcp sent initialize, notifications/initialized, tools/list, resources/list, prompts/list result verified (HTTP 200) 275 ms

Authentication

Auth type	No authentication

The sign-in route, step by step

Send the handshake to https://mcp.kujolang.ai/mcp over streamable-http. Servers on the 2026-07-28 revision answer server/discover; older servers answer initialize.
Send tools/list, then resources/list and prompts/list if the capabilities name them.
Send no token. The connector sent none and the server answered, so any MCP client can read this list.
Calling a tool is a separate step this directory never takes.

See OAuth for MCP: client ID metadata documents and dynamic registration for how each route works.

CLI

No CLI is on record for Kujolang.ai. The directory checks a package only where a source names one, so this is a floor: a company can ship a command line that no source read for this edition mentions. See shipping a CLI agents can use.

Other agent surfaces

Agent surfaces other than MCP and CLI
Surface	Result
OpenAPI file	No OpenAPI file at the root paths checked.
WebMCP in the initial HTML	Not checked: the home page was not read by the shared crawl.
MCP discovery file	Not checked: the domain is not in the shared crawl for this edition.
A2A agent card	Not checked: the domain is not in the shared crawl for this edition.
A2A agent card (older path)	Not checked: the domain is not in the shared crawl for this edition.
agents.json	Not checked: the domain is not in the shared crawl for this edition.
OAuth authorization server metadata	Not checked: the domain is not in the shared crawl for this edition.
NLWeb endpoint	Not checked in this edition.

Registry listings

Registry listings
Registry	Listed
Official MCP Registry	No
GitHub MCP Registry	Yes
awesome-remote-mcp-servers	No
Smithery	Not checked: Smithery's listing pages and search API were unavailable on 4 November 2026.
Glama	Not checked: Glama's API needs a key and attribution terms.