mcp-registry/io.github.changhuliu/mcp-selection-lab · v0.5.2
As of 2026-10-21 15:24 UTC, the Changhuliu Selection Lab MCP server is up with a Glimind reliability score of 78/100 (grade B). Over the last 30 days it answered 99.3% of Glimind's liveness checks. It had 9 outages in 90 days, with a median recovery of 7 minutes.
Benchmark MCP tool selection with metadata-only routing, collision, abstention, and holdout checks.
Claude Code
claude mcp add --transport http changhuliu-selection-lab-mcp-server https://mcp-selection-lab-production.up.railway.app/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"changhuliu-selection-lab-mcp-server": {
"type": "http",
"url": "https://mcp-selection-lab-production.up.railway.app/mcp"
}
}
}
Third-party server, listed as discovered. Review its source before installing.
4 parameter(s) across 2 tool(s) have no description.
Add a "description" to each parameter with its format and an example ("ISO 8601 date, e.g. 2026-10-17"). This is the commonest cause of wrong arguments on the first call. How to fix →
Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/io.github.changhuliu/mcp-selection-lab"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/io.github.changhuliu/mcp-selection-lab"}) over MCP.
scan_mcp_metadata ~247 tokensget_selection_report ~93 tokensselection_lab_info ~63 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fio.github.changhuliu%2Fmcp-selection-lab?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fio.github.changhuliu%2Fmcp-selection-lab?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.changhuliu%2Fmcp-selection-lab.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.changhuliu%2Fmcp-selection-lab.svg :target: https://glimind.com/server/mcp-registry%2Fio.github.changhuliu%2Fmcp-selection-lab?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:4fb0fcf9d51a007c…, first seen 2026-10-17, included at leaf 16260 of 40,242. Version history · verify what your client received.
Compare: most reliable data servers · most reliable ml servers · most reliable knowledge servers
Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-21 15:24 UTC, the Changhuliu Selection Lab MCP server is up with a Glimind reliability score of 78/100 (grade B). Over the last 30 days it answered 99.3% of Glimind's liveness checks. It had 9 outages in 90 days, with a median recovery of 7 minutes.
Changhuliu Selection Lab MCP server advertises 3 tools, including get_selection_report, scan_mcp_metadata, selection_lab_info.
Point your MCP client at this streamable-http endpoint: https://mcp-selection-lab-production.up.railway.app/mcp
Glimind scanned all 3 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.