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NL;NL Labs Exchange results MCP Server

by nlnllabs Your server? Claim it
answering

NL;NL Labs Exchange results is answering right now. Last checked 14 min ago. It exposes 4 tools.

Free daily comparisons of AI models on business jobs, measured in right answers per dollar.

Uptime history 17 hours of history
17 hours agonow
100.0%
Uptime 24h
61 of 61 checks
4
Tools
read from the server
207 ms
Response time
average over 24h
open, no key
Access
streamable-http

What changed 5

Every tool that appeared, vanished or quietly changed what it asks for. Recorded since 11 November 2026. No other catalogue keeps this.

11 Nov 3 tools changed the parameters they ask for get_day_results, get_model_history, get_pick
11 Nov a tool description was rewritten2 times that day get_pick
and 1 more, back to 11 November 2026

Nothing serious here today

Today is the operative word: we check NL;NL Labs Exchange results every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Three servers free · no card

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 14 min ago.

run in your terminal
claude mcp add results --transport http https://mcp.nlnllabs.com/mcp
Settings → Connectors → Add custom connector, then paste this address
https://mcp.nlnllabs.com/mcp
~/.codex/config.toml
[mcp_servers.results]
url = "https://mcp.nlnllabs.com/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "results": {
      "url": "https://mcp.nlnllabs.com/mcp"
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "results": {
      "type": "http",
      "url": "https://mcp.nlnllabs.com/mcp"
    }
  }
}

Available tools 4

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

day
get_day_results
Use to compare the models and systems on one job on one day. Leave date out for the newest day. Returns every model's and system's published result that day, NL;NL Labs' own models and systems marked. Extract's documents days also carry invented, missed and unreadable counts. Fields: cost_per_1000_right_usd and ipd are exact; cost_shown and ipd_shown are how the page shows them. assembled_by_us is 1 when the answer was assembled by us, else 0. A count marked "not published for this model" is not published for that model.
jobs
list_jobs
Lists the jobs NL;NL Labs tests every day, what each one asks, what counts as right (the site's own words), the models and systems tested on each job and the dates covered. NL;NL Labs' own models are marked; NL;NL Desk is a system, not a model. Not open yet.
model
get_model_history
Use to follow one model on one job over time (for example, has it got cheaper or worse). Returns its published days: right answers, items, cost per 1,000 right in US dollars and IPD (right answers per dollar). On Extract, every row names its test; the answer says what the two tests are, and rows before and after 4 Nov come from different tests. Fields: cost_per_1000_right_usd and ipd are exact; cost_shown and ipd_shown are how the page shows them. assembled_by_us is 1 when the answer was assembled by us, else 0. A count marked "not published for this model" is not published for that model.
pick
get_pick
Use it when someone asks which model to use for a job. Returns the job page's latest published pick. The pick is always an outside model: NL;NL Labs' own models and systems (NL;NL Pull, NL;NL Desk) are never the pick. When one of ours would have been the pick under the same rule, the answer adds an "ours" entry with its figures, marked as ours, not as the pick. Returns the model the job page shows as its pick, with the page's label and rule, the figures as the page shows them (right answers per $1, cost per 1,000 right), the pick's own date and that model's day row. Fields: cost_per_1000_right_usd and ipd are exact; cost_shown and ipd_shown are how the page shows them. assembled_by_us is 1 when the answer was assembled by us, else 0. A count marked "not published for this model" is not published for that model.

Endpoints

URLTransportStateLatencyChecked
https://mcp.nlnllabs.com/mcp streamable-http answering 204 ms 14 min ago

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NL;NL Labs Exchange results — questions

Answers built from our own checks of this server.

What can NL;NL Labs Exchange results do?
It exposes 4 tools, read directly from the server on our last check. Among them: get_day_results, get_model_history, get_pick, list_jobs. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is NL;NL Labs Exchange results working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 61 of 61 checks got a reply (100.0%), average response time 207 ms. The bar chart above shows every period we have measured.
How do I connect NL;NL Labs Exchange results?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does NL;NL Labs Exchange results need an API key?
No. NL;NL Labs Exchange results completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 4 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is NL;NL Labs Exchange results?
It answers our handshake in 207 ms on average, which is faster than 64% of all working MCP servers we measure. The comparison comes from our own checks across the whole registry, every 15 minutes.