ai.benchlm/data
BenchLM Data
Is the BenchLM Data MCP server down? No. It is up and needs auth (HTTP 401), probed 2026-11-12.
Current AI model rankings, API prices, benchmark results and history from BenchLM.
needs auth probed 2026-11-14 · unchanged since 2026-11-12 · HTTP 401 · Bearer
Streamable HTTP error: Error POSTing to endpoint: {"jsonrpc":"2.0","id":0,"error":{"code":-32001,"message":"Use an active BenchLM Data key in Authorization: Bea- Endpoint
- https://data.benchlm.ai/mcp (streamable-http)
- Host
- data.benchlm.ai
- Getting access
- OAuth with dynamic client registration. A client such as Claude Code, Cursor or npx mcpcost auth https://data.benchlm.ai/mcp registers itself and opens the consent page; the publisher has nothing to set up for you. The publisher's guide to getting access.
Authorization server data.benchlm.ai, PKCE S256, grants authorization_code, refresh_token.
Scopes data:read.
Read from the server's public OAuth metadata, without a token. Method. - Website
- https://benchlm.ai/data/access
- Registry
- active, updated 2026-11-11 · registry entry
Compare this server with others.
More servers
Servers that mention benchmark or rankings.
- ai.actwise/ideation · needs auth
- CounterScript - Drug Price Benchmarks ai.agentlookups/counterscript · alive
- Google Search Console ai.b77/google-search-console · needs auth
- CreativeScope — Mobile Game Ad Creative Intelligence ai.creativescope/creative-intelligence · alive
- Entity Enricher ai.entityenricher/enricher · alive
- Limy ai.limy/limy · needs auth
- mrmarket.ai ai.mrmarket/mrmarket-mcp · no DNS
- Rayana AI ai.rayana/rayana-ai · alive
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- The server answers HTTP 401 to an unauthenticated initialize, so the probe cannot list its tools. That is correct for a private server. Some public servers answer initialize and tools/list without credentials and ask for auth on tool calls only; those get a token count here.
Fixed something? Probe it now, with the same steps as the daily run. This page updates with the next daily run.