Remote MCP server exposing ask10ais's published measurements of how 12 AI models answer brand questions in Chinese and English, with rankings, scenario mention,
What you can do
Search published measurements for a brand, returning its rank in each ranking and its mention rate with a 95% interval in each scenario, each linked to its source page (find_brand). List public ranking questions with latest measurement date, panel size and top brands (list_rankings). Get the latest measurement of one ranking: brand ranks and index scores, merged spellings, panel size, completeness and a citation template (get_ranking). List published scenario collections, i.e. buying scenarios in one category asked with several phrasings and repeats in Chinese and English (list_scenario_collections). Get mention rates with 95% Wilson intervals for one scenario in one language, including how
When to use it
Use it when you need third-party measurements of brand visibility or mention rates across AI models, in Chinese or English, for market or competitive research, or to check whether an ask10ais certificate number is valid.
Requirements
A remote streamable HTTP endpoint at ask10ais.com; no packages, environment variables or headers are declared. Network access to the endpoint is needed.
Before you install
The data is ask10ais's own published measurement set, so results reflect its panels and methodology rather than a neutral census. Certificate verification only reports what ask10ais records. No credentials, payments or write actions are declared.
Enable the server for the chats that should use its tools.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Use with an agent
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/com.ask10ais%2Fmcp/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.
Search ask10ais's published measurements (every public ranking and every scenario cell, asked in both Chinese and English) for a brand name. Returns its rank in each ranking and its mention rate with a 95% interval in each scenario, each with a link to the source page. Matching is a case-insensitive substring match plus registered aliases.
Parametersqueryrequiredlocale
list_rankings
List public rankings
List ask10ais's public ranking questions with their latest measurement date, panel size and top brands.
Parameterslocale
get_ranking
Get one ranking
Latest measurement of one public ranking: each brand's rank and index score, merged spellings, panel size and completeness, plus a citation template.
Parameterslimitlocaletopic_idrequired
list_scenario_collections
List scenario collections
List published scenario collections: buying scenarios in one category, each asked with several phrasings and repeats in Chinese and English.
Parameterslocale
get_scenario_mention_rates
Get mention rates for one scenario
Mention rates with 95% Wilson intervals for one scenario in one language: which brands models mention, how often, and how many models mention them.
Check an ask10ais certificate number (ASK10AIS-YYYY-NNNNNN): whether it exists, what it records, and whether it is valid or voided.
Parameterslocalecertificate_norequired
Version history
2
v0.2.0LatestSep 27, 2026
v0.1.0Sep 27, 2026
Score
72%
72% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
Reached in the last 30 daysRequired25 pts
Auth declaredRequired10 pts
Tools listedRequired15 pts
DescriptionRequired15 pts
Logo10 pts
Publish an icon in the registry entry.
Documentation15 pts
Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.
LicenseNot applicable
A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.