io.github.crosstabs/crosstabs
https://mcp.crosstabs.com/mcp ↗
Description
Free survey crosstabs with local analysis and temporary hosted MCP project workflows.
What our measurements say
io.github.crosstabs/crosstabs is a remote MCP server published at mcp.crosstabs.com. It has been probed 6 times since 9/14/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 702 ms, a delay an agent will notice. It exposes a broad tool surface of 46 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Some tools have clear, action-specific descriptions (e.g., 'fetch' and 'search').
- Consistent use of parameters like 'workspaceToken' and 'requestId' across tools.
Weaknesses
- Tool names like 'analyze_crosstab' and 'render_crosstab' are too similar, causing potential ambiguity.
- Descriptions often omit specific use cases, focusing only on functionality.
- Some parameters have unclear types (e.g., 'null' in 'validate_analysis_plan').
- Lack of explicit error handling or constraints in many tool descriptions.
analyze_crosstab— Shares identical parameters with 'render_crosstab', risking tool selection confusion.validate_analysis_plan— Parameter 'plan' has undefined type ('null'), making input expectations unclear.get_headless_capabilities— No description of error scenarios or constraints.
Verdict
Event narrative
Sign up free to generateSchema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test passed · last run:
- Cold-start: cold 259ms → warm 260ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
searchDiscover fixed Crosstabs methodology, limitations, and evidence pages.
querystringrequired
fetchFetch one fixed Crosstabs evidence record by identifier.
idstringrequired
analyze_crosstabCompute deterministic statistics from a bounded aggregate contingency matrix.
observedarrayrequiredinputSemanticsstringrequiredrowLabelsarraycolumnLabelsarrayrowVariablestringcolumnVariablestringpercentagestringweightedboolean
render_crosstabRender a deterministic evidence-linked aggregate crosstab widget.
observedarrayrequiredinputSemanticsstringrequiredrowLabelsarraycolumnLabelsarrayrowVariablestringcolumnVariablestringpercentagestringweightedboolean
get_headless_capabilitiesDescribe the full accountless hosted MCP, privacy, retention and execution limits.
get_runtime_statusInspect this hosted runtime and its fixed resource limits.
create_workspaceCreate a private temporary workspace without signing in. Explain that uploads leave the device, then obtain consent. The secret token is the sole access credential and cannot be recovered.
consentToUploadbooleanrequired
get_workspaceList this temporary workspace's files, recent jobs and expiry. Includes a private upload link.
workspaceTokenstringrequired
delete_workspacePermanently delete the temporary workspace and all active project, file and job data. This revokes its token.
workspaceTokenstringrequiredconfirmDeletebooleanrequired
get_jobRead a queued analysis job. Wait at least two seconds between polls. Only succeeded jobs contain completed results; failed jobs contain an error. Use get_download_link for artifact IDs, or get_rendered_table for completed render_project_table jobs.
workspaceTokenstringrequiredjobIdstringrequired
get_download_linkCreate a private browser download link for an uploaded file or generated artifact in this workspace. The link contains a secret in its fragment; never share it publicly.
workspaceTokenstringrequiredfileIdstringrequired
get_rendered_tableRender the canonical aggregate result of a succeeded render_project_table job. Respondent rows are never included in the widget.
workspaceTokenstringrequiredjobIdstringrequired
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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