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Server Details

Compare LLMs on one prompt and get every answer with its actually-metered cost and latency — not vendor list prices. Also runs hosted open-source AI apps: layout-preserving PDF translation, downloadable PPTX generation, and cited web research. Nine tools over Streamable HTTP. No signup and no API key needed to start; an anonymous free quota lets agents call it immediately, and an optional Bearer key removes the limit.

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Status
Unhealthy
Uptime
86.1% over 65 days
Last Tested
Transport
Streamable HTTP
URL

TDQS

A3.8/5.0

Scored across 34 tools

Disambiguation4/5

Despite 34 tools, most have clearly distinct purposes and the descriptions actively disambiguate overlapping clusters (e.g. diff_tables explicitly contrasts itself with reconcile_ledger; ask_model vs compare_models; list_apps vs get_app). The main residual ambiguity is within the table/extraction families (extract_invoices vs extract_statement vs extract_tables) and model-tool clusters, but descriptions keep boundaries readable.

Naming Consistency4/5

All names are snake_case, and the dominant pattern is verb_noun (build_app, create_task, fetch_page, list_apps). A minority are noun/phrase-based (ai_visibility, china_reachability, model_costs, json_yaml, pdf_to_markdown), which is a minor deviation but still consistent and readable.

Tool Count2/5

At 34 tools this is well past the 'heavy' band and into kitchen-sink territory for a single server, spanning models, tables, extraction, tasks, apps, memory, and web. Each tool is individually justified, but the sheer breadth makes discovery and selection costly, which is exactly what what_can_you_do is forced to compensate for.

Completeness4/5

Coverage is broad and lifecycle-aware: tasks have create/list/get_runs/delete, apps have list/get/build, models have list/ask/compare/costs, plus a full data-cleaning/diffing/reconciliation and format-conversion surface. Minor gaps exist (no task update/edit, no memory forget/delete), but these are edge cases an agent can work around.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Changedlist_models1 field changed
      • changedInput schema / properties / tier / description
        Previous value: -"Optional filter. \"free\" models run on the anonymous quota; \"premium\" needs your own AllRouter key."New value: +"Optional reference tier filter. All currently healthy tiers are available without a user key during the beta."
  2. 1 tool update
    • Changedlist_models1 field changed
      • changedInput schema / properties / tier / description
        Previous value: -"Optional reference tier filter. All currently healthy tiers are available without a user key during the beta."New value: +"Optional filter. \"free\" models run on the anonymous quota; \"premium\" needs your own AllRouter key."
  3. 1 tool update
    • Changedlist_models1 field changed
      • changedInput schema / properties / tier / description
        Previous value: -"Optional filter. \"free\" models run on the anonymous quota; \"premium\" needs your own AllRouter key."New value: +"Optional reference tier filter. All currently healthy tiers are available without a user key during the beta."
  4. 1 tool update
    • Changedcreate_task1 field changed
      • changedInput schema / properties / kind / description
        Previous value: -"watch_page | daily_answer | watch_reachability"New value: +"watch_page | daily_answer | watch_reachability | pipeline"
  5. 8 tool updates
    • Changedclean_table2 fields changed
      • addedInput schema / properties / keep
        Added value: +{
+  "description": "For wide_to_long: comma-separated id columns to keep as-is. Defaults to the first column.",
+  "type": "string"
+}
      • changedInput schema / properties / ops / description
        Previous value: -"Comma-separated, default \"dedupe,trim,drop_empty,unify_blank\". Also available: split_column."New value: +"Comma-separated, default \"dedupe,trim,drop_empty,unify_blank\". Also available: split_column, transpose (swap rows/columns), wide_to_long (unpivot a wide table into the long format analysis tools expect)."
    • Addeddiff_tables
    • Addeddiff_text
    • Addedjson_yaml
    • Addedjwt_decode
    • Addedregex_test
    • Addedvalidate_json
    • Addedwhat_can_you_do
  6. 3 tool updates
    • Addedclean_table
    • Addedmerge_tables
    • Addedreconcile_ledger
  7. 1 tool update
    • Addedextract_invoices
  8. 26 tool updates
    • Removedcheck_grammar
    • Removedcheck_vulns
    • Removedconvert_to_pdf
    • Removedcsv_to_qbo
    • Removeddeep_research
    • Removedfix_csv_encoding
    • Removedforget
    • Removedget_weather
    • Removedmake_badge
    • Removedmake_chart
    • Removedmake_qr
    • Removedmake_slides
    • Removedpackage_info
    • Removedpdf_add_page_numbers
    • Addedpdf_to_markdown
    • Removedproject_status
    • Removedredact_text
    • Removedsplit_spritesheet
    • Removedsubmit_project
    • Removedtext_to_image
    • Removedtranscribe_audio
    • Removedtranslate_i18n_json
    • Removedtranslate_pdf
    • Removedtranslate_srt
    • Removedtranslate_text
    • Addedtranspile_sql
  9. 4 tool updates
    • Addedai_visibility
    • Addedcsv_to_qbo
    • Addedextract_statement
    • Addedextract_tables
  10. 4 tool updates
    • Addedcreate_task
    • Addeddelete_task
    • Addedget_task_runs
    • Addedlist_tasks
  11. 6 tool updates
    • Addedfix_csv_encoding
    • Addedpdf_add_page_numbers
    • Addedredact_text
    • Addedsplit_spritesheet
    • Addedtranslate_i18n_json
    • Addedtranslate_srt
  12. 2 tool updates
    • Addedcheck_vulns
    • Addedpackage_info
  13. 6 tool updates
    • Addedchina_reachability
    • Addedget_weather
    • Addedmake_badge
    • Addedmake_chart
    • Addedmake_qr
    • Addedtext_to_image

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