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ai-netcafe

by com.ainetcafe
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Server Details

Tables and ledgers checked by arithmetic, not by a model. 24 tools. MCP 2026-07-28 ready.

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Status
Unhealthy
Uptime
88.8% over 64 days
Last Tested
Transport
Streamable HTTP
URL
Repository
mario03690/ai-netcafe
GitHub Stars
1
Server Listing
ai-netcafe

TDQS

A3.9/5.0

Scored across 34 tools

Disambiguation4/5

Most tools have clearly distinct purposes, and descriptions explicitly disambiguate the risky pairs (ask_model vs compare_models, diff_tables vs reconcile_ledger, extract_* variants). There is a dense cluster of table/document tools (clean_table, merge_tables, diff_tables, extract_tables, extract_invoices, extract_statement) that could occasionally be confused, but each is scoped to a specific task.

Naming Consistency4/5

Names are uniformly snake_case with a predictable verb_noun or noun_verb style (extract_tables, list_apps, create_task, diff_text). A few are noun-only (ai_visibility, model_costs, china_reachability) which is a minor deviation but still clearly readable.

Tool Count3/5

34 tools is heavy for a single server, exceeding the comfortable 3-15 range. The breadth of genuinely distinct domains (model calls, document extraction, data cleaning, scheduling, memory, dev utilities, hosting) justifies much of it, and what_can_you_do helps navigate, but the surface is larger than ideal.

Completeness4/5

Covers the major domains comprehensively: task lifecycle (create/list/get_runs/delete), memory (remember/recall), apps (list/get/build), models (list/ask/compare/costs), plus a rich data/document toolkit. Minor gaps like no update_task exist, but agents can delete-and-recreate, so no severe dead ends.

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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