# MarketPing (in.marketping/marketping): tool descriptions scored

- tools/list taken: 2026-11-02 (UTC)
- From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/in.marketping%2Fmarketping/versions/latest)
- Connected to: https://mcp.marketping.in/mcp
- Homepage: https://marketping.in/mcp
- Repository: https://github.com/choudharyvinod964/marketping
- Scoring rules: v2
- Tools: 24
- Average: 54.2 / 100 (Cloudy)
- Near-identical pairs: 0

This page shows how MarketPing (in.marketping/marketping)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

## Across the server

No server-wide issues.

## Tools

- `ipo_pipeline`: 43 / 100
  - Major: Arguments without a description: status, board, year, sort.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `results_calendar`: 47 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: String arguments with no constraint or example: from_date.
  - Minor: Says nothing about what it returns.
- `run_stack`: 49 / 100
  - Minor: Says nothing about what it returns.
- `screener_fields`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `watchlist_list`: 49 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `watchlist_add`: 50 / 100
  - Major: Says nothing about when to use it, or when not to.
  - Minor: Says nothing about what it returns.
- `list_documents`: 51 / 100
  - Minor: Says nothing about what it returns.
- `read_pages`: 52 / 100
  - Minor: String arguments with no constraint or example: doc_id.
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: doc_id. Name the tool or the place that returns it, or models look it up first.
- `company_snapshot`: 54 / 100
  - Minor: Says nothing about what it returns.
- `doc_contents`: 54 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: doc_id. Name the tool or the place that returns it, or models look it up first.
- `fetch`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `fpi_flows`: 54 / 100
  - Minor: Arguments without a description: granularity.
  - Minor: String arguments with no constraint or example: from_date, to_date.
  - Minor: Says nothing about what it returns.
- `recent_alerts`: 54 / 100
  - Minor: Says nothing about what it returns.
- `resolve_company`: 54 / 100
  - Major: Says nothing about when to use it, or when not to.
- `stack_changes`: 54 / 100
  - Minor: Says nothing about what it returns.
- `list_models`: 56 / 100
  - Major: Says nothing about when to use it, or when not to.
- `run_model`: 56 / 100
- `search_filings`: 56 / 100
- `run_screener`: 57 / 100
  - Major: Arguments without a description: filters[].field, filters[].op, sort_field, sort_dir, page.
  - Minor: String arguments with no constraint or example: filters[].field, sort_field.
  - Minor: The description mentions none of its 3 or more arguments.
  - Minor: Says nothing about what it returns.
- `alert_reaction`: 59 / 100
  - Minor: Says nothing about what it returns.
  - Minor: Required identifiers whose description does not say where the value comes from: alert_id. Name the tool or the place that returns it, or models look it up first.
- `audit_report`: 59 / 100
  - Minor: Says nothing about what it returns.
- `daily_briefing`: 59 / 100
  - Minor: Says nothing about what it returns.
- `search`: 59 / 100
  - Major: Says nothing about when to use it, or when not to.
- `list_stacks`: 71 / 100

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