Tool Calling and Plugins for IT Service Financial Report Analysis

IT service enterprise financial report data mainly comes from domestic and overseas securities exchange disclosure platforms, and the investor

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IT service enterprise financial report data mainly comes from domestic and overseas securities exchange disclosure platforms, and the investor relations sections of corporate official websites. The update rhythm follows fixed quarterly and annual report cycles, with simultaneous disclosure of temporary operating announcements and special business explanations. The document structure includes standardized structured financial statements, supplemented by business breakdown notes, R&D investment details, contract performance status, and other content. Fields include revenue by business line, gross margin, contract liabilities, R&D expenses, etc. Units are based on ten thousand yuan or hundred million yuan; some segmented items include non-financial related fields such as per-customer revenue and project cycle.

The multi-data source and business breakdown features of IT service financial reports require tool calling to support cross-platform credential pulling and custom field mapping. The fixed-cycle and temporary announcement update rhythm requires configuring scheduled synchronization and temporary trigger rules. The segmented fields by business line require tools to support parameter filtering for specified business modules, to avoid pulling full-volume redundant data. Long-text notes and detailed fields require tools to configure reasonable segment parsing thresholds to prevent truncation of key business explanations. Differences in field naming across different disclosure platforms require tools to support custom field mapping rules to adapt to the format requirements of different data sources.

How to Configure the Settings

Configuration ItemRecommended ValueRationale
mcp_endpointhttp://internal-mcp.it-service-fin:8090Matches the listening address of the internally deployed MCP service to ensure normal communication link
field_filter_list["云服务营收", "定制开发营收", "研发费用", "合同负债"]Matches core analysis fields for IT service financial reports, filters unnecessary redundant data
sync_interval86400 secondsAdapts to the fixed update cycle of quarterly financial reports, meets the data timeliness requirements for conventional analysis
parse_chunk_length1200–1500 charactersAdapts to the average text length of IT service financial report notes, avoids truncating business details
tool_timeout30 secondsMatches the conventional response duration of financial report data interfaces, prevents timeout interruptions of the pulling process
temp_trigger_switchEnabledSupports temporary triggering of tool calls, adapts to the real-time analysis requirements for temporary announcements

The parameter values provided on this page are all conventional recommendations used as starting points for configuration. Actual values are affected by material format, data volume, and business rules. Specific issues require case-by-case analysis. It is recommended to test on your own samples before finalizing the settings.

Three Common Misconfigurations

  • Phenomenon: The business classification field is empty in the generated pie chart Markdown code, or no data is displayed after rendering. Cause: No extraction rule for business line revenue is configured in field_filter_list, causing the tool to fail to obtain the classification data required for the pie chart.
  • Phenomenon: The console returns an ECONNREFUSED or 404 Not Found error, and the npx-running MCP service cannot be added to the tool set. Cause: The configured mcp_endpoint address does not match the listening port of the local MCP service, or the service is not started on the specified port.
  • Phenomenon: The tool call shows a "temporarily activated" status, but fails to complete the pulling and analysis of financial report data. Cause: The temporary activation mode only supports single-time non-persistent configuration calls, and is not bound to the enterprise's internal standard financial report data source interface, resulting in failed data pulling.

How to Confirm the Configuration Is Complete

  • Access the configured mcp_endpoint address, verify that the MCP service returns data normally, and confirm that the communication link is normal.
  • Trigger a manual tool call, check whether the returned results include the core fields configured in field_filter_list, and verify that the data extraction rules take effect.
  • Check the tool call logs to confirm that no timeout or connection exceptions occur, and verify that the timeout configuration matches the actual interface response situation.
  • Enable the temporary activation mode, perform a single call, and verify whether the tool completes data pulling and analysis according to the temporary configuration.

Question material comes from public community discussions. Configuration values are common starting points and should be measured against your own samples. Verified on 2026-09-14.