Tool Calling and Plugins for Telecommunications Service Financial Report Analysis

Telecommunications service financial report data primarily comes from periodic reports publicly disclosed by domestic and overseas stock exchanges

What the data for this category looks like

Telecommunications service financial report data primarily comes from periodic reports publicly disclosed by domestic and overseas stock exchanges, and operating briefings officially released by enterprises. The update schedule follows regulatory requirements: quarterly reports are disclosed within 15 working days after the end of the quarter, and annual reports are disclosed within 4 months after the end of the year. A single financial report document usually includes sections such as operating data overview, revenue by business segment, user scale indicators, cost structure, and cash flow status. Fields include revenue-related, user scale-related, cost-related, and other categories. Revenue-related fields use RMB yuan as the unit, user scale-related fields use ten thousand households as the unit, and average revenue per user-related fields use yuan/user/month as the unit.

What constraints do these characteristics impose on tool calling and plugins?

Multiple data source access increases configuration complexity. Support is required for docking with different exchange announcement interfaces and disclosure documents on enterprise official websites, and adaptation to multiple formats such as PDF, HTML, and Word. Data is updated intensively during disclosure windows. Plugins must support scheduled pull tasks configured according to disclosure cycles to avoid excessive resource occupation caused by repeated triggers during peak hours. Financial report structures vary across telecommunications service enterprises. Tool calling must support custom field mapping rules to adapt to field naming and unit expressions of different enterprises. Single annual financial report documents have a large word count. Tools must support segmented parsing and batch content recall to avoid timeout during single processing.

How to set the configurations

Configuration ItemSuggested ValueRationale for This Value
PARSE_FILE_TIMEOUT_SECONDS600 secondsSingle telecommunications service financial report document has a large word count, with a relatively long standard parsing duration. 600 seconds covers the complete parsing process
UPLOAD_FILE_MAX_SIZE2000 MBSingle annual financial report PDF usually exceeds 500 MB. Reserve sufficient space to adapt to batch uploads of multiple documents
maxContext800–1200 charactersParagraph length of financial reports by business segment falls within this range, enabling accurate extraction of segment-level data
Recall countTop 8 entriesCore financial report data is distributed in no more than 8 key sections. Excessive recall will introduce irrelevant content
Similarity threshold0.75–0.85Financial report field expressions are relatively standardized. This threshold filters low-match non-target content
MCP_SERVER_USER_ID_PASS_THROUGHEnabledChannel user identifiers must be passed to the tool service to achieve data request isolation per user

The parameter values provided on this page are common recommended starting points for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require specific analysis, and it is recommended to conduct tests on your own samples before finalizing settings.

Three common mistakes

  • Issue: A 413 Request Entity Too Large error is returned when uploading a financial report document via the agent API. Cause: The UPLOAD_FILE_MAX_SIZE configuration item was not adjusted, and the default value is smaller than the actual size of a single financial report document.
  • Issue: The MCP Server for login-free channels fails to obtain user identifiers, resulting in incorrect data returns. Cause: The MCP_SERVER_USER_ID_PASS_THROUGH configuration was not enabled, and the userid parameter passed by the channel was not forwarded to the tool service.
  • Issue: A 404 Not Found error is returned when calling the openrouter API via the tool, with an incorrect request address configuration. Cause: The officially specified openrouter request address was not used, and a generic API address was filled in incorrectly.

How to confirm the configuration is complete

  • Upload a test telecommunications service financial report document, and check whether the parsing log shows that the file parsing is completed, with no timeout or format error prompts.
  • Initiate a test request on the login-free channel, and check whether the user identifier parameter is carried in the request log of the MCP Server.
  • Call the tool calling interface, pass the officially specified openrouter request address, and check whether the interface return contains normal response content.
  • Initiate a knowledge base question-and-answer request, and check whether the returned result includes the financial report's business segment data, with no obvious field matching errors.

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.