Tool Calling and Plugins for Chemical Pharmaceutical Yield Rates

What the Data for This Category Looks Like

Chemical pharmaceutical yield and market data comes from four main sources: periodic reports of publicly listed companies, pharmaceutical circulation trading APIs, stock exchange market data ports, and industry centralized procurement bid winning announcements. There are three update frequency categories:

• Trading day market data updates within 1.5 hours after market close
• Monthly product profit margin data updates on the first day of each month, covering statistics from the previous month
• R&D pipeline data updates every Friday

Documentation uses structured CSV and JSON formats. Fields include company identifiers, product generic names, daily average trading price, unit cost-to-sales ratio, R&D investment-to-revenue ratio, sector correlation relative value, and more. All numeric fields are labeled using dimensionless ranges or relative value formats.

Constraints for Tool Calling and Plugins

The multi-source, heterogeneous nature of chemical pharmaceutical data creates multiple constraints for tool calling and plugins:

• Cross-data-source pulling must support independent authentication configurations for listed company financial reports, market data ports, and centralized procurement announcements to avoid permission conflicts.
• Update frequencies vary significantly across data sources. Set short-cycle call thresholds for high-frequency market data, and long-cycle cache rules for low-frequency R&D and centralized procurement data to reduce invalid requests.
• Fields use dimensionless ratios and relative value formats. Plugins must include built-in format conversion logic to ensure returned data matches model input requirements.
• Many multi-dimensional associated fields exist. Plugins must support linked queries for companies, products, and R&D pipelines to avoid data silos.

How to Configure Settings

The parameter values provided on this page are general recommendations to serve as a starting point for configuration. Actual values are affected by material form, data volume, and business rules. Specific issues require case-by-case analysis. It is recommended to test on your own samples before finalizing settings.

Three Common Misconfigurations

• Issue: Accurate recall of chemical pharmaceutical product data linked to the knowledge base fails. Cause: Duplicate removal rules for tool_result_duplicate_removal are not configured, or recall thresholds are set incorrectly, resulting in valid data being filtered out.
• Issue: Tool calling duration exceeds 600 seconds, triggering model context timeout. Cause: No reasonable tool_timeout threshold is set, and more than 3 data sources are called simultaneously, with no limit on single-round call count.
• Issue: Third-party MCP services cannot pull chemical pharmaceutical data normally. Cause: Authentication information is not configured independently per data source, or access permissions for corresponding data sources are not enabled.

How to Verify Proper Configuration

• Run a single tool call test. Check if the field format of the returned results matches the preset chemical pharmaceutical data structure. Adjust data_parse_mode and model_format_adapter to match the requirements of the target large model.
• Review tool call logs. Confirm that single-call execution time does not exceed the preset tool_timeout threshold. Adjust max_tool_calls_per_round or tool_timeout to a reasonable range.
• Check cache refresh records. Confirm that high-frequency market data updates daily and low-frequency R&D data updates weekly. Adjust plugin_cache_ttl to match data source update schedules.
• Verify authentication configurations for third-party MCP services. Attempt to pull different types of data sources. Confirm no permission errors or missing data. Adjust the multi_source_auth configuration item.

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.