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Pharmaceutical R&D Pipeline Intelligence for AI Agents — clinical trials, FDA approvals, drug info & publications
28 tools with consistent naming (verb_noun pattern) and comprehensive descriptions (avg 120 chars). All tools have input schemas with type definitions and parameter descriptions. However, output schemas are not documented in the visible code, only input schemas are defined. Parameter constraints are well-specified (enums, min/max, patterns). Error handling is minimal; no recovery guidance or actionable error messages visible. No tool annotations (readOnlyHint, destructiveHint, idempotentHint) despite all tools being read-only. Composition is strong, tools are single-responsibility and chainable via consistent ID naming (nct_id, drug_name). Missing: output schema documentation, error recovery patterns, and tool annotations.
Find EU-approved drugs for a medical condition.
Get the clinical pipeline for a pharmaceutical company.
Head-to-head drug comparison (synthetic).
Co-administered drug detection.
PRR-based pharmacovigilance signal detection.
Composite intelligence: drug info + trials + FDA + publications in one call.
Principal investigator / KOL search.
Output schemas not documented. No visible return type specifications for any of the 28 tools. LLMs cannot plan downstream calls or extract required fields without knowing response structure.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | C | 66 | 2026-07-28+ | v2 |
Get FDA approval history for a drug.
Drug label from DailyMed (NIH, OTC-friendly).
Drug-drug interactions (FDA label + FAERS).
FDA drug label (prescribing information).
US drug pricing (NADAC/CMS).
Get EU/EMA approval status for a drug.
Drug-target MOA from Open Targets (EMBL-EBI).
FDA patent & exclusivity information.
FDA recall/enforcement history.
Get FDA Adverse Event Reporting System (FAERS) data.
Get full protocol details for a specific clinical trial by NCT ID.
Get results for a completed clinical trial.
Clinical trial site locations & geographic distribution.
US FDA Orphan Drug Designations.
EU biosimilars from EMA register.
LOE timing & biosimilar competition.
List drugs with EU Orphan Drug Designation.
Look up a drug by brand or generic name.
Complete pipeline landscape for a condition.
Search PubMed for publications related to a drug, condition, or trial.
Search for clinical trials by condition, phase, status, or sponsor.
No tool annotations despite all 28 tools being read-only. Missing readOnlyHint annotations prevent clients from optimizing caching and retry logic.
No error recovery guidance. Tools lack actionable error messages. E.g., if drug_name lookup fails, no suggestion of alternative search strategies or available options.
Pagination not visible in schema. Tools like search_trials, search_publications, and list_* accept limit but no offset/cursor or total_count in documented output. Large result sets risk context window exhaustion.
drug_pipeline tool combines multiple concerns (drug info + trials + FDA + publications). Consider splitting into separate tools for better composability and error isolation.