A multi-tool agent for coordinating research workflows across ArXiv papers and web search with RAG capabilities
This server has three tools with READ_ONLY operations. All three have basic descriptions and input schemas, but fall short of production-grade quality. Tool names follow verb conventions (search_, get_, tavily-search), but descriptions are generic and lack depth. No parameter descriptions are visible in the schema definitions provided. Output schemas are not documented. Error handling is not evident from the code. The tools are simple wrappers around external APIs (ArXiv, Tavily), so the implementation complexity is low, but the interface quality is below the baseline for A-grade tools.
Retrieve and download the full text content of an ArXiv paper
Search for academic papers on ArXiv based on a query
Search the web for current, relevant information using the Tavily search API
Parameter descriptions are missing. Input schema shows 'query' and 'paper_id' with type='string' and generic descriptions, but lacks constraint guidance (length limits, format, examples of valid input).
Output schemas are not documented. The rubric (section D) requires that tools document what fields they return so LLMs can plan downstream calls and extract data. The code shows these tools call external APIs but does not document the structure of results returned to the agent.
Tool descriptions are generic and lack context for LLM selection. 'Search for academic papers on ArXiv based on a query' (59 chars) and 'Search the web for current, relevant information using the Tavily search API' (80 chars) do not explain WHEN to use each tool vs alternatives, what the prerequisite is, or what a typical response contains. When should the LLM call it? What does it return?
Inferred effective spec: <=2025-11-25.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | F | 41 | <=2025-11-25 | v2 |
| 2026-03-09 | F | 27 | - | v1 |
Tavily-search naming is non-standard. Tool names should follow verb_noun convention and use hyphens sparingly. 'tavily-search' mixes a service name (Tavily) with a verb (search), making it unclear whether this is a specific integration or a generic search capability. Rename to 'search_web' or 'search_tavily' for clarity.
No error handling guidance. Code does not show how tools handle failures (network errors, API rate limits, invalid paper IDs, empty search results).
No result limits or pagination hints documented. search_arxiv and tavily-search likely return multiple results, but descriptions do not specify max results, pagination mechanism, or guidance on limiting response size.