Question 2 of 2
Question“What does a basic example of using numpy arrays for matrix multiplication look like?”written by the model
Right toolresolve-library-id or query-docs
ScoreRight tool first: 6 of 6. Wrong turns: 0. Never right: 0.
StateOK
ActionsTest a fixAll questions
Runs · 6
| Run | Path | Calls | Seconds | Result |
|---|---|---|---|---|
| 1 | resolve-library-id › query-docs | 2 | 9.4 | OK Right first |
| 2 | resolve-library-id › query-docs | 2 | 9.5 | OK Right first |
| 3 | resolve-library-id › query-docs | 2 | 9.2 | OK Right first |
| 4 | resolve-library-id › query-docs | 2 | 10.1 | OK Right first |
| 5 | resolve-library-id › query-docs | 2 | 9.6 | OK Right first |
| 6 | resolve-library-id › query-docs | 2 | 9.9 | OK Right first |
right tool firstwrong turn, then rightnever rightfailed· one cell per run, left to right
Calls, run by run
Run 1 · Right first · 9.4 s
| Step | Tool | Seconds | Result | Arguments |
|---|---|---|---|---|
| 1 | resolve-library-id | 1.7 | ok · 1,200 characters back | {"libraryName":"NumPy","query":"matrix multiplication numpy arrays"} |
| 2 | query-docs | 1.5 | ok · 1,200 characters back | {"libraryId":"/websites/numpy_doc_stable","query":"matrix multiplication with numpy arrays dot product example"} |
Answer
Perfect! Here's a basic example of using NumPy arrays for matrix multiplication: Basic Matrix Multiplication with NumPy There are three main ways to perform…
Run 2 · Right first · 9.5 s
| Step | Tool | Seconds | Result | Arguments |
|---|---|---|---|---|
| 1 | resolve-library-id | 1.7 | ok · 1,200 characters back | {"libraryName":"NumPy","query":"matrix multiplication numpy arrays"} |
| 2 | query-docs | 1.6 | ok · 1,200 characters back | {"libraryId":"/websites/numpy_doc_stable","query":"matrix multiplication numpy arrays example"} |
Answer
Perfect! Here's a basic example of using numpy arrays for matrix multiplication: Basic Matrix Multiplication with NumPy There are three main ways to multiply…
Run 3 · Right first · 9.2 s
| Step | Tool | Seconds | Result | Arguments |
|---|---|---|---|---|
| 1 | resolve-library-id | 1.4 | ok · 1,200 characters back | {"libraryName":"NumPy","query":"matrix multiplication with numpy arrays"} |
| 2 | query-docs | 1.7 | ok · 1,200 characters back | {"libraryId":"/websites/numpy_doc_stable","query":"matrix multiplication with numpy arrays basic example"} |
Answer
Perfect! Here are the basic examples of matrix multiplication using NumPy arrays: Basic NumPy Matrix Multiplication Examples There are three main ways to…
Run 4 · Right first · 10.1 s
| Step | Tool | Seconds | Result | Arguments |
|---|---|---|---|---|
| 1 | resolve-library-id | 1.3 | ok · 1,200 characters back | {"libraryName":"NumPy","query":"matrix multiplication with arrays"} |
| 2 | query-docs | 2.0 | ok · 1,200 characters back | {"libraryId":"/websites/numpy_doc_stable","query":"basic matrix multiplication example with numpy arrays"} |
Answer
Perfect! Here are the basic examples of using NumPy arrays for matrix multiplication: Basic Matrix Multiplication with NumPy There are three main ways to…
Run 5 · Right first · 9.6 s
| Step | Tool | Seconds | Result | Arguments |
|---|---|---|---|---|
| 1 | resolve-library-id | 1.6 | ok · 1,200 characters back | {"libraryName":"NumPy","query":"matrix multiplication numpy arrays"} |
| 2 | query-docs | 1.7 | ok · 1,200 characters back | {"libraryId":"/websites/numpy_doc_stable","query":"basic matrix multiplication example with numpy arrays"} |
Answer
Perfect! Here's a basic example of using NumPy arrays for matrix multiplication: Basic NumPy Matrix Multiplication Example Key Points: 1. The … operator is the…
Run 6 · Right first · 9.9 s
| Step | Tool | Seconds | Result | Arguments |
|---|---|---|---|---|
| 1 | resolve-library-id | 1.6 | ok · 1,200 characters back | {"libraryName":"NumPy","query":"matrix multiplication with arrays"} |
| 2 | query-docs | 1.7 | ok · 1,200 characters back | {"libraryId":"/websites/numpy_doc_stable","query":"matrix multiplication example numpy arrays"} |
Answer
Perfect! Here's what a basic example of using NumPy arrays for matrix multiplication looks like: Basic Matrix Multiplication with NumPy There are three main…
Descriptions the agent read
Attracted firstnone
Should be firstresolve-library-id · “Resolves a package/product name to a Context7-compatible library ID and returns matching libraries.
You MUST call this function before 'Query Documentation' tool to obtain a valid Context7-compatible library ID UNLESS the user explicitly provides a library ID in the format '/org/project' or '/org/project/version' in their query.
Each result includes:
- Library ID: Context7-compatible identifier (format: /org/project)
- Name: Library or package name
- Description: Short summary
- Code Snippets: Number of available code examples
- Source Reputation: Authority indicator (High, Medium, Low, or Unknown)
- Benchmark Score: Quality indicator (100 is the highest score)
- Versions: List of versions if available. Use one of those versions if the user provides a version in their query. The format of the version is /org/project/version.
For best results, select libraries based on name match, source reputation, snippet coverage, benchmark score, and relevance to your use case.
Selection Process:
1. Analyze the query to understand what library/package the user is looking for
2. Return the most relevant match based on:
- Name similarity to the query (exact matches prioritized)
- Description relevance to the query's intent
- Documentation coverage (prioritize libraries with higher Code Snippet counts)
- Source reputation (consider libraries with High or Medium reputation more authoritative)
- Benchmark Score: Quality indicator (100 is the highest score)
Response Format:
- Return the selected library ID in a clearly marked section
- Provide a brief explanation for why this library was chosen
- If multiple good matches exist, acknowledge this but proceed with the most relevant one
- If no good matches exist, clearly state this and suggest query refinements
For ambiguous queries, request clarification before proceeding with a best-guess match.
IMPORTANT: Do not call this tool more than 3 times per question. If you cannot find what you need after 3 calls, use the best result you have.” · first call in 6 of 6 runs