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pinecone_upsert_vectors

Upserts vectors into a Pinecone index by specifying API key, index host, and vector data. Accepts optional namespace for targeted writes.

Instructions

Upsert (insert or update) vectors into a Pinecone index.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
api_keyYesPinecone API key
index_hostYesIndex host URL from describe_index
vectorsYesArray of {id, values, metadata?} objects to upsert
namespaceNoNamespace to write to
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description must fully disclose behavioral traits. It only states the basic operation (upsert) without detailing mutation safety, idempotency, rate limits, or authentication needs. The api_key and index_host parameters are not discussed in the description.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single short sentence, but it is minimally viable. It lacks any structural elements (e.g., front-loaded key points) that could improve utility without adding length.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the lack of output schema and the complexity of a mutation tool, the description is incomplete. It does not explain the return value, error scenarios, or vector format requirements beyond what the schema provides.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

All parameters have descriptions in the input schema (100% coverage), so the description adds no additional meaning. Baseline of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Clearly states the verb 'upsert' and resource 'vectors into a Pinecone index', distinguishing it from sibling tools like pinecone_delete_vectors and pinecone_query_vectors.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool vs alternatives (e.g., when to upsert vs query). No prerequisites or context provided beyond the index name, leaving the agent without usage boundaries.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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