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pinecone_upsert_vectors

Insert or update vectors in a Pinecone index by specifying API key, index host, and vector objects with optional metadata and namespace.

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?

No annotations provided. Description does not disclose behavioral traits like idempotency, overwrite behavior, or authentication requirements beyond what schema suggests.

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

Conciseness5/5

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

Single sentence, no wasted words. Efficiently conveys the core action.

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?

Does not explain return values, error conditions, or how namespace affects behavior. Lacks integration context within Pinecone tool ecosystem.

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?

Schema covers 100% of parameters with descriptions. The description adds no additional meaning beyond what schema already provides.

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?

Description clearly states the verb (upsert) and resource (vectors into a Pinecone index). It distinguishes from sibling tools like pinecone_delete_vectors and pinecone_query_vectors by specifying write operation.

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., query, delete). Lacks context for selection.

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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