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Skills pinecone

Pinecone vector database — manage indexes, upsert vectors, query similarity search, manage namespaces, and track collections via the Pinecone API. Build semantic search, recommendation systems, and RAG pipelines with high-performance vector storage. Built for AI agents — Python stdlib only, zero dependencies. Use for vector search, semantic similarity, RAG applications, recommendation engines, and AI memory systems.

install
source · Clone the upstream repo
git clone https://github.com/openclaw/skills
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/aiwithabidi/pinecone" ~/.claude/skills/clawdbot-skills-pinecone && rm -rf "$T"
manifest: skills/aiwithabidi/pinecone/SKILL.md
source content

🌲 Pinecone

Pinecone vector database — manage indexes, upsert vectors, query similarity search, manage namespaces, and track collections via the Pinecone API.

Features

  • Index management — create, configure, delete indexes
  • Vector upsert — insert and update vectors with metadata
  • Similarity search — query nearest neighbors
  • Namespace management — organize vectors by namespace
  • Metadata filtering — filter queries by metadata fields
  • Collection management — create snapshots of indexes
  • Batch operations — bulk upsert and delete
  • Index stats — vector counts, dimensions, usage
  • Sparse-dense — hybrid search with sparse vectors
  • Serverless — auto-scaling serverless indexes

Requirements

VariableRequiredDescription
PINECONE_API_KEY
✅API key/token for Pinecone

Quick Start

# List indexes
python3 {baseDir}/scripts/pinecone.py indexes

# Get index details
python3 {baseDir}/scripts/pinecone.py index-get my-index

# Create an index
python3 {baseDir}/scripts/pinecone.py index-create '{"name":"my-index","dimension":1536,"metric":"cosine","spec":{"serverless":{"cloud":"aws","region":"us-east-1"}}}'

# Delete an index
python3 {baseDir}/scripts/pinecone.py index-delete my-index

Commands

indexes

List indexes.

python3 {baseDir}/scripts/pinecone.py indexes


index-get

Get index details.

python3 {baseDir}/scripts/pinecone.py index-get my-index


index-create

Create an index.

python3 {baseDir}/scripts/pinecone.py index-create '{"name":"my-index","dimension":1536,"metric":"cosine","spec":{"serverless":{"cloud":"aws","region":"us-east-1"}}}'


index-delete

Delete an index.

python3 {baseDir}/scripts/pinecone.py index-delete my-index


upsert

Upsert vectors.

python3 {baseDir}/scripts/pinecone.py upsert --index my-index '{"vectors":[{"id":"vec1","values":[0.1,0.2,...],"metadata":{"text":"hello"}}]}'


query

Query similar vectors.

python3 {baseDir}/scripts/pinecone.py query --index my-index '{"vector":[0.1,0.2,...],"topK":10,"includeMetadata":true}'


fetch

Fetch vectors by ID.

python3 {baseDir}/scripts/pinecone.py fetch --index my-index --ids vec1,vec2,vec3


delete

Delete vectors.

python3 {baseDir}/scripts/pinecone.py delete --index my-index --ids vec1,vec2


delete-namespace

Delete all vectors in namespace.

python3 {baseDir}/scripts/pinecone.py delete-namespace --index my-index --namespace docs


stats

Get index statistics.

python3 {baseDir}/scripts/pinecone.py stats --index my-index


collections

List collections.

python3 {baseDir}/scripts/pinecone.py collections


collection-create

Create collection from index.

python3 {baseDir}/scripts/pinecone.py collection-create '{"name":"backup","source":"my-index"}'


namespaces

List namespaces in index.

python3 {baseDir}/scripts/pinecone.py namespaces --index my-index

Output Format

All commands output JSON by default. Add 

--human
for readable formatted output.

# JSON (default, for programmatic use)
python3 {baseDir}/scripts/pinecone.py indexes --limit 5

# Human-readable
python3 {baseDir}/scripts/pinecone.py indexes --limit 5 --human

Script Reference

ScriptDescription
{baseDir}/scripts/pinecone.py
Main CLI — all Pinecone operations

Data Policy

This skill never stores data locally. All requests go directly to the Pinecone API and results are returned to stdout. Your data stays on Pinecone servers.

Credits

Built by M. Abidi | agxntsix.ai YouTube | GitHub Part of the AgxntSix Skill Suite for OpenClaw agents.

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