Treść z repozytorium z zachowaniem nagłówków, przykładów, kodu, tabel, linków i obrazów.
Pinecone CLI (pc)
Manage Pinecone from the terminal. The CLI is especially valuable for vector operations across all index types — something the MCP currently can't do.
CLI vs MCP
| CLI | MCP | |
|---|---|---|
| Index types | All (standard, integrated, sparse) | Integrated only |
| Vector ops (upsert, query, fetch, update, delete) | ✅ | ❌ |
| Text search on integrated indexes | ✅ | ✅ |
| Backups, namespaces, org/project mgmt | ✅ | ❌ |
| CI/CD / scripting | ✅ | ❌ |
Setup
Install (macOS)
brew tap pinecone-io/tap
brew install pinecone-io/tap/pineconeOther platforms (Linux, Windows) — download from GitHub Releases.
Authenticate
# Interactive (recommended for local dev)
pc login
pc target -o "my-org" -p "my-project"
# Service account (recommended for CI/CD)
pc auth configure --client-id "$PINECONE_CLIENT_ID" --client-secret "$PINECONE_CLIENT_SECRET"
# API key (quick testing)
pc config set-api-key $PINECONE_API_KEYCheck status: pc auth status · pc target --show
Note for agent sessions: If you need to runpc logininside an agent loop, the browser auth link may not surface correctly. It's best to authenticate before starting an agent session. Runpc loginin your terminal directly, then invoke the agent once you're authenticated.
Authenticating the CLI does not set PINECONE_API_KEY
pc login authenticates the CLI tool itself — it does not set PINECONE_API_KEY in your environment. Python scripts, Node.js SDKs, and other tools that use the Pinecone SDK need PINECONE_API_KEY set separately.
Use the CLI to create a key and export it in one step:
KEY=$(pc api-key create --name agent-sdk-key --json | jq -r '.value')
export PINECONE_API_KEY="$KEY"Without jq: run pc api-key create --name agent-sdk-key --json and copy the "value" field manually.
Common Commands
| Task | Command |
|---|---|
| List indexes | pc index list |
| Create serverless index | pc index create -n my-index -d 1536 -m cosine -c aws -r us-east-1 |
| Index stats | pc index stats -n my-index |
| Upload vectors from file | pc index vector upsert -n my-index --file ./vectors.json |
| Query by vector | pc index vector query -n my-index --vector '[0.1, ...]' -k 10 --include-metadata |
| Query by vector ID | pc index vector query -n my-index --id "doc-123" -k 10 |
| Fetch vectors by ID | pc index vector fetch -n my-index --ids '["vec1","vec2"]' |
| List vector IDs | pc index vector list -n my-index |
| Delete vectors by filter | pc index vector delete -n my-index --filter '{"genre":"classical"}' |
| List namespaces | pc index namespace list -n my-index |
| Create backup | pc backup create -i my-index -n "my-backup" |
| JSON output (for scripting) | Add -j to any command |
Interesting Things You Can Do
Query with custom vectors (not just text)
Unlike the MCP, the CLI lets you query any index with raw vector values — useful when you generate embeddings externally (OpenAI, HuggingFace, etc.):
pc index vector query -n my-index \
--vector '[0.1, 0.2, ..., 0.9]' \
--filter '{"source":{"$eq":"docs"}}' \
-k 20 --include-metadataPipe embeddings directly into queries
jq -c '.embedding' doc.json | pc index vector query -n my-index --vector - -k 10Bulk metadata update with preview
# Preview first
pc index vector update -n my-index \
--filter '{"env":{"$eq":"staging"}}' \
--metadata '{"env":"production"}' \
--dry-run
# Apply
pc index vector update -n my-index \
--filter '{"env":{"$eq":"staging"}}' \
--metadata '{"env":"production"}'Backup and restore
# Snapshot before a migration
pc backup create -i my-index -n "pre-migration"
# Restore to a new index if something goes wrong
pc backup restore -i <backup-uuid> -n my-index-restoredAutomate in CI/CD
export PINECONE_CLIENT_ID="..."
export PINECONE_CLIENT_SECRET="..."
pc auth configure --client-id "$PINECONE_CLIENT_ID" --client-secret "$PINECONE_CLIENT_SECRET"
pc index vector upsert -n my-index --file ./vectors.jsonl --batch-size 1000Script against JSON output
# Get all index names as a list
pc index list -j | jq -r '.[] | .name'
# Check if an index exists before creating
if ! pc index describe -n my-index -j 2>/dev/null | jq -e '.name' > /dev/null; then
pc index create -n my-index -d 1536 -m cosine -c aws -r us-east-1
fiReference Files
- Full command reference — all commands with flags and examples
- Troubleshooting & best practices
