Pinecone's 428-line llms.txt shows what thorough AI preparation looks like

Manage your projects seamlessly with Pinecone. Delete indexes, assistants, and backups effortlessly. Explore our comprehensive documentation today!

Readers will gain insights into the latest advancements in Pinecone's offerings, including detailed release notes and practical examples. This resource serves as an essential guide for developers looking to leverage vector databases for enhanced machine learning workflows and application development.

428
Lines
-58% vs avg
1
Sections
-94% vs avg
1000+
Companies
using llms.txt
2
Files
llms.txt + full

Key Insights

Focused approach

A streamlined 1-section structure keeps things simple and scannable.

Comprehensive detail

428 lines of thorough documentation for AI systems.

Two-file approach

Uses both llms.txt and llms-full.txt for different AI use cases.

llms.txt Preview

First 100 lines of 428 total

# Pinecone Docs

## Docs

- [2022 releases](https://docs.pinecone.io/assistant-release-notes/2022.md)
- [2023 releases](https://docs.pinecone.io/assistant-release-notes/2023.md)
- [2024 releases](https://docs.pinecone.io/assistant-release-notes/2024.md)
- [2025 releases](https://docs.pinecone.io/assistant-release-notes/2025.md)
- [Feature availability](https://docs.pinecone.io/assistant-release-notes/feature-availability.md)
- [Assistant examples](https://docs.pinecone.io/examples/assistant.md)
- [Notebooks](https://docs.pinecone.io/examples/notebooks.md)
- [Reference architectures](https://docs.pinecone.io/examples/reference-architectures.md)
- [Sample apps](https://docs.pinecone.io/examples/sample-apps.md)
- [Access your invoices](https://docs.pinecone.io/guides/assistant/admin/access-your-invoices.md)
- [Change your payment method](https://docs.pinecone.io/guides/assistant/admin/change-payment-method.md)
- [Configure audit logs](https://docs.pinecone.io/guides/assistant/admin/configure-audit-logs.md)
- [Configure SSO with Okta](https://docs.pinecone.io/guides/assistant/admin/configure-sso-with-okta.md)
- [Create a project](https://docs.pinecone.io/guides/assistant/admin/create-a-project.md)
- [Downgrade your plan](https://docs.pinecone.io/guides/assistant/admin/downgrade-billing-plan.md)
- [Download a usage report](https://docs.pinecone.io/guides/assistant/admin/download-usage-report.md)
- [Manage API keys](https://docs.pinecone.io/guides/assistant/admin/manage-api-keys.md)
- [Manage organization members](https://docs.pinecone.io/guides/assistant/admin/manage-organization-members.md)
- [Manage service accounts at the organization-level](https://docs.pinecone.io/guides/assistant/admin/manage-organization-service-accounts.md)
- [Manage project members](https://docs.pinecone.io/guides/assistant/admin/manage-project-members.md)
- [Manage service accounts at the project-level](https://docs.pinecone.io/guides/assistant/admin/manage-project-service-accounts.md)
- [Manage projects](https://docs.pinecone.io/guides/assistant/admin/manage-projects.md)
- [Monitor usage and cost](https://docs.pinecone.io/guides/assistant/admin/monitor-spend-and-usage.md)
- [Organizations overview](https://docs.pinecone.io/guides/assistant/admin/organizations-overview.md)
- [Projects overview](https://docs.pinecone.io/guides/assistant/admin/projects-overview.md)
- [Security overview](https://docs.pinecone.io/guides/assistant/admin/security-overview.md)
- [Upgrade your plan](https://docs.pinecone.io/guides/assistant/admin/upgrade-billing-plan.md)
- [Chat through the OpenAI-compatible interface](https://docs.pinecone.io/guides/assistant/chat-through-the-openai-compatible-interface.md)
- [Chat through the standard interface](https://docs.pinecone.io/guides/assistant/chat-with-assistant.md)
- [Context snippets overview](https://docs.pinecone.io/guides/assistant/context-snippets-overview.md)
- [Create an assistant](https://docs.pinecone.io/guides/assistant/create-assistant.md)
- [Evaluate answers](https://docs.pinecone.io/guides/assistant/evaluate-answers.md)
- [Evaluation overview](https://docs.pinecone.io/guides/assistant/evaluation-overview.md)
- [Files in Pinecone Assistant](https://docs.pinecone.io/guides/assistant/files-overview.md)
- [Manage assistants](https://docs.pinecone.io/guides/assistant/manage-assistants.md)
- [Manage files](https://docs.pinecone.io/guides/assistant/manage-files.md)
- [Use an Assistant MCP server](https://docs.pinecone.io/guides/assistant/mcp-server.md)
- [Multimodal context for assistants](https://docs.pinecone.io/guides/assistant/multimodal.md)
- [Pinecone Assistant](https://docs.pinecone.io/guides/assistant/overview.md)
- [Pricing and limits](https://docs.pinecone.io/guides/assistant/pricing-and-limits.md)
- [Pinecone Assistant quickstart](https://docs.pinecone.io/guides/assistant/quickstart.md)
- [Retrieve context snippets](https://docs.pinecone.io/guides/assistant/retrieve-context-snippets.md)
- [Upload files](https://docs.pinecone.io/guides/assistant/upload-files.md)
- [Concepts](https://docs.pinecone.io/guides/get-started/concepts.md)
- [Architecture](https://docs.pinecone.io/guides/get-started/database-architecture.md)
- [Pinecone documentation](https://docs.pinecone.io/guides/get-started/overview.md)
- [Quickstart](https://docs.pinecone.io/guides/get-started/quickstart.md)
- [Check data freshness](https://docs.pinecone.io/guides/index-data/check-data-freshness.md)
- [Create a serverless index](https://docs.pinecone.io/guides/index-data/create-an-index.md)
- [Data ingestion overview](https://docs.pinecone.io/guides/index-data/data-ingestion-overview.md)
- [Data modeling](https://docs.pinecone.io/guides/index-data/data-modeling.md)
- [Dedicated read nodes](https://docs.pinecone.io/guides/index-data/dedicated-read-nodes.md)
- [Implement multitenancy using namespaces](https://docs.pinecone.io/guides/index-data/implement-multitenancy.md)
- [Import records](https://docs.pinecone.io/guides/index-data/import-data.md)
- [Indexing overview](https://docs.pinecone.io/guides/index-data/indexing-overview.md)
- [Upsert records](https://docs.pinecone.io/guides/index-data/upsert-data.md)
- [Back up a pod-based index](https://docs.pinecone.io/guides/indexes/pods/back-up-a-pod-based-index.md)
- [Choose a pod type and size](https://docs.pinecone.io/guides/indexes/pods/choose-a-pod-type-and-size.md)
- [Create a pod-based index](https://docs.pinecone.io/guides/indexes/pods/create-a-pod-based-index.md)
- [Manage pod-based indexes](https://docs.pinecone.io/guides/indexes/pods/manage-pod-based-indexes.md)
- [Migrate a pod-based index to serverless](https://docs.pinecone.io/guides/indexes/pods/migrate-a-pod-based-index-to-serverless.md)
- [Restore a pod-based index](https://docs.pinecone.io/guides/indexes/pods/restore-a-pod-based-index.md)
- [Scale pod-based indexes](https://docs.pinecone.io/guides/indexes/pods/scale-pod-based-indexes.md)
- [Understanding collections](https://docs.pinecone.io/guides/indexes/pods/understanding-collections.md)
- [Understanding pod-based indexes](https://docs.pinecone.io/guides/indexes/pods/understanding-pod-based-indexes.md)
- [Manage cost](https://docs.pinecone.io/guides/manage-cost/manage-cost.md)
- [Monitor usage and costs](https://docs.pinecone.io/guides/manage-cost/monitor-usage-and-costs.md)
- [Understanding cost](https://docs.pinecone.io/guides/manage-cost/understanding-cost.md)
- [Back up an index](https://docs.pinecone.io/guides/manage-data/back-up-an-index.md)
- [Backups overview](https://docs.pinecone.io/guides/manage-data/backups-overview.md)
- [Delete records](https://docs.pinecone.io/guides/manage-data/delete-data.md)
- [Fetch records](https://docs.pinecone.io/guides/manage-data/fetch-data.md)
- [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids.md)
- [Manage serverless indexes](https://docs.pinecone.io/guides/manage-data/manage-indexes.md)
- [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces.md)
- [Restore an index](https://docs.pinecone.io/guides/manage-data/restore-an-index.md)
- [Target an index](https://docs.pinecone.io/guides/manage-data/target-an-index.md)
- [Update records](https://docs.pinecone.io/guides/manage-data/update-data.md)
- [Integrate with Amazon S3](https://docs.pinecone.io/guides/operations/integrations/integrate-with-amazon-s3.md)
- [Integrate with Azure Blob Storage](https://docs.pinecone.io/guides/operations/integrations/integrate-with-azure-blob-storage.md)
- [Integrate with Google Cloud Storage](https://docs.pinecone.io/guides/operations/integrations/integrate-with-google-cloud-storage.md)
- [Manage storage integrations](https://docs.pinecone.io/guides/operations/integrations/manage-storage-integrations.md)
- [Local development with Pinecone Local](https://docs.pinecone.io/guides/operations/local-development.md)
- [Use the Pinecone MCP server](https://docs.pinecone.io/guides/operations/mcp-server.md)
- [Decrease latency](https://docs.pinecone.io/guides/optimize/decrease-latency.md)
- [Increase search relevance](https://docs.pinecone.io/guides/optimize/increase-relevance.md)
- [Increase throughput](https://docs.pinecone.io/guides/optimize/increase-throughput.md)
- [Access your invoices](https://docs.pinecone.io/guides/organizations/manage-billing/access-your-invoices.md)
- [Change your payment method](https://docs.pinecone.io/guides/organizations/manage-billing/change-payment-method.md)
- [Downgrade your plan](https://docs.pinecone.io/guides/organizations/manage-billing/downgrade-billing-plan.md)
- [Download a usage report](https://docs.pinecone.io/guides/organizations/manage-billing/download-usage-report.md)
- [Standard trial](https://docs.pinecone.io/guides/organizations/manage-billing/standard-trial.md)
- [Upgrade your plan](https://docs.pinecone.io/guides/organizations/manage-billing/upgrade-billing-plan.md)
- [Manage organization members](https://docs.pinecone.io/guides/organizations/manage-organization-members.md)
- [Manage service accounts at the organization-level](https://docs.pinecone.io/guides/organizations/manage-service-accounts.md)
- [Understanding organizations](https://docs.pinecone.io/guides/organizations/understanding-organizations.md)

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