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Infrastructure · llms.txt file breakdown

Render llms.txt

Render organizes Render content, including Start here, Agent interfaces, Setup guides, Documentation and 4 additional sections.

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# Render

Render (https://render.com) is a cloud application platform for deploying, securing, and scaling applications, from hundred-line prototypes to complex multi-service architectures.

## Start here

Route according to your task:

- To connect, install, set up, or configure Render for this agent environment, read https://render.com/agents.md and follow its steps in order. Treat it as a procedure, not as reference documentation.
- To perform a Render platform task (deploy a service, debug a failed deploy, add a database, configure a domain, scale a service, etc.), read https://render.com/agents/tasks.md.
- To retrieve documentation for a single topic, use the Documentation index below, search https://render.com/api/agent/docs-search?query={query}, or fetch the relevant page as Markdown from https://render.com/docs/{slug}.md.

## Agent interfaces

- Authenticated, account-scoped platform actions (Render MCP Server): https://mcp.render.com/mcp
- MCP server documentation: https://render.com/docs/mcp-server.md
- MCP OAuth 2.0 authorization server metadata: https://api.render.com/.well-known/oauth-authorization-server
- Public documentation keyword search: https://render.com/api/agent/docs-search
- Public documentation retrieval as Markdown: https://render.com/docs/{slug}.md
- Render REST API documentation: https://render.com/docs/api.md
- Render REST API OpenAPI specification: https://api-docs.render.com/openapi/render-public-api-1.json
- Render REST API reference material: https://api-docs.render.com/llms.txt
- Render REST API authentication (API keys): https://render.com/docs/api.md#setup
- Render webhooks documentation: https://render.com/docs/webhooks.md
- Installable Render agent skills: https://render.com/.well-known/agent-skills/index.json

## Setup guides

Use the guide that matches this agent environment and follow it in order:

- Claude Desktop: https://render.com/agents/claude-desktop.md
- Claude Code: https://render.com/agents/claude.md
- Codex Desktop: https://render.com/agents/codex-desktop.md
- Codex CLI: https://render.com/agents/codex.md
- Cursor: https://render.com/agents/cursor.md
- OpenCode: https://render.com/agents/opencode.md
- Pi: https://render.com/agents/pi.md

## Documentation

For the complete documentation corpus, use https://render.com/llms-full.txt only when the task requires broad access to the full Render documentation set.

Do not fetch it for single-topic lookups (it is over 900 KB). Instead, fetch individual .md pages or use the search endpoint.

### Core Platform

#### Start

- [Your First Render Deploy](https://render.com/docs/your-first-deploy.md): Run your web app in minutes.
- [Deploy for Free](https://render.com/docs/free.md): Preview the Render platform with free web services and datastores.
- [Platform Features by Plan](https://render.com/docs/platform-features-by-plan.md): Enable powerful platform capabilities with a Pro, Scale, or Enterprise plan.
- [Using Render with Coding Agents](https://render.com/docs/llm-support.md): Deploy and manage apps using LLM-powered tools.
- [Render FAQ](https://render.com/docs/faq.md)

##### Migrate from…

- [Migrate from Heroku to Render](https://render.com/docs/migrate-from-heroku.md): Bring your Heroku apps and data to the Render platform.
- [Migrate from Railway to Render](https://render.com/docs/migrate-from-railway.md): Bring your Railway apps and data to the Render platform.

#### Compute

- [Render Compute Plans](https://render.com/docs/compute-plans.md): Specify your service's available CPU and RAM.

##### Service types

- [Services and Service Types](https://render.com/docs/service-types.md): Understand Render's core building blocks.
- [Static Sites](https://render.com/docs/static-sites.md): Host your website's frontend (React, Next.js, etc.) over a global CDN.
- [Web Services](https://render.com/docs/web-services.md): Host dynamic web apps (Express, Django, etc.) at a public URL.
- [Private Services](https://render.com/docs/private-services.md): Host apps that only accept traffic from your other services.
- [Background Workers](https://render.com/docs/background-workers.md): Offload asynchronous tasks to a separate service listening on a queue.
- [Cron Jobs](https://render.com/docs/cronjobs.md): Run periodic tasks on a schedule you define.
- [Multi-Service Architectures on Render](https://render.com/docs/multi-service-architecture.md)

##### Data storage

- [Render Key Value](https://render.com/docs/key-value.md): Provision Redis®-compatible datastores for caching and job queues.
- [Persistent Disks](https://render.com/docs/disks.md): Preserve your service's filesystem changes across deploys.

##### Sandboxes

- [Render Sandboxes](https://render.com/docs/sandboxes.md): Run untrusted code in an isolated, on-demand environment.
- [Sandboxes CLI reference](https://render.com/docs/sandboxes-cli-reference.md)
- [Sandboxes SDK for TypeScript](https://render.com/docs/sandboxes-sdk-typescript.md): Usage and symbol reference
- [Sandboxes SDK for Python](https://render.com/docs/sandboxes-sdk-python.md): Usage and symbol reference

#### Deploys

- [Deploying on Render](https://render.com/docs/deploys.md): Understand how deploys work.
- [Supported Languages](https://render.com/docs/language-support.md)
- [Connect your Git Provider to Render](https://render.com/docs/git-provider.md): Deploy from GitHub, GitLab, Bitbucket, and Cursor Origin.
- [Build Pipeline](https://render.com/docs/build-pipeline.md)
- [Monorepo Support](https://render.com/docs/monorepo-support.md): Deploy from a repo that contains the source for multiple apps.
- [Troubleshooting Your Deploy](https://render.com/docs/troubleshooting-deploys.md): Resolve issues deploying and running on Render.

##### Previewing changes

- [Service Previews](https://render.com/docs/service-previews.md): Test proposed changes in a temporary standalone instance.
- [Preview Environments](https://render.com/docs/preview-environments.md): Test proposed changes in a disposable copy of your production environment.

##### Docker deploys

- [Docker on Render](https://render.com/docs/docker.md): Build from a Dockerfile or pull from a container registry.
- [Deploy a Prebuilt Docker Image](https://render.com/docs/deploying-an-image.md): Pull images from Docker Hub, GitHub, and more.
- [Using Secrets with Docker](https://render.com/docs/docker-secrets.md)

##### Runtime

- [Native Runtimes](https://render.com/docs/native-runtimes.md): Run your app in an environment that's pre-configured for your language.
- [Environment Variables and Secrets](https://render.com/docs/configure-environment-variables.md)
- [Default Environment Variables](https://render.com/docs/environment-variables.md)

#### Workflows

- [Intro to Render Workflows](https://render.com/docs/workflows.md): Orchestrate chains of long-running, distributed tasks.
- [Your First Workflow](https://render.com/docs/workflows-tutorial.md): Register your first task and trigger its first run.
- [Limits and Pricing for Render Workflows](https://render.com/docs/workflows-limits.md)

##### How to…

- Defining Workflow Tasks
  - [v1 (current)](https://render.com/docs/workflows-defining.md)
  - [v0](https://render.com/docs/workflows-defining/v0.md)
- [Triggering Task Runs](https://render.com/docs/workflows-running.md): Kick off runs of registered workflow tasks.
- [Local Dev with Render Workflows](https://render.com/docs/workflows-local-development.md): Run tasks locally for faster development and testing.

##### SDK reference

- Workflows SDK for TypeScript
  - [v1 (current)](https://render.com/docs/workflows-sdk-typescript.md)
  - [v0](https://render.com/docs/workflows-sdk-typescript/v0.md)
- Workflows SDK for Python
  - [v1 (current)](https://render.com/docs/workflows-sdk-python.md)
  - [v0](https://render.com/docs/workflows-sdk-python/v0.md)

#### Render Postgres

- [Render Postgres](https://render.com/docs/postgresql.md): Deploy fully managed, enterprise-grade databases that scale to any workload.
- [Create and Connect to Render Postgres](https://render.com/docs/postgresql-creating-connecting.md)
- [Database Credential Rotations for Render Postgres](https://render.com/docs/postgresql-credentials.md): Perform zero-downtime rotations.
- [Supported Extensions for Render Postgres](https://render.com/docs/postgresql-extensions.md)
- [Upgrading Your Render Postgres Version](https://render.com/docs/postgresql-upgrading.md): Move your database to a more recent version of PostgreSQL.
- [Logical Replication with Render Postgres](https://render.com/docs/postgresql-logical-replication.md): Subscribe to data changes from a publisher database.
- [Render Postgres Legacy Instance Types](https://render.com/docs/postgresql-legacy-instance-types.md)

##### Database recovery

- [Render Postgres Recovery and Backups](https://render.com/docs/postgresql-backups.md): Restore your database to a previous state and export logical backups.
- [High Availability for Render Postgres](https://render.com/docs/postgresql-high-availability.md): Automatically swap to a standby database when your primary encounters an issue.

##### Database performance

- [Read Replicas for Render Postgres](https://render.com/docs/postgresql-read-replicas.md): Offload expensive read operations to separate database instances.
- [Connection Pooling for Render Postgres](https://render.com/docs/postgresql-connection-pooling.md)
- [Admin Apps for Render Postgres](https://render.com/docs/postgresql-apps.md): Quickly connect pgAdmin or PgHero to your database.
- [Repacking Postgres Tables with pg_repack](https://render.com/docs/postgresql-pg-repack.md): Reclaim database bloat without long-held locks.
- [Troubleshooting Render Postgres Performance](https://render.com/docs/postgresql-performance-troubleshooting.md)

#### Networking

- [Regions](https://render.com/docs/regions.md): Deploy your apps and datastores close to your users.
- [Inbound IP Rules](https://render.com/docs/inbound-ip-rules.md): Allow incoming connections only from specified IP ranges.
- [Edge Caching for Web Services](https://render.com/docs/web-service-caching.md): Serve static content from a global edge cache for faster delivery.
- [WebSockets on Render](https://render.com/docs/websocket.md): Send and receive data in real time.
- [Fully Managed TLS Certificates](https://render.com/docs/tls.md)

##### Custom domains

- [Custom Domains on Render](https://render.com/docs/custom-domains.md)
- [Configuring Cloudflare DNS](https://render.com/docs/configure-cloudflare-dns.md)
- [Configuring Namecheap DNS](https://render.com/docs/configure-namecheap-dns.md)
- [Configuring DNS Providers](https://render.com/docs/configure-other-dns.md): Point a custom domain to your Render service.

##### Internal traffic

- [Private Network](https://render.com/docs/private-network.md): Communicate securely between services without traversing the public internet.
- [Private Link Connections](https://render.com/docs/private-link.md): Securely connect your Render infrastructure to AWS-hosted cloud services.

##### Outbound traffic

- [Outbound IP Addresses](https://render.com/docs/outbound-ip-addresses.md): Render services send traffic from specific IP ranges.
- [Dedicated IPs](https://render.com/docs/dedicated-ips.md): Send outbound service traffic through fixed, reserved IP addresses.
- [Outbound Bandwidth](https://render.com/docs/outbound-bandwidth.md): Understand how egress traffic is measured and priced on Render.
- [Handling Outbound Network Changes](https://render.com/docs/outbound-connection-resets.md)

##### Static site config

- [HTTP Headers for Static Sites](https://render.com/docs/static-site-headers.md)
- [Static Site Redirects and Rewrites](https://render.com/docs/redirects-rewrites.md)

#### Operational Controls

- [The Render Dashboard](https://render.com/docs/render-dashboard.md): Manage your Render services, workspaces, and billing.
- [SSH and Shell Access](https://render.com/docs/ssh.md): Connect to your services from your terminal or the Render Dashboard.
- [Projects and Environments](https://render.com/docs/projects.md): Organize your services and set environment-level controls.

##### Service actions

- [Scaling Render Services](https://render.com/docs/scaling.md): Run multiple instances to handle additional load.
- [Rollbacks](https://render.com/docs/rollbacks.md): Quickly revert your service to a previous deploy.
- [Maintenance Mode](https://render.com/docs/maintenance-mode.md): Temporarily disable public traffic to your web service.
- [One-Off Jobs](https://render.com/docs/one-off-jobs.md): Run standalone tasks using your service's latest build.

##### Infrastructure as code

- [Render Blueprints (IaC)](https://render.com/docs/infrastructure-as-code.md): Manage your Render infrastructure with a single YAML file.
- [Blueprint YAML Reference](https://render.com/docs/blueprint-spec.md)
- [Render Terraform Provider](https://render.com/docs/terraform-provider.md): Manage Render resources alongside your other infrastructure.

#### Observability

- [Service Metrics](https://render.com/docs/service-metrics.md): Visualize the performance of your apps and datastores.
- [Health Checks](https://render.com/docs/health-checks.md): Render makes sure your services are ready for incoming traffic.
- [Best Practices for Maximizing Uptime](https://render.com/docs/uptime-best-practices.md)

##### Logging

- [Logs in the Render Dashboard](https://render.com/docs/logging.md)
- [Streaming Render Service Logs](https://render.com/docs/log-streams.md): Forward logs to your third-party logging provider.

##### OpenTelemetry (OTel) metrics

- [Streaming Render Service Metrics](https://render.com/docs/metrics-streams.md): Push metrics for CPU, memory, and more to your OTel-compatible provider.
- [OpenTelemetry Metrics Reference](https://render.com/docs/metrics-streams-reference.md): Look up supported metrics and their properties.

##### Notifications

- [Render Webhooks](https://render.com/docs/webhooks.md): Trigger custom workflows in response to service events.
- [Email and Slack Notifications](https://render.com/docs/notifications.md): Receive updates about important Render service events.

#### Integrations

- [Render MCP Server](https://render.com/docs/mcp-server.md): Manage your Render resources from Claude, Codex, and Cursor.

##### Render CLI

- [The Render CLI](https://render.com/docs/cli.md): Manage your Render resources from the command line.
- [Render CLI Reference](https://render.com/docs/cli-reference.md): Look up supported commands and options.

##### REST API

- [The Render API](https://render.com/docs/api.md): Manage your Render infrastructure programmatically.

##### Third-party connections

- [Managed Auth with OpenID Connect](https://render.com/docs/oidc.md): Connect Render services to popular providers using OIDC.
- [Integrating Render with Datadog](https://render.com/docs/datadog.md)

#### User Management

- [Workspaces, Members, and Roles](https://render.com/docs/team-members.md): Create your workspace, add collaborators, and manage access.
- [Login Settings](https://render.com/docs/login-settings.md): Connect your login provider and enforce requirements for your workspace.
- [Audit Logs](https://render.com/docs/audit-logs.md): Export a timeline of material actions performed in your workspace or organization.

##### Organizations

- [Organizations](https://render.com/docs/organizations.md): Manage users and services across multiple workspaces.
- [SAML Single Sign-On (SSO)](https://render.com/docs/saml-sso.md): Manage access to your Render organization with your identity provider.

#### Platform Protections

- [DDoS Protection](https://render.com/docs/ddos-protection.md)
- [Render Platform Maintenance](https://render.com/docs/platform-maintenance.md): Learn about periodic upgrades to Render's underlying infrastructure.

##### Compliance

- [Render Platform Compliance and Certifications](https://render.com/docs/certifications-compliance.md): Learn about compliance with SOC 2 Type 2, ISO 27001, and more.
- [HIPAA on Render](https://render.com/docs/hipaa-compliance.md): Run HIPAA-compliant apps and store protected health information.
- [Building HIPAA-Compliant Apps on Render](https://render.com/docs/hipaa-best-practices.md): Follow best practices to help keep PHI secure.
- [Shared Responsibility Model](https://render.com/docs/shared-responsibility-model.md): Understand how Render and our customers work together to keep applications secure.
- [Render Penetration Testing Policy](https://render.com/docs/penetration-testing.md): Understand which types of pentests are allowed.

#### Compare

- [Render vs Heroku](https://render.com/docs/render-vs-heroku-comparison.md)
- [Render vs Vercel](https://render.com/docs/render-vs-vercel-comparison.md)

#### Additional docs

- [Back Up Render Postgres to Amazon S3](https://render.com/docs/backup-postgresql-to-s3.md)
- [Setting your Bun Version](https://render.com/docs/bun-version.md)
- [Render Community Migration](https://render.com/docs/community.md): Join the Render community on Discord.
- [Updates to Render Compute Plans](https://render.com/docs/compute-plans-update.md)
- [Connecting to MongoDB Atlas](https://render.com/docs/connect-to-mongodb-atlas.md)
- [Connect to Render Key Value with ioredis](https://render.com/docs/connecting-to-redis-with-ioredis.md)
- [Setting Your Elixir and Erlang Versions](https://render.com/docs/elixir-erlang-versions.md)
- [Formspree](https://render.com/docs/formspree.md)
- [Migrating from GitHub Pages](https://render.com/docs/from-github-pages.md): Move to a Render static site in minutes.
- [Migrate MongoDB GraphQL to Render](https://render.com/docs/migrate-mongodb-graphql-to-render.md)
- [Migrate MongoDB Static Hosting to Render](https://render.com/docs/migrate-mongodb-static-hosting-to-render.md)
- [Setting Your Node.js Version](https://render.com/docs/node-version.md)
- [Setting Your Poetry Version](https://render.com/do

Measured from the saved file

Linked document

UTF-8 text size
47.1 KB48273 bytes
Token count
11361o200k_base encoding
Markdown links
373373 distinct URLs
Fenced code blocks
0610 lines in the file

Size measures the captured UTF-8 text, not compressed transfer size. Tokens are counted with a named tokenizer; other models can count differently. Neither measure establishes context compatibility or answer quality.

Project H1
Render

Context architecture

How the content is divided

8 H2 sections organize 373 parsed Markdown links. 373 links point to .md or .markdown paths; 0 link occurrences use another hostname. Linked destinations have not been recursively validated.

H2 sectionLinksUTF-8 bytesTokens
Start hereLine 50638139
Agent interfacesLine 130916208
Setup guidesLine 270432120
DocumentationLine 39211223285263
ChangelogLine 378101464361
BlogLine 395101228291
ArticlesLine 412142197444617
MetadataLine 55901220308

Link counts exclude parsed fenced and inline code and resolve relative destinations against the final endpoint. Section sizes cover the text below each H2 until the next H2.

Embedded material

Code, installation and API examples

Fenced blocks
0 closed
Declared languages
No fenced blocks detected
Package-install commands
0 detected in fenced or inline code
Authentication examples
0 fenced lines match API-key, Authorization, Bearer, OAuth or access-token patterns
HTTP request examples
0 fenced lines match request-method patterns
Authentication links
2 links have authentication-related labels

Embedded example text and links to further documentation are counted separately. A code block does not establish that a sample runs or that an authentication flow succeeds.

Publisher prioritization

The Optional section

No H2 section named “Optional” was detected in this file.

The community proposal uses Optional by convention for secondary links that can be skipped for a shorter context. This label does not establish that everything outside it is critical, or that the material inside it is deprecated.

Machine-readable routes

MCP references and configuration text

MCP-related text was detected in the captured file. 5 links have MCP-related labels or paths. 0 fenced lines match mcpServers, mcp_servers or an mcp add command.

These are text and link observations. No MCP server connection, authentication or tool call was tested.

Index and bundle

llms-full.txt companion

Verified text companion

Text companion verified

https://render.com/llms-full.txt ↗
Discovery
Conventional sibling path checked
HTTP response
200 · text/markdown; charset=utf-8
Text size
1.0 MB · 1091598 bytes (measured)
Token count
255502 o200k_base tokens
Retrieval scope
Complete body retrieved

A verified text response establishes a companion at the checked URL. It does not prove the bundle contains all product documentation, that generation is automated, or that it fits an assistant’s context window.

Change evidence

What can be said about freshness

This capture establishes a baseline. Update frequency cannot be determined from one observation.

Linked release and migration material

13 links have release, changelog, deprecation or migration terms in their labels or paths. These provide places to investigate product changes separately.

File changes can reveal documentation edits or navigation changes. They do not by themselves measure product release velocity, accuracy, agent adoption or AI visibility.

Capture identity and measurement method
Requested endpoint
https://render.com/llms.txt
Final endpoint
https://render.com/llms.txt
HTTP status
200
Content type
text/markdown; charset=utf-8
Text retrieval
Firecrawl literal text capture
Tokenizer
tiktoken 0.14.0 · o200k_base
SHA-256 of saved UTF-8 text
bcc22433c03945a76c40d18435c7ae38969f1da98c03b104dfab323af932fac0

Counts use a deterministic parser, not a spec-compliance grade. Unusual Markdown and indented code can fall outside its recognized patterns. See the llms.txt proposal and tokenizer implementation.

Related tools and resources

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