Inferensys

Prompt

CSRF Protection Pattern Documentation Prompt

A practical prompt playbook for using CSRF Protection Pattern Documentation Prompt in production AI workflows.
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PROMPT PLAYBOOK

When to Use This Prompt

Defines the ideal scenario, user, and prerequisites for generating production-ready CSRF protection documentation, and explicitly states when this prompt is the wrong tool for the job.

Use this prompt when you are a frontend security engineer, platform architect, or technical writer tasked with creating unambiguous, framework-specific documentation for Cross-Site Request Forgery (CSRF) defenses. The primary job-to-be-done is transforming a set of implementation decisions—such as choosing between a synchronizer token pattern or a double-submit cookie—into a structured, testable reference document that a developer can follow without introducing security gaps. This prompt excels when you need to enforce consistency across multiple services, ensure that SameSite cookie attributes are correctly documented alongside application-level controls, and provide copy-pasteable code examples for frameworks like Express, Django, or Next.js. It is designed for teams that treat security documentation as a product surface, where a missing Secure flag or an incorrect token extraction method in the docs can lead to a real vulnerability in production.

The ideal input context includes a concrete anti-CSRF strategy decision, the target framework or language, and any internal security policies that must be reflected in the documentation. You should provide the prompt with specific constraints such as [CONSTRAINTS: must use SameSite=Lax as baseline, token must be scoped to the user's session, no localStorage]. The prompt is most effective when you supply a detailed [OUTPUT_SCHEMA] that defines the required sections—for example, 'Token Generation,' 'Client-Side Integration,' 'Validation Endpoint,' and 'Common Misconfigurations'—so the generated output can be directly validated against a checklist. This is not a prompt for brainstorming security architectures; it assumes the architecture is already decided and the task is strictly documentation generation.

Do not use this prompt for generating actual cryptographic tokens, secrets, or any runtime security code that will be deployed without human review. It produces documentation only and must not be wired into a live token-generation pipeline. Similarly, avoid this prompt for general authentication flow documentation (e.g., OAuth grant types, session management lifecycle) or for threat modeling exercises. If you need to document a Single Page Application (SPA) that relies solely on Authorization headers with no cookie-based session, this prompt is not the right fit; its value is in documenting the defense-in-depth patterns that protect cookie-authenticated requests. After reading this section, proceed to the prompt template to copy and adapt it, then review the implementation harness to understand how to validate the output before it reaches a developer portal.

PRACTICAL GUARDRAILS

Use Case Fit

Where this prompt works and where it does not. Use these cards to quickly assess whether the CSRF Protection Pattern Documentation Prompt is the right tool for your current documentation task.

01

Good Fit: Framework-Specific Implementation Docs

Use when: You need to document anti-CSRF mechanisms for a specific backend framework (Express, Django, Rails, etc.) or frontend library, including exact middleware configuration, token injection points, and code samples. Guardrail: Provide the framework name and version as [FRAMEWORK] input to avoid generic, non-actionable output.

02

Good Fit: Token Pattern Comparison & Selection

Use when: You need to explain the trade-offs between Synchronizer Token Pattern, Double-Submit Cookie, and Custom Header (e.g., X-Requested-With) for an architecture decision record or security design doc. Guardrail: Explicitly request a comparison table with threat model coverage, implementation complexity, and SPA compatibility as output constraints.

03

Bad Fit: Live Security Audit or Penetration Test

Avoid when: You need to test a running application for actual CSRF vulnerabilities. This prompt generates documentation patterns, not exploit code or dynamic analysis. Guardrail: Route to a dedicated security testing tool or manual penetration testing workflow; use this prompt only to document the intended protection mechanism.

04

Required Input: SameSite Cookie Attribute Context

Risk: Generated docs may omit or misrepresent the SameSite attribute (Lax, Strict, None), which is a critical defense-in-depth mechanism. Guardrail: Always include [SAMESITE_POLICY] and [BROWSER_COMPATIBILITY_NOTES] as required input fields in the prompt template to force coverage of this modern control.

05

Operational Risk: Stale Token Lifespan Guidance

Risk: The model may suggest hardcoded token expiration times (e.g., 30 minutes) without context on the application's session idle timeout or security requirements. Guardrail: Add a post-generation review step that validates all time-bound values against the product's [SESSION_CONFIG] and flags any undocumented magic numbers.

06

Operational Risk: Missing Logging & Monitoring Hooks

Risk: Documentation may describe token validation logic but omit where to log CSRF failures for security monitoring and incident response. Guardrail: Extend the prompt with a [LOGGING_REQUIREMENTS] section that mandates documentation of log levels, event codes, and alert thresholds for rejected tokens.

PROMPT PLAYBOOK

Copy-Ready Prompt Template

A reusable prompt template for generating structured CSRF protection documentation with framework-specific implementation notes and built-in validation checks.

This prompt template generates comprehensive CSRF protection documentation for frontend security engineers. It covers token generation patterns, double-submit cookie implementations, custom header approaches, and framework-specific configuration. The template includes explicit validation checks to prevent common documentation gaps, particularly around SameSite cookie attributes and token storage guidance. Copy the template below and replace each square-bracket placeholder with your specific values before sending to the model.

code
You are a frontend security documentation engineer. Generate a complete CSRF protection reference document based on the following inputs.

[FRAMEWORK]: The target frontend or full-stack framework (e.g., Next.js, Express+React, Django, Rails, Spring Boot).
[CSRF_PATTERN]: The anti-CSRF pattern to document. Choose one: 'synchronizer-token', 'double-submit-cookie', 'custom-header', or 'all'.
[TOKEN_STORAGE]: Where tokens are stored client-side (e.g., 'memory', 'sessionStorage', 'cookie with HttpOnly+Secure+SameSite').
[ENDPOINT_EXAMPLES]: One or more example endpoints requiring CSRF protection, with HTTP methods and paths.
[AUTH_CONTEXT]: How the application handles authentication (e.g., 'session cookie', 'JWT in HttpOnly cookie', 'Bearer token in Authorization header').
[OUTPUT_SECTIONS]: List the required documentation sections from: 'overview', 'threat-model', 'token-generation', 'token-storage', 'token-transmission', 'server-validation', 'framework-config', 'ajax-integration', 'error-handling', 'testing', 'migration-guide'.
[CODE_LANGUAGE]: The primary language for code examples (e.g., 'TypeScript', 'Python', 'Java', 'Ruby').
[CONSTRAINTS]: Additional constraints such as 'no localStorage examples', 'include SameSite=Lax rationale', 'document token rotation', 'include CSP header recommendations'.

For each requested output section, provide:
1. A clear heading and purpose statement.
2. Step-by-step implementation instructions specific to [FRAMEWORK].
3. Runnable code examples in [CODE_LANGUAGE] with error handling.
4. Security considerations and common misconfigurations.

Before finalizing the output, validate that:
- SameSite cookie attribute is explicitly addressed for every cookie-based pattern.
- Token storage guidance never recommends localStorage for sensitive tokens.
- Every code example includes proper error handling for missing or invalid tokens.
- The threat model section explains what CSRF protects against and what it does not (e.g., XSS).
- If 'double-submit-cookie' is selected, the document explains why the cookie must not be HttpOnly.
- If 'custom-header' is selected, the document explains CORS preflight implications.
- All endpoint examples match the HTTP methods specified in [ENDPOINT_EXAMPLES].

Flag any sections you cannot complete due to missing information and explain what additional input is needed.

To adapt this template, start by filling in the [FRAMEWORK] and [CSRF_PATTERN] placeholders—these determine the entire shape of the output. If you select 'all' for [CSRF_PATTERN], the model will produce a comparison document covering every pattern, which is useful for architecture decision records. The [CONSTRAINTS] field is your primary quality lever: use it to enforce specific security requirements like 'never show localStorage' or 'include SameSite=Strict migration notes'. After generating the output, run the built-in validation checks manually or wire them into an eval harness to confirm the model did not skip SameSite guidance or produce insecure storage examples.

IMPLEMENTATION TABLE

Prompt Variables

Replace each placeholder with a concrete value before sending the prompt. Validation notes describe how to check the replacement value before execution.

PlaceholderPurposeExampleValidation Notes

[FRAMEWORK]

Target web framework for implementation examples

Express.js

Must match a supported framework in the prompt's framework list. Reject if unrecognized.

[CSRF_MECHANISM]

Specific anti-CSRF pattern to document

Double-submit cookie pattern

Must be one of: synchronizer token, double-submit cookie, custom header, or origin verification. Reject unknown mechanisms.

[AUDIENCE]

Intended reader role for tone and depth

Frontend security engineer

Must be a concrete role, not a generic label. Reject values like 'developer' without qualifier.

[TOKEN_STORAGE_STRATEGY]

Where the CSRF token is persisted client-side

HttpOnly cookie with SameSite=Strict

Must specify cookie attributes or storage mechanism. Reject if storage location is ambiguous.

[SAMESITE_POLICY]

SameSite cookie attribute value for the token

Strict

Must be one of: Strict, Lax, or None. Reject if missing when mechanism uses cookies.

[OUTPUT_FORMAT]

Desired documentation output structure

Markdown with Mermaid sequence diagram

Must specify a format the model can produce. Reject if format is unsupported by the target model.

[ERROR_SCENARIOS]

Specific failure modes to document

Token mismatch, missing header, expired token

Must be a concrete list of scenarios. Reject if empty or contains only generic terms like 'errors'.

[FRAMEWORK_VERSION]

Version of the framework for code sample accuracy

Express.js 4.21

Must include major and minor version. Reject if version is unparseable or predates CSRF middleware availability.

PROMPT PLAYBOOK

Implementation Harness Notes

How to wire the CSRF Protection Pattern Documentation Prompt into a documentation pipeline or security review application.

This prompt is designed to be integrated into a documentation generation pipeline where the primary input is a framework specification, an existing API route definition, or a security requirement ticket. The harness should treat the prompt as a single step in a larger workflow: collect context, generate the documentation draft, validate the output against a security checklist, and route for human review. Because CSRF misconfigurations are a high-severity vulnerability class, the implementation must never publish the generated documentation directly to a production docs site without a human approval gate.

The application layer should assemble the [FRAMEWORK], [AUTH_MECHANISM], and [ENDPOINT_CONTEXT] placeholders from structured sources—such as an OpenAPI spec, a framework detector (e.g., reading package.json or route annotations), and a session configuration object. Before calling the model, validate that the input includes the current SameSite cookie policy, the token storage mechanism (cookie, header, meta tag), and the HTTP method allowlist for the protected endpoints. If any of these fields are missing, the harness should either abort with a clear error or route to a human to supply the missing context. After the model returns the documentation draft, run a post-generation validator that checks for the presence of: SameSite attribute guidance, token rotation advice, a warning against using GET for state-changing operations, and explicit framework-specific code examples. If the validator flags missing sections, retry the prompt once with the validation errors appended as [CONSTRAINTS] before escalating to a human reviewer.

For model selection, prefer a model with strong instruction-following and code generation capabilities, such as Claude 3.5 Sonnet or GPT-4o. Set the temperature low (0.1–0.2) to maximize consistency across documentation versions. Log every generation attempt, including the assembled prompt, the raw model output, the validator results, and the final human review decision. Store these artifacts in an audit trail so that security reviewers can trace why a specific CSRF pattern was documented in a particular way. Avoid wiring this prompt into a fully automated CI/CD pipeline that publishes directly to production; the final step must always be a pull request or a review queue where a security engineer or senior developer confirms the documentation is accurate and does not introduce new vulnerabilities through omission or misleading examples.

IMPLEMENTATION TABLE

Expected Output Contract

Fields, format, and validation rules for the CSRF protection pattern documentation generated by the prompt. Use this contract to validate the model's output before publishing or passing it to downstream systems.

Field or ElementType or FormatRequiredValidation Rule

csrf_protection_patterns

Array of objects

Must contain at least 1 pattern object. Schema: { pattern_name, description, implementation_steps, framework_notes, risks }

pattern_name

String

Must match one of the canonical patterns: 'Synchronizer Token', 'Double-Submit Cookie', 'Custom Header', 'Origin Header Check'. No free-text values allowed.

implementation_steps

Array of strings

Each step must be a complete sentence starting with a verb. Minimum 3 steps per pattern. Must not reference hardcoded secrets or placeholder tokens like 'INSERT_SECRET_HERE'.

framework_notes

Object

Must include at least one key-value pair mapping a framework name (e.g., 'Express', 'Django', 'Spring') to a specific configuration snippet or library reference. Snippet must not exceed 10 lines.

same_site_cookie_guidance

Object

Must contain 'recommended_value' (one of 'Strict', 'Lax', 'None') and 'rationale' (string, 1-3 sentences). If 'None' is recommended, the 'rationale' must explicitly address the Secure attribute requirement.

token_generation_method

String

Must describe a cryptographically secure random generation method. Must not suggest Math.random(), Date.now(), or any predictable source. Validate against a blocklist of weak PRNG references.

risks

Array of strings

Must enumerate at least 2 specific risks if the pattern is implemented incorrectly. Each risk must be a concrete vulnerability (e.g., 'token leakage via Referer header') not a generic statement like 'security risk'.

validation_summary

Object

Must contain 'total_patterns' (integer) and 'completeness_score' (string, one of 'PASS', 'WARN', 'FAIL'). 'FAIL' if any required field is missing or SameSite guidance is absent. 'WARN' if any pattern has fewer than 3 implementation steps.

PRACTICAL GUARDRAILS

Common Failure Modes

What breaks first when generating CSRF protection documentation and how to guard against it.

01

Missing SameSite Cookie Guidance

What to watch: The model omits SameSite cookie attributes (Strict, Lax, None) or fails to explain their role as a defense-in-depth mechanism alongside CSRF tokens. Guardrail: Add a dedicated [REQUIRED_SECTIONS] constraint that explicitly lists SameSite configuration and validate the output with a keyword check for 'SameSite' before publication.

02

Framework-Specific Token Mismanagement

What to watch: The prompt generates generic token patterns that conflict with a specific framework's built-in CSRF protection (e.g., suggesting manual header injection when the framework handles it automatically via a meta tag). Guardrail: Require a [FRAMEWORK] input variable and include a pre-processing step that injects framework-specific rules into the system prompt to override generic defaults.

03

Insecure Token Transmission in Examples

What to watch: Code examples embed CSRF tokens directly in URLs as query parameters, exposing them in logs, referrer headers, and browser history. Guardrail: Add a strict [CONSTRAINTS] block that forbids query parameter transmission and use a post-generation scan to flag and rewrite any ?csrf_token= patterns in code blocks.

04

Double-Submit Cookie Without HMAC

What to watch: The documentation describes a naive double-submit cookie pattern where the cookie value and request header are compared directly without cryptographic signing, leaving the endpoint vulnerable to cookie injection if subdomains are compromised. Guardrail: Enforce a rule in the prompt that any double-submit pattern must include HMAC signing steps and validate the output for the presence of 'HMAC' or 'signature' keywords.

05

Ignoring Login CSRF

What to watch: The generated documentation focuses exclusively on protecting state-changing POST requests but neglects to mention CSRF protection for the login form itself, a classic vulnerability that allows session fixation. Guardrail: Include a specific instruction to generate a 'Login CSRF' subsection and use an evaluation rubric that penalizes outputs missing this distinct attack vector.

06

Token Validation Logic Errors

What to watch: The prompt describes token verification using naive string comparison (==) instead of constant-time comparison functions, introducing a timing side-channel vulnerability in the documentation's security guidance. Guardrail: Add a hard rule to the system prompt that all cryptographic comparisons must use constant-time algorithms and include a code review checklist item for this specific anti-pattern.

IMPLEMENTATION TABLE

Evaluation Rubric

Score each criterion on a pass/fail or 1-5 scale before shipping the CSRF Protection Pattern Documentation Prompt. Run these checks against generated output to catch missing security controls, framework-specific gaps, and ambiguous guidance.

CriterionPass StandardFailure SignalTest Method

Token Generation Pattern Completeness

Output describes at least one complete token generation mechanism (synchronizer token, double-submit cookie, or custom header) with server-side and client-side steps

Output mentions CSRF but omits token creation logic or only describes one side of the exchange

Parse output for token generation section; verify both server-side issuance and client-side attachment are present

SameSite Cookie Attribute Guidance

Output explicitly recommends SameSite=Lax or SameSite=Strict with a note on when Strict breaks cross-site navigation flows

Output omits SameSite entirely or recommends SameSite=None without Secure flag warning

Keyword search for 'SameSite'; if absent, fail. If present, check for Secure flag mention alongside None

Framework-Specific Implementation Notes

Output includes at least one framework-specific example (Express csurf, Django CsrfViewMiddleware, Spring Security, etc.) with configuration snippet

Output provides only generic pseudocode without naming any framework or middleware

Scan for framework names; verify at least one concrete middleware or library reference with code block

Double-Submit Cookie Pattern Validation

If double-submit pattern is described, output notes that the cookie must not be HttpOnly and explains the subdomain security boundary

Output describes double-submit cookie but fails to mention HttpOnly=false requirement or subdomain cookie scope risk

Check double-submit section for HttpOnly mention; verify subdomain or path scoping guidance exists

Custom Header Pattern Correctness

Output specifies that custom headers (X-Requested-With, X-CSRF-Token) require CORS preflight and same-origin policy enforcement

Output recommends custom header pattern without mentioning CORS preflight or same-origin requirement

Search for custom header pattern; verify CORS or same-origin policy is referenced in the same section

Token Storage Security Guidance

Output warns against storing CSRF tokens in localStorage or sessionStorage and recommends cookie or in-memory storage with HttpOnly where applicable

Output suggests localStorage for CSRF token storage without warning or omits storage guidance entirely

Search for 'localStorage' or 'sessionStorage'; if present without warning, fail. If absent, check for explicit storage recommendation

Error Handling and Token Expiry

Output describes what happens when token is missing, invalid, or expired, including HTTP 403 response and client-side retry or refresh behavior

Output describes only the happy path with no error response codes or client recovery steps

Search for '403' or 'invalid' or 'expired'; verify both server response and client handling are addressed

Login and Session Boundary Handling

Output addresses token regeneration on login, logout, and session rotation to prevent session fixation combined with CSRF

Output treats CSRF token as static across sessions or omits login/logout token lifecycle

Search for 'login' or 'logout' or 'session'; verify token regeneration guidance exists at authentication boundaries

ADAPTATION OPTIONS

Adapt This Prompt

How to adapt

Add strict output schema validation, retry logic on malformed output, and structured eval cases. Require the model to output a JSON object with pattern_name, implementation_steps, code_example, security_considerations, and framework_notes fields. Add a validator that checks for the presence of SameSite cookie guidance, token uniqueness claims, and CSRF-vs-XSS distinction.

Prompt modification

code
Document the CSRF protection pattern for [FRAMEWORK]. Output valid JSON matching [OUTPUT_SCHEMA]. Include: token generation, token storage, token submission, server-side validation, and SameSite cookie configuration. For each step, specify whether it applies to SPAs, traditional web apps, or both. Include a code example that compiles in [FRAMEWORK] version [VERSION].

Watch for

  • Silent format drift where the model drops JSON fields on retry
  • Missing human review step before publishing to developer docs
  • Token generation examples that use predictable random sources
Prasad Kumkar

About the author

Prasad Kumkar

CEO & MD, Inference Systems

Prasad Kumkar is the CEO & MD of Inference Systems and writes about AI systems architecture, LLM infrastructure, model serving, evaluation, and production deployment. Over 5+ years, he has worked across computer vision models, L5 autonomous vehicle systems, and LLM research, with a focus on taking complex AI ideas into real-world engineering systems.

His work and writing cover AI systems, large language models, AI agents, multimodal systems, autonomous systems, inference optimization, RAG, evaluation, and production AI engineering.