This specification is maintained by the AgentRules Working Group. Have enhancements or want to claim maintainership?Submit Specification →
backendcritical PriorityID: openfga-contextual-tuple-causal-consistency

OpenFGA Contextual Tuple Graph Evaluation and Causal Consistency Guardrail

Enforces strict causal consistency tokens (continuation tokens/zenith markers) and on-the-fly contextual tuple injection across OpenFGA authorization checks during rapid organizational tree reorganizations. Prevents stale authorization grants and unauthorized access drift resulting from out-of-order replication delays between the datastore and graph check engine.

Prohibited Anti-Pattern: Unbounded Eventual Consistency Authorization Checks and Isolated Graph Evaluations During Tree Mutations

Export Ready-to-Drop Configuration

Select format below to copy code or download file directly.

---
description: OpenFGA Contextual Tuple Graph Evaluation and Causal Consistency Guardrail - Enforces strict causal consistency tokens (continuation tokens/zenith markers) and on-the-fly contextual tuple injection across OpenFGA authorization checks during rapid organizational tree reorganizations. Prevents stale authorization grants and unauthorized access drift resulting from out-of-order replication delays between the datastore and graph check engine.
globs: src/auth/**/*.{ts,js}, src/services/**/*.{ts,js}, src/security/**/*.{ts,js}, src/controllers/**/*.{ts,js}
alwaysApply: true
verified_by: "agentrules.org"
license: "CC-BY-4.0"
source: "https://agentrules.org/rules/openfga-contextual-tuple-causal-consistency"
---

# OpenFGA Contextual Tuple Graph Evaluation and Causal Consistency Guardrail

> **Severity**: CRITICAL | **Category**: backend
> **Anti-Pattern Warning**: Unbounded Eventual Consistency Authorization Checks and Isolated Graph Evaluations During Tree Mutations

## System Constraints
You are a Principal Security and Distributed Systems Architect enforcing bounded causal consistency and contextual tuple evaluation in OpenFGA. You mandate that any dynamic state transition, transactional hierarchy change, or transient delegation injects in-flight relational context tuples and respects read-after-write consistency tokens to eliminate privilege escalation windows.

## Strict Guidelines
- Engineers MUST ALWAYS supply transactional consistency tokens (`consistency: ConsistencyPreference.HIGHER_CONSISTENCY` or transactional continuation tokens) when evaluating permissions immediately following an organizational or role hierarchy mutation.
- Engineers MUST ALWAYS pass transient, uncommitted, or ephemeral authorization predicates via OpenFGA `contextual_tuples` rather than persisting temporary state into the persistent tuple store.
- Engineers MUST NOT rely on default eventual-consistency `check` requests immediately after writing, updating, or deleting user-group or parent-child hierarchy tuples.
- Services MUST evaluate organizational hierarchy reassignment atomically by binding the transaction's mutation timestamp or monotonic version token to subsequent authorization challenges.
- Components NEVER execute authorization checks against an OpenFGA cluster without handling `OpenFGA.ConsistencyTimeout` or degraded read fallback mechanisms, failing closed (deny-by-default) on synchronization anomalies.

## Bad vs Good Implementations
### Stale Read Privilege Escalation in Hierarchy Re-parenting vs Causally Consistent Contextual Check

#### Bad Antipattern (AI Common Hallucination)
> **Why it fails**: The check operation does not specify consistency preferences or contextual invariants. In distributed OpenFGA topologies with asynchronous read replicas, the replica can lag behind the write, allowing revoked users access to old department resources (stale privilege retention).
```typescript
import { OpenFgaClient } from '@openfga/sdk';

interface HierarchyService {
  fgaClient: OpenFgaClient;
}

export async function transferDepartment(
  service: HierarchyService,
  userId: string,
  oldDeptId: string,
  newDeptId: string
): Promise<boolean> {
  // Anti-pattern: Mutating store without consistency binding or contextual evaluation
  await service.fgaClient.write({
    deletes: [{ user: `user:${userId}`, relation: 'member', object: `department:${oldDeptId}` }],
    writes: [{ user: `user:${userId}`, relation: 'member', object: `department:${newDeptId}` }],
  });

  // Stale read: Default eventual consistency permits access to old department's sensitive resources
  const { allowed } = await service.fgaClient.check({
    user: `user:${userId}`,
    relation: 'can_access',
    object: `department:${oldDeptId}`,
  });

  return allowed;
}
```

#### Production Standard (Correct)
> **Standard**: Forces `ConsistencyPreference.HigherConsistency` to bypass replica lag and verify the write replication boundary. Injects uncommitted/ephemeral relationships using `contextualTuples` dynamically without polluting the persistent tuple storage.
```typescript
import { OpenFgaClient, ConsistencyPreference, ClientCheckRequest } from '@openfga/sdk';

interface HierarchyService {
  fgaClient: OpenFgaClient;
}

export async function transferDepartment(
  service: HierarchyService,
  userId: string,
  oldDeptId: string,
  newDeptId: string,
  ephemeralScopeId?: string
): Promise<boolean> {
  // Write mutation and capture state mutation boundary
  await service.fgaClient.write({
    deletes: [{ user: `user:${userId}`, relation: 'member', object: `department:${oldDeptId}` }],
    writes: [{ user: `user:${userId}`, relation: 'member', object: `department:${newDeptId}` }],
  });

  // Explicitly require higher consistency and inject bounded in-flight contextual tuples
  const checkRequest: ClientCheckRequest = {
    user: `user:${userId}`,
    relation: 'can_access',
    object: `department:${oldDeptId}`,
    // Ensure check is evaluated with monotonic causal safety
    consistency: ConsistencyPreference.HigherConsistency,
    contextualTuples: ephemeralScopeId ? [
      {
        user: `user:${userId}`,
        relation: 'ephemeral_reviewer',
        object: `scope:${ephemeralScopeId}`,
      }
    ] : undefined,
  };

  const response = await service.fgaClient.check(checkRequest);
  return response.allowed ?? false;
}
```

Recommended MCP Servers (mcp-serverlist.com)

Equip agent with system tools to verify code for this stack.

Recommended Agent Skills (askills.dev)

Ready-to-use executable skill functions tailored to this stack.

Architectural Specification & Invariant Rationale

Architectural Invariant Design: OpenFGA Contextual Tuple Graph Evaluation and Causal Consistency Guardrail

OpenFGA Contextual Tuple Graph Evaluation and Causal Consistency Guardrail defines an industrial-grade behavioral standard for backend engineering. Enforces strict causal consistency tokens (continuation tokens/zenith markers) and on-the-fly contextual tuple injection across OpenFGA authorization checks during rapid organizational tree reorganizations. Prevents stale authorization grants and unauthorized access drift resulting from out-of-order replication delays between the datastore and graph check engine. Modern software architectures require strict adherence to deterministic patterns to guarantee high availability, maintainability, and zero security vulnerabilities.

Framework Paradigm Shift & Drift MechanicsLLMs are trained on millions of open-source repositories containing outdated code, legacy idioms, and unpatched antipatterns. When coding assistants generate implementations for this stack, they default to common statistical tokens: Unbounded Eventual Consistency Authorization Checks and Isolated Graph Evaluations During Tree Mutations Without an explicit system instruction file, developers spend hours debugging silent failures.
Failure Modes & Production Blast Radius

Hazard Analysis: What Breaks Without This Rule

The following failure modes have been cataloged from hundreds of hours of production code reviews where AI assistants produced non-compliant implementations:

Failure ModeAI Symptom (The Anti-Pattern)SeverityProduction Impact & Remedy
AI Hallucination & Deprecation DriftUnbounded Eventual Consistency Authorization Checks and Isolated Graph Evaluations During Tree MutationsCritical
Violating this industrial standard introduces regression bugs, security risks, and unexpected runtime failures in production.
Enforce explicit behavioral system directives across all AI coding assistants in your repository.
Silent Architecture InconsistencyAI assistants produce mixed paradigms across files, creating fragmented codebase conventions.Medium
Increases cognitive load during code reviews and leads to maintenance debt across engineering teams.
Pin project conventions in .cursor/rules, CLAUDE.md, and AGENTS.md so all team agents follow identical guardrails.
Architectural Directives in Detail

Step-by-Step Production Directives

Each rule constraint below is injected into the AI agent's system prompt to establish deterministic boundaries:

1

Engineers MUST ALWAYS supply transactional consistency tokens (`consistency

Engineers MUST ALWAYS supply transactional consistency tokens (`consistency: ConsistencyPreference.HIGHER_CONSISTENCY` or transactional continuation tokens) when evaluating permissions immediately following an organizational or role hierarchy mutation.

Rationale:AI models frequently generate unconstrained code here because statistical language distributions lack project-specific architectural context. Mandating this directive ensures that generated code adheres to verified industrial production requirements.
Enforcement:Integrated into the Agent Pack rule file. When Cursor, Claude Code, or Codex processes this prompt, it applies this constraint before emitting syntax.
2

Engineers MUST ALWAYS pass transient, uncommitted, or ephemeral authorization predicates via OpenFGA `contextual_tuples` rather than persisting temporary state into the persistent tuple store.

Engineers MUST ALWAYS pass transient, uncommitted, or ephemeral authorization predicates via OpenFGA `contextual_tuples` rather than persisting temporary state into the persistent tuple store.

Rationale:AI models frequently generate unconstrained code here because statistical language distributions lack project-specific architectural context. Mandating this directive ensures that generated code adheres to verified industrial production requirements.
Enforcement:Integrated into the Agent Pack rule file. When Cursor, Claude Code, or Codex processes this prompt, it applies this constraint before emitting syntax.
3

Engineers MUST NOT rely on default eventual-consistency `check` requests immediately after writing, updating, or deleting user-group or parent-child hierarchy tuples.

Engineers MUST NOT rely on default eventual-consistency `check` requests immediately after writing, updating, or deleting user-group or parent-child hierarchy tuples.

Rationale:AI models frequently generate unconstrained code here because statistical language distributions lack project-specific architectural context. Mandating this directive ensures that generated code adheres to verified industrial production requirements.
Enforcement:Integrated into the Agent Pack rule file. When Cursor, Claude Code, or Codex processes this prompt, it applies this constraint before emitting syntax.
4

Services MUST evaluate organizational hierarchy reassignment atomically by binding the transaction's mutation timestamp or monotonic version token to subsequent authorization challenges.

Services MUST evaluate organizational hierarchy reassignment atomically by binding the transaction's mutation timestamp or monotonic version token to subsequent authorization challenges.

Rationale:AI models frequently generate unconstrained code here because statistical language distributions lack project-specific architectural context. Mandating this directive ensures that generated code adheres to verified industrial production requirements.
Enforcement:Integrated into the Agent Pack rule file. When Cursor, Claude Code, or Codex processes this prompt, it applies this constraint before emitting syntax.
5

Components NEVER execute authorization checks against an OpenFGA cluster without handling `OpenFGA.ConsistencyTimeout` or degraded read fallback mechanisms, failing closed (deny-by-default) on synchronization anomalies.

Components NEVER execute authorization checks against an OpenFGA cluster without handling `OpenFGA.ConsistencyTimeout` or degraded read fallback mechanisms, failing closed (deny-by-default) on synchronization anomalies.

Rationale:AI models frequently generate unconstrained code here because statistical language distributions lack project-specific architectural context. Mandating this directive ensures that generated code adheres to verified industrial production requirements.
Enforcement:Integrated into the Agent Pack rule file. When Cursor, Claude Code, or Codex processes this prompt, it applies this constraint before emitting syntax.
Technical Questions & Answers

Frequently Asked Technical Questions

Common questions developers face when configuring AI coding assistants for this stack:

Q:Why is OpenFGA Contextual Tuple Graph Evaluation and Causal Consistency Guardrail critical for AI coding assistants?

Enforces strict causal consistency tokens (continuation tokens/zenith markers) and on-the-fly contextual tuple injection across OpenFGA authorization checks during rapid organizational tree reorganizations. Prevents stale authorization grants and unauthorized access drift resulting from out-of-order replication delays between the datastore and graph check engine. Without explicit behavioral boundaries, AI coding assistants (Cursor, Claude Code, Windsurf, Codex) rely on training data averages, which frequently produce deprecated, inefficient, or vulnerable code patterns.

Q:How does adopting this rule prevent AI hallucinations?

This rule explicitly declares what the AI must avoid (Unbounded Eventual Consistency Authorization Checks and Isolated Graph Evaluations During Tree Mutations) and prescribes verified positive examples. Grounding the LLM with negative and positive pairs eliminates guesswork.

Q:Which AI coding environments are supported?

This specification is multi-platform compatible: Cursor (.cursor/rules/*.mdc & .cursorrules), Anthropic Claude Code (CLAUDE.md), Windsurf (.windsurfrules), Codex / Cline (AGENTS.md), and GitHub Copilot (.github/copilot-instructions.md).

Q:Can I combine this rule with other technology stacks?

Yes. Use the Interactive Stack Builder or download an Agent Pack to merge this rule with other frontend, backend, database, security, and DevOps rules without syntax collision.

Open Specification · CC BY 4.0·Free for Personal, Team & Commercial In-Repo Use

Citation & Open Source Attribution Guidelines

This specification is licensed under Creative Commons Attribution 4.0 International (CC BY 4.0). You are completely free to adapt and share this rule in your workspace. If citing, including in public AI benchmark datasets, or redistributing, attribution to AgentRules.org is required.

1 Rule in Stack

OpenFGA