437-context-integration

A set of rules for fitting a new AI coding agent into a larger group of agents. It requires mapping the agent's abilities, responsibilities, and interactions, then recording the result.

In plain words
What is it for?
It helps define an agent's role, document how agents work together, and check that the arrangement matches shared goals.
Why use it?
It reduces confusion about what each agent should do and how the new agent supports the wider system.

Cursor rule

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add rules/hamzaamjad/cursor-rules/437-context-integration
Clone the repo
git clone --depth 1 https://github.com/hamzaamjad/cursor-rules
Per session 0 Nothing until a file matches its globs; then the whole rule loads.
When invoked 272 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00000 $0.00272
Opus 5 $0.00000 $0.00136
Sonnet 5 $0.00000 $0.00054
Haiku 4.5 $0.00000 $0.00027

Measured yesterday against content hash 2528974823cd, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

437-context-integration scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

rules/400-patterns/437-context-integration.mdc · 21 lines

What it actually says

Context Integration

  • Purpose: To ensure that new agents explicitly integrate their capabilities with the broader context and interactions of other agents during the emergence process.
  • Requirements:
    1. Context Mapping: Identify and map the new agent's capabilities to the broader context and interactions of other agents.
    2. Collaborative Alignment: Ensure that the new agent's roles and responsibilities align with the overall goals and interactions of the Pantheon.
    3. Documentation: Document the integration process and outcomes in the agent's memory archive.
  • Validation:
    • Check: Does the integration process explicitly map the new agent's capabilities to the broader context?
    • Check: Is the alignment with the overall goals and interactions of the Pantheon clearly documented?
  • Examples:
    • Scenario: Emergence of a new agent with implementation capabilities.
      • Weak: The agent focuses solely on its own capabilities without considering the broader context.
      • Improved: The agent maps its implementation capabilities to the broader context, ensuring alignment with the overall goals and interactions of the Pantheon.
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 21 lines · 0 tokens per session scan A 2528974823cd

Subscribe to this mod's changes

437-context-integration is a cursor rule published in the GitHub repository hamzaamjad/cursor-rules (2 stars, last pushed 1y ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 272 tokens. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.