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truncate_to_tokens

Truncate text to at most N tokens (cl100k_base: ~4 chars/token) to avoid exceeding an LLM context window. Optionally keeps the end of the text instead of the start (useful for keeping recent conversation history). Reports whether truncation occurred and the estimated token count.

Part of the IA-QA — 130+ QA & Dev Tools for AI Agents server.

truncate_to_tokens can permanently delete data in IA-QA — 130+ QA & Dev Tools for AI Agents, with no limits today. PolicyLayer puts allow, deny, and rate-limit rules on every call. Live in minutes.

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AI agents may call truncate_to_tokens to permanently remove or destroy resources in IA-QA — 130+ QA & Dev Tools for AI Agents. Without a policy, an autonomous agent could delete critical data in a loop with no way to undo the damage. PolicyLayer blocks destructive tools by default and requires explicit human approval before enabling them.

Without a policy, an AI agent could call truncate_to_tokens in a loop, permanently destroying resources in IA-QA — 130+ QA & Dev Tools for AI Agents. There is no undo for destructive operations. PolicyLayer blocks this tool by default and only allows it when a human explicitly approves the action.

Destructive tools permanently remove data. Block by default. Only enable with explicit approval workflows.

policy.json
{
  "version": "1",
  "default": "deny",
  "hide": [
    "truncate_to_tokens"
  ]
}

See the full IA-QA — 130+ QA & Dev Tools for AI Agents policy for all 146 tools.

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These attack patterns abuse exactly the kind of access truncate_to_tokens gives an agent. Each links to the full case and the policy that stops it:

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Every attack above starts with a tool call. PolicyLayer checks each one against your policy first, so truncate_to_tokens only ever does what you allow.

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Other destructive tools across the catalogue. The same approach applies to each: deny by default, or require human approval.

What does the truncate_to_tokens tool do? +

Truncate text to at most N tokens (cl100k_base: ~4 chars/token) to avoid exceeding an LLM context window. Optionally keeps the end of the text instead of the start (useful for keeping recent conversation history). Reports whether truncation occurred and the estimated token count.. It is categorised as a Destructive tool in the IA-QA — 130+ QA & Dev Tools for AI Agents MCP Server, which means it can permanently delete or destroy data. Block by default and require explicit approval.

How do I enforce a policy on truncate_to_tokens? +

Register the IA-QA — 130+ QA & Dev Tools for AI Agents MCP server in PolicyLayer and add a rule for truncate_to_tokens: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches IA-QA — 130+ QA & Dev Tools for AI Agents. Nothing to install.

What risk level is truncate_to_tokens? +

truncate_to_tokens is a Destructive tool with critical risk. Critical-risk tools should be blocked by default and only enabled with explicit human approval.

Can I rate-limit truncate_to_tokens? +

Yes. Add a rate_limit block to the truncate_to_tokens rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.

How do I block truncate_to_tokens completely? +

Set action: deny in the PolicyLayer policy for truncate_to_tokens. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.

What MCP server provides truncate_to_tokens? +

truncate_to_tokens is provided by the IA-QA — 130+ QA & Dev Tools for AI Agents MCP server (https://www.ia-qa.com/mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

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Deterministic rules across all 146 IA-QA — 130+ QA & Dev Tools for AI Agents tools. Per-identity grants. Full audit log. Live in minutes. Nothing to install.

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