List documents in a specific dataset
AI agents call ragflow_list_documents to retrieve information from RAGFlow Claude MCP Server without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.
This tool retrieves metadata about documents within a RAGFlow dataset. It performs a query-only operation analogous to 'ls' or 'list' commands, returning existing information without creating, modifying, deleting, or executing any actions. The blast radius of misuse is minimal — an agent could enumerate documents to plan further queries, but enumeration alone poses no direct harm.
From the tool's definition Tool name contains 'list' and description states 'List documents in a specific dataset' — a pure retrieval operation with no modification or side effects.
Documented attack patterns abuse exactly the kind of access ragflow_list_documents gives an agent:
PolicyLayer is an MCP gateway — it sits between your AI agents and RAGFlow Claude MCP Server, and nothing reaches the server without passing your rules. This is the rule we recommend for ragflow_list_documents:
{
"version": "1",
"default": "deny",
"tools": {
"ragflow_list_documents": {}
}
} ragflow_list_documents is read-only, so it stays allowed — but everything else on the server is denied unless you say otherwise.
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List documents in a specific dataset. It is categorised as a Read tool in the RAGFlow Claude MCP Server MCP Server, which means it retrieves data without modifying state.
Register the RAGFlow Claude MCP Server MCP server in PolicyLayer and add a rule for ragflow_list_documents: 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 RAGFlow Claude MCP Server. Nothing to install.
ragflow_list_documents is a Read tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the ragflow_list_documents 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.
Set action: deny in the PolicyLayer policy for ragflow_list_documents. 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.
ragflow_list_documents is provided by the RAGFlow Claude MCP Server MCP server (norandom/ragflow-claude-desktop-local-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.
Start from RAGFlow Claude MCP Server, add the rest of your stack, and see everything your agents can call. Then put policy on all of it.
Free to start. No card required.
8 RAGFlow Claude MCP Server tools catalogued and risk-classified — across an index of 43,000+ MCP servers.