AgentLeak MCP Server by Privatris
by PrivatrisAgentLeak (IEEE Access 2026): benchmark for internal-channel privacy leakage in multi-agent LLM systems. Inter-agent messages leak 68.8% vs 27.2% in final outputs; output-only audits miss 41.7%. 1,000 scenarios, 7 channels, 5 LLMs. Tool & MCP server: github.com/yagobski/agentleak
AgentLeak is an open-source mcp server by Privatris, written mainly in Python, with 35 GitHub stars. Its code was last updated Oct 5, 2026.
What AgentLeak can touch
- This listing has not been scanned yet.Run shell commandsNot scanned yet
- This listing has not been scanned yet.Run dynamic codeNot scanned yet
- This listing has not been scanned yet.Read or write filesNot scanned yet
- This listing has not been scanned yet.Read environment and secretsNot scanned yet
- This listing has not been scanned yet.Control a web browserNot scanned yet
- This listing has not been scanned yet.Connect to databasesNot scanned yet
- This listing has not been scanned yet.Read or send messagesNot scanned yet
- This listing has not been scanned yet.Touch money or tradingNot scanned yet
- This listing has not been scanned yet.Connect to the internetNot scanned yet
"Not seen" means our checks did not find it, and the tool may still do it. See the scan policy.
Before you install AgentLeak
AgentLeak has not been scanned by AgenticMart yet. It has no open-source license we can detect, so it can only be scanned once the maintainer claims it. Until then, here is what it can likely access and what to check before you install it.
What it can access
- An MCP server is a program your AI app starts and talks to. A local one runs with your user's permissions: it can see the files, environment variables and network your account can.
- Based on its description and topics, it likely needs to use a code-hosting token (GitHub/GitLab).
Before you install
- Use a fine-grained token limited to the repos it needs.
- Pin the version you reviewed instead of always installing the latest release.
- Read the tool list or scripts before the first run, and keep approval prompts on for actions that write, send or delete.
- Maintained by Privatris on GitHub, 35 stars and 4 forks. Popularity is not proof of safety.
- Last code change: Oct 5, 2026.
- No open-source license detected: check the repository before using it commercially.
AgentLeak is an open-source mcp server by Privatris, written mainly in Python. AgentLeak (IEEE Access 2026): benchmark for internal-channel privacy leakage in multi-agent LLM systems. Inter-agent messages leak 68.8% vs 27.2% in final outputs; output-only audits miss 41.7%. 1,000 scenarios, 7 channels, 5 LLMs. Tool & MCP server: github.com/yagobski/agentleak
At a glance
- Stars
- 35
- Forks
- 4
- Language
- Python
- License
- None found
- Created
- Dec 2025
- Last update
- Oct 5, 2026
- Type
- MCP Server
- Price
- Free
Topics
Questions about AgentLeak
What is AgentLeak?
AgentLeak (IEEE Access 2026): benchmark for internal-channel privacy leakage in multi-agent LLM systems. Inter-agent messages leak 68.8% vs 27.2% in final outputs; output-only audits miss 41.7%. 1,000 scenarios, 7 channels, 5 LLMs. Tool & MCP server: github.com/yagobski/agentleak
Who maintains AgentLeak?
AgentLeak is maintained by Privatris on GitHub (Privatris/AgentLeak). AgenticMart lists it from public repository data.
Is AgentLeak safe to use?
AgentLeak has not been scanned by AgenticMart yet. It has no open-source license we can detect, so it can only be scanned once the maintainer claims it. Until then, here is what it can likely access and what to check before you install it.
What license does AgentLeak use?
No standard license was detected. Check the repository before using it commercially.
AgentLeak alternatives
View more →Similar mcp servers in Security & Testing, ranked by GitHub stars. Compare licence, recent activity and scan status before you choose.
| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| AgentLeak (this page) Privatris | 35 | None found | Oct 5, 2026 | Not scanned yet |
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