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    <title>DEV Community: Piyush</title>
    <description>The latest articles on DEV Community by Piyush (@piyush_04dd4bac592877b675).</description>
    <link>https://dev.to/piyush_04dd4bac592877b675</link>
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      <title>DEV Community: Piyush</title>
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      <title>MCPKernel — The Missing Security Kernel for AI Agents</title>
      <dc:creator>Piyush</dc:creator>
      <pubDate>Fri, 27 Mar 2026 13:12:48 +0000</pubDate>
      <link>https://dev.to/piyush_04dd4bac592877b675/mcpkernel-the-missing-security-kernel-for-ai-agents-3mlj</link>
      <guid>https://dev.to/piyush_04dd4bac592877b675/mcpkernel-the-missing-security-kernel-for-ai-agents-3mlj</guid>
      <description>&lt;h2&gt;
  
  
  The Problem Nobody's Talking About
&lt;/h2&gt;

&lt;p&gt;Your AI agent — LangChain, CrewAI, AutoGen, Copilot — calls tools autonomously. It reads files, executes code, makes HTTP requests. &lt;strong&gt;One prompt injection and your secrets are gone.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;There's no firewall between your agent and your infrastructure. Until now.&lt;/p&gt;

&lt;h2&gt;
  
  
  Introducing MCPKernel
&lt;/h2&gt;

&lt;p&gt;MCPKernel is an open-source &lt;strong&gt;MCP/A2A security gateway&lt;/strong&gt; that sits between your AI agent and MCP tool servers. Every single tool call passes through it:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;┌─────────────┐     ┌──────────────────────────┐     ┌─────────────┐
│  AI Agent    │────▶│       MCPKernel           │────▶│  MCP Tool   │
│ (LangChain,  │◀────│  Security Gateway        │◀────│  Server     │
│ CrewAI, etc) │     └──────────────────────────┘     └─────────────┘
                       Policy │ Taint │ Sandbox
                        DEE   │ Audit │ eBPF
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  What happens to every tool call:
&lt;/h3&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Step&lt;/th&gt;
&lt;th&gt;What It Does&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;1. Policy Check&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Evaluates against YAML rules with OWASP ASI 2026 mappings&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;2. Taint Scan&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Detects secrets (AWS keys, JWTs), PII (SSN, credit cards)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;3. Sandbox Execution&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Runs in Docker, Firecracker, WASM, or Microsandbox&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;4. Deterministic Envelope&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Hashes inputs/outputs, Sigstore-signs the trace&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;5. Audit Log&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Tamper-proof append-only log with SIEM export&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;h2&gt;
  
  
  Get Started in 30 Seconds
&lt;/h2&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pip &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="s2"&gt;"mcpkernel[all]"&lt;/span&gt;
mcpkernel serve &lt;span class="nt"&gt;--host&lt;/span&gt; 127.0.0.1 &lt;span class="nt"&gt;--port&lt;/span&gt; 8000
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Point your MCP client to &lt;code&gt;http://localhost:8000/mcp&lt;/code&gt;. Done.&lt;/p&gt;

&lt;p&gt;Or use the Python API:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;mcpkernel&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;MCPKernelProxy&lt;/span&gt;

&lt;span class="k"&gt;async&lt;/span&gt; &lt;span class="k"&gt;with&lt;/span&gt; &lt;span class="nc"&gt;MCPKernelProxy&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;upstream&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;http://localhost:3000/mcp&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;],&lt;/span&gt;
    &lt;span class="n"&gt;policy&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;strict&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;taint&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="bp"&gt;True&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;as&lt;/span&gt; &lt;span class="n"&gt;proxy&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="n"&gt;result&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="n"&gt;proxy&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;call_tool&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;read_file&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;path&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;data.csv&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;})&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  Real Use Cases
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. Secure Your Coding Assistant
&lt;/h3&gt;

&lt;p&gt;Block Copilot/Cursor from reading &lt;code&gt;.env&lt;/code&gt;, &lt;code&gt;.pem&lt;/code&gt;, or credential files:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;rules&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="pi"&gt;-&lt;/span&gt; &lt;span class="na"&gt;id&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;CA-001&lt;/span&gt;
    &lt;span class="na"&gt;name&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;Block secret file reads&lt;/span&gt;
    &lt;span class="na"&gt;action&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;deny&lt;/span&gt;
    &lt;span class="na"&gt;tool_patterns&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="pi"&gt;[&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;read_file"&lt;/span&gt;&lt;span class="pi"&gt;,&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;file_read"&lt;/span&gt;&lt;span class="pi"&gt;]&lt;/span&gt;
    &lt;span class="na"&gt;arg_patterns&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
      &lt;span class="na"&gt;path&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="s"&gt;.*&lt;/span&gt;&lt;span class="se"&gt;\\&lt;/span&gt;&lt;span class="s"&gt;.(env|pem|key|credentials)$"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  2. Sandbox Agent Tool Calls
&lt;/h3&gt;

&lt;p&gt;Every &lt;code&gt;execute_code&lt;/code&gt; call runs in Docker — never on bare metal:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight yaml"&gt;&lt;code&gt;&lt;span class="na"&gt;sandbox&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt;
  &lt;span class="na"&gt;backend&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="s"&gt;docker&lt;/span&gt;
  &lt;span class="na"&gt;timeout_seconds&lt;/span&gt;&lt;span class="pi"&gt;:&lt;/span&gt; &lt;span class="m"&gt;30&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  3. Cross-Tool Taint Tracking
&lt;/h3&gt;

&lt;p&gt;If Agent A's database query returns SSNs, Agent B's HTTP POST is &lt;strong&gt;automatically blocked&lt;/strong&gt; from sending them. Taint labels propagate across tool boundaries.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Deterministic Replay
&lt;/h3&gt;

&lt;p&gt;Every execution is hashed and Sigstore-signed. Replay any tool call exactly for audit, compliance, or research reproducibility.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Full Stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;YAML Policy Engine&lt;/strong&gt; — OWASP ASI 2026 mappings (ASI-01 through ASI-08)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Taint Tracking&lt;/strong&gt; — secrets, PII, API keys, JWTs, user input&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;4 Sandbox Backends&lt;/strong&gt; — Docker, Firecracker microVMs, WASM, Microsandbox&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Deterministic Execution Envelopes&lt;/strong&gt; — Sigstore-signed, replayable&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Append-Only Audit Logs&lt;/strong&gt; — SQLite-backed, CEF/JSONL/CSV SIEM export&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Prometheus + OpenTelemetry&lt;/strong&gt; — full observability&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;eBPF Probes&lt;/strong&gt; — kernel-level syscall monitoring&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Langfuse Integration&lt;/strong&gt; — trace export for LLM analytics&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Guardrails AI&lt;/strong&gt; — enhanced PII/toxicity detection&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;MCP Server Registry&lt;/strong&gt; — discover and validate upstream servers&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Snyk Agent Scan&lt;/strong&gt; — static scan → auto-generated policy rules&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Numbers
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;695 tests&lt;/strong&gt;, ~86% coverage&lt;/li&gt;
&lt;li&gt;Python 3.12+ (async-first)&lt;/li&gt;
&lt;li&gt;Apache 2.0 license&lt;/li&gt;
&lt;li&gt;OWASP ASI 2026 compliant&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Links
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;GitHub&lt;/strong&gt;: &lt;a href="https://github.com/piyushptiwari1/mcpkernel" rel="noopener noreferrer"&gt;github.com/piyushptiwari1/mcpkernel&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;PyPI&lt;/strong&gt;: &lt;a href="https://pypi.org/project/mcpkernel/" rel="noopener noreferrer"&gt;pypi.org/project/mcpkernel&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Docs&lt;/strong&gt;: &lt;a href="https://github.com/piyushptiwari1/mcpkernel/blob/main/docs/USAGE.md" rel="noopener noreferrer"&gt;Usage Guide&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;p&gt;MCPKernel is the chokepoint your agent stack is missing. Star the repo if this is useful — and PRs are welcome. 🔒&lt;/p&gt;

</description>
      <category>ai</category>
      <category>security</category>
      <category>python</category>
      <category>opensource</category>
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