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PacketScope

> 编程语言
Open source

A general-purpose protocol stack analysis and debugging tool based on eBPF

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A general-purpose protocol stack analysis and debugging tool based on eBPF

中文 · English

PacketScope: "Smart Armor" for Server-Side Defense

What's New: Analyzer module fully rewritten in Go + cilium/ebpf, replacing the original Python + BCC implementation. Lightweight redesign removes BCC runtime dependency, uses CO-RE (bpf2go) for pre-compiled eBPF, and adds MCP skill integration for each module.

PacketScope is a general-purpose protocol stack analysis and debugging tool based on eBPF. It integrates performance optimization, anomaly diagnosis, and security defense. It aims to implement fine-grained tracing and intelligent analysis of network packets at the protocol stack level on the server side. By solving three major pain points—difficult diagnosis of performance bottlenecks, unclear transmission paths, and hard-to-detect low-level attacks—PacketScope provides visualized, intelligent endpoint-side security analysis and defense capabilities.

Background

With the proliferation of social platforms, online banking, large-scale AI models, logistics, and travel services, open servers have become key execution environments. These must balance performance and security under the condition of being openly accessible. Traditional WAFs and IDS tools have blind spots in protocol stack-level defense, which PacketScope addresses:

** Three Core Pain Points:**

  1. Unclear packet paths through the protocol stack make bottlenecks and faults hard to diagnose
  2. Lack of fine-grained cross-domain transmission data makes routing risks invisible
  3. Low-level protocol stack attacks are stealthy and difficult to detect with traditional tools

Through protocol tracing, path visualization, and intelligent analysis, PacketScope builds "smart armor" for the server.

Core Capabilities

  • Intelligent Engine: Combines eBPF with LLMs for low-level network behavior observation and intelligent security defense
  • Multidimensional Analysis: Real-time tracking of network paths, statistics on latency, packet loss, interaction frequency
  • Global Network Visualization: Maps global paths and latency, presented on a topology graph
  • Protocol Stack Defense: Detects and intercepts low-level abnormal traffic, covering the blind spots of traditional WAF/IDS
  • MCP Skill Integration: Each module provides an MCP server for LLM agent integration (Trae, Cline, etc.)
  • ️ User-Friendly Interface: GUI designed for easy use by security engineers and operators

⚡ Getting Started

Prerequisites

  • Docker: Version 20.10 or higher
  • Docker Compose: Version 2.0 or higher
bash
docker --version
docker compose version

One-Click Deployment

International users:

bash
git clone https://github.com/Internet-Architecture-and-Security/PacketScope.git
cd PacketScope
sudo bash starter.sh

China mainland VPS users (with mirror acceleration):

bash
git clone https://github.com/Internet-Architecture-and-Security/PacketScope.git
cd PacketScope
bash install-cn.sh

The script will automatically install Docker (if needed), configure mirror acceleration, build all containers, and start services. Only port 80 needs to be open in your firewall/security group.

Access the Application

Open your browser: http://localhost

All services are served through a single nginx reverse proxy on port 80 — no need to open multiple ports.

Service Endpoints

Backend APIs are proxied through nginx at the following path prefixes:

Prefix Backend Description
/ nginx (frontend) React SPA dashboard
/api/guarder/ Guarder Security & filtering API
/api/tracer/ Tracer Route tracing API
/api/monitor/ Analyzer-Monitor Packet capture & function call API
/api/analyzer/ Analyzer-Calculator Cross-layer metrics (REST + WebSocket)

Managing Services

bash
sudo docker compose -f docker-compose.yml ps              # View status
sudo docker compose -f docker-compose.yml logs -f         # View logs
sudo docker compose -f docker-compose.yml down            # Stop all
sudo docker compose -f docker-compose.yml restart <name>  # Restart a service

Project Structure

…

✨ Functional Modules

Analyzer — Protocol Stack Analysis

The Analyzer module has been fully rewritten in Go + cilium/ebpf, replacing the original Python + BCC implementation. This lightweight redesign removes BCC runtime dependency, uses CO-RE (bpf2go) for pre-compiled eBPF, and significantly improves deployment portability.

Monitor captures packets and tracks kernel function calls:

Component Technology Port Description
kbatch eBPF fentry/kprobe - Kernel function call monitoring
tcxprober eBPF TC - Network packet capture (ingress/egress)
server Go HTTP 8010 RESTful API query service

Calculator computes real-time cross-layer metrics:

Metric Description
PPS Per-layer packet rate (link, network, transport)
LAT Cross-layer latency (link↔network, network↔transport, link↔transport)
DROP TCP packet loss rate

Communication via WebSocket (port 8020), metrics pushed every second.

See Analyzer/README.md for details.

Tracer — Route Tracing & Risk Analysis

Maps network paths from the host to any global IP with geographic/ASN enrichment, anomaly detection, and Spamhaus-based risk scoring.

Feature Description
traceroute Real-time with ICMP/TCP, per-hop streaming
GeoIP City and ASN enrichment via MaxMind GeoLite2
Anomaly detection Historical path comparison, path deviation alerts
Risk scoring Malicious IP detection against Spamhaus DROP/EDROP

HTTP API on port 8000, MCP server for LLM agent integration.

See Tracer/README.md for details.

Guarder — Security Defense

eBPF/XDP-based network security module with AI-powered filter generation.

Feature Description
Connection tracking TCP/UDP/ICMP monitoring via eBPF/XDP
Packet filtering Kernel-space rules (IP, port, protocol, TCP flags, ICMP type)
AI filter generation LLM-powered analysis and automatic rule creation
PCAP analysis Upload PCAP files for AI-driven security inspection

HTTP API on port 8080, supports OpenAI-compatible and Anthropic-compatible endpoints.

See Guarder/README-zh.md for details.

MCP Skills

Each backend module provides an MCP (Model Context Protocol) server, enabling LLM agents to directly invoke module capabilities:

Skill MCP Tools Transport
monitor get_recent_packets, query_packets, get_recent_map, get_func_table, query_func_send, query_func_recv, get_socket_list, health_check SSE / stdio
tracer trace_target, analyze_target, get_history, compare_routes, health_check, server_capabilities SSE / stdio
guarder get_connections, get_stats, create_filter, ai_analyze, ai_generate, list_filters HTTP client

Quick Start with MCP

json
{
  "mcpServers": {
    "packetscope-monitor": {
      "transport": "sse",
      "url": "http://localhost:8012/sse"
    },
    "packetscope-tracer": {
      "transport": "sse",
      "url": "http://localhost:8013/sse"
    }
  }
}

See skills/ for each skill's configuration and usage.

️ Technology Stack

Module Language eBPF Loading Communication Data Storage
nginx — — HTTP (80, unified entry) —
Analyzer-Monitor Go cilium/ebpf (bpf2go, CO-RE) HTTP REST (8010, internal) PostgreSQL
Analyzer-Calculator Go cilium/ebpf (bpf2go, CO-RE) WebSocket (8020, internal) BPF map aggregation
Guarder Go cilium/ebpf + XDP HTTP REST (8080, internal) In-kernel maps
Tracer Python nexttrace (external) HTTP REST (8000, internal) File-based cache
PostgreSQL — — 5432 (internal) Persistent volumes

Deployment highlights:

  • Single port: nginx reverse proxy on port 80 — all APIs proxied via path prefixes
  • Multi-stage builds: Docker images use alpine runtime (~7 MB) — total image footprint ~1 GB (vs ~13 GB before)
  • Separated PostgreSQL: dedicated postgres:16-alpine container instead of embedded in Monitor

Use Cases

  • Network Protocol Stack Performance Optimization: Identify bottlenecks and improve transmission efficiency
  • Threat Detection and Security Defense: Detect and block potential attacks such as DDoS and ARP spoofing
  • Fault Diagnosis: Diagnose issues caused by latency, packet loss, or abnormal cross-layer behavior
  • Topology Analysis: Analyze path latency and routing performance in cross-regional deployments
  • Industrial Internet Security: Monitor industrial control systems in real time to ensure safety and integrity

❤️ Contributing

We welcome issues and pull requests! If you find bugs or have suggestions, open an issue or PR. Please refer to CONTRIBUTING for contribution guidelines.

License

This project is licensed under the MIT License. See LICENSE for details.

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> Details

PublishedAug 1, 2026
UpdatedSep 17, 2026
Category编程语言
PricingOpen source

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