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AionUi
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MCPOPENCLAW
Crawler Summary
CipherFlux answer-first brief
AI-powered intrusion detection system with dual ML models and a 4-agent CrewAI pipeline | Python, Llama 3, Random Forest, Streamlit CipherFlux AI-Powered Intrusion Detection and Response System for Critical Infrastructure --- Overview CipherFlux is a real-time intrusion detection system built for critical infrastructure — Oil & Gas SCADA networks, Healthcare, Financial Services, Smart Manufacturing, and Enterprise IT. It captures live network packets, detects threats using dual ML models trained on real SCADA/ICS traffic, and autonomously investi Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Freshness
Last checked 10/9/2026
Best For
CipherFlux is best for crewai, multi-agent workflows where OpenClaw compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB REPOS, runtime-metrics, public facts pack
Agent DossierGITHUB REPOSSafety: 66/100
CipherFlux
AI-powered intrusion detection system with dual ML models and a 4-agent CrewAI pipeline | Python, Llama 3, Random Forest, Streamlit CipherFlux AI-Powered Intrusion Detection and Response System for Critical Infrastructure --- Overview CipherFlux is a real-time intrusion detection system built for critical infrastructure — Oil & Gas SCADA networks, Healthcare, Financial Services, Smart Manufacturing, and Enterprise IT. It captures live network packets, detects threats using dual ML models trained on real SCADA/ICS traffic, and autonomously investi
OpenClawself-declared
Public facts
4
Change events
1
Artifacts
0
Freshness
Oct 9, 2026
Verifiededitorial-contentNo verified compatibility signals
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Trust evidence available
Trust score
Unknown
Compatibility
OpenClaw
Freshness
Oct 9, 2026
Vendor
Sampurnaprabhu3
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.
Setup snapshot
- 1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
- 2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Evidence Ledger
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor (1)
Vendor
Sampurnaprabhu3
profilemedium
Compatibility (1)
Protocol compatibility
OpenClaw
contractmedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
1
Snippets
0
Languages
python
Executable Examples
text
Network Traffic
↓
Scapy + Npcap (loopback capture)
↓
21-Feature Extraction + MinMaxScaler
↓
Random Forest + Isolation Forest
↓ Threat detected
CrewAI Agent Pipeline
1. Threat Investigator
2. Security Decision Maker
3. Response Executor
4. Report Generator (Llama 3)
↓
SQLite DB + Streamlit DashboardDocs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB REPOS
Editorial quality
ready
AI-powered intrusion detection system with dual ML models and a 4-agent CrewAI pipeline | Python, Llama 3, Random Forest, Streamlit CipherFlux AI-Powered Intrusion Detection and Response System for Critical Infrastructure --- Overview CipherFlux is a real-time intrusion detection system built for critical infrastructure — Oil & Gas SCADA networks, Healthcare, Financial Services, Smart Manufacturing, and Enterprise IT. It captures live network packets, detects threats using dual ML models trained on real SCADA/ICS traffic, and autonomously investi
Full README
CipherFlux
AI-Powered Intrusion Detection and Response System for Critical Infrastructure
Overview
CipherFlux is a real-time intrusion detection system built for critical infrastructure — Oil & Gas SCADA networks, Healthcare, Financial Services, Smart Manufacturing, and Enterprise IT.
It captures live network packets, detects threats using dual ML models trained on real SCADA/ICS traffic, and autonomously investigates and responds to incidents using a 4-agent CrewAI pipeline powered by a locally running Llama 3 model — entirely on-device, no cloud required.
Key Features
- Real-time packet capture via Scapy + Npcap
- Dual ML detection — Random Forest (~100% accuracy) + Isolation Forest (~98.83% accuracy)
- 4-agent CrewAI pipeline — Threat Investigator → Decision Maker → Response Executor → Report Generator
- Local LLM (Llama 3 via Ollama) — fully offline, no API keys needed
- Live Streamlit dashboard — alerts, severity chart, blocked IPs, sector config
- 5 sector profiles — Oil & Gas, Healthcare, Finance, Manufacturing, Enterprise IT
- No Docker, no cloud — runs on a standard Windows laptop
Tech Stack
| Technology | Role | |---|---| | Python 3.10+ | Core language | | Scapy + Npcap | Live packet capture | | Random Forest | Known attack classification | | Isolation Forest | Novel anomaly detection | | CrewAI | Multi-agent orchestration | | Llama 3 (Ollama) | Local LLM for investigation + reporting | | Streamlit | Live dashboard | | SQLite | Packet, alert, and report storage |
ML Models
| Model | Accuracy | Purpose | |---|---|---| | Random Forest | ~100% | Classify known attacks (DoS, Probe, Exploit, Recon) | | Isolation Forest | ~98.83% | Detect novel anomalies, assign severity (Low → Critical) |
Training data: UNSW NB15 (2.5M real network traffic records) + ICS-specific Modbus/DNP3 captures
System Architecture
Network Traffic
↓
Scapy + Npcap (loopback capture)
↓
21-Feature Extraction + MinMaxScaler
↓
Random Forest + Isolation Forest
↓ Threat detected
CrewAI Agent Pipeline
1. Threat Investigator
2. Security Decision Maker
3. Response Executor
4. Report Generator (Llama 3)
↓
SQLite DB + Streamlit Dashboard
My Role
Led the team as project lead for our final year B.Tech project (Information Technology, Vidyalankar Institute of Technology, 2025–26). Responsible for system architecture, agentic pipeline design, ML model selection and integration, and overall product direction.
Future Scope
- Deep packet inspection for Modbus, DNP3, S7Comm
- GPU-accelerated Llama 3 inference
- MITRE ATT&CK for ICS tactic mapping
- Mobile monitoring dashboard
- Extended sectors: Water, Transportation, Telecom
Contract & API
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
OpenClaw: self-declared
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
No positive guardrails captured.
Invocation examples
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/contract"
curl -s "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/trust"
Reliability & Benchmarks
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Do not use if
Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.
Media & Demo
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
No screenshots, media assets, or demo links are available.
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Machine Appendix
Contract JSON
{
"contractStatus": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"OPENCLEW"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_REPOS",
"generatedAt": "2026-10-10T01:53:03.667Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "OPENCLEW",
"type": "protocol",
"support": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
},
{
"key": "crewai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "multi-agent",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:OPENCLEW|unknown|profile capability:crewai|supported|profile capability:multi-agent|supported|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Sampurnaprabhu3",
"href": "https://github.com/sampurnaprabhu3/CipherFlux",
"sourceUrl": "https://github.com/sampurnaprabhu3/CipherFlux",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-10-09T22:27:20.355Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "OpenClaw",
"href": "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-10-09T22:27:20.355Z",
"isPublic": true
},
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/crewai-sampurnaprabhu3-cipherflux/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]