AbuseIPDB API reference. IP reputation and abuse report lookups.
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Use when the user asks about the CTI Hyperloop framework, the intelligence lifecycle as a high-tempo loop, or how to map intelligence work across strategic / operational / tactical levels with bidirectional feedback. Liberty91's operational doctrine.
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查看安装方法安装前可以查看交给 AI 代理的指令内容。
The CTI Hyperloop (based on Google/Mandiant's practical implementation framework) extends the traditional intelligence cycle by running it at three levels simultaneously with continuous bidirectional feedback.
Traditional intelligence cycle: linear, single-track, often stuck at the tactical level. Hyperloop: three parallel tracks (strategic, operational, tactical) feeding each other continuously.
STRATEGIC ←→ OPERATIONAL ←→ TACTICAL
↓ ↓ ↓
Direction → Collection → Processing → Analysis → Dissemination → Feedback
↑ |
└──────────────────────────────────────────────────────────────┘
What: Define what intelligence is needed and set priorities.
| Level | Activity | Agent | Skills |
|---|---|---|---|
| Strategic | Set/review PIRs, horizon scanning briefs | orchestrator | pir-management, stakeholder-management |
| Operational | Define collection priorities for active investigations | orchestrator | pir-management, sops |
| Tactical | Identify IOC collection gaps, detection coverage gaps | orchestrator | sops |
What: Gather raw data from relevant sources.
| Level | Activity | Agent | Skills |
|---|---|---|---|
| Strategic | Trend monitoring, landscape research | osint-researcher | osint-methodology |
| Operational | Threat actor tracking, campaign research, dark web monitoring | osint-researcher, tool agents | osint-methodology, darkweb-collection |
| Tactical | IOC lookups, bulk enrichment | tool agents, ioc-processor | tool-api skills, ioc-enrichment-workflow |
What: Normalise, deduplicate, and structure collected data.
| Level | Activity | Agent | Skills |
|---|---|---|---|
| All | IOC deduplication, format normalisation, source assessment tagging | ioc-processor | ioc-enrichment-workflow, source-assessment |
What: Apply human judgment to produce assessed intelligence.
| Level | Activity | Agent | Skills |
|---|---|---|---|
| Strategic | Horizon scanning, maturity assessment, trend analysis | analyst | horizon-scanning, threat-assessment, maturity-assessment |
| Operational | ACH, threat actor profiling, campaign tracking | analyst | ach, threat-actor-profiling, campaign-tracking, key-assumptions-check |
| Tactical | IOC correlation, detection gap analysis, indicator pivoting | analyst | indicator-pivoting, vulnerability-intelligence |
What: Deliver finished intelligence to stakeholders.
| Level | Activity | Agent | Skills |
|---|---|---|---|
| Strategic | Landscape reports, annual assessments, board briefings | report-writer | intelligence-writing, writing-assessments, stakeholder-management |
| Operational | Actor profiles, campaign reports, operational assessments | report-writer | intelligence-writing, writing-assessments |
| Tactical | IOC packages, detection rules, flash reports | detection-engineer, ioc-processor, report-writer | sigma/yara/kql-writing, ioc-export, stix-bundle |
What: Assess effectiveness and refine direction.
| Level | Activity | Agent | Skills |
|---|---|---|---|
| All | Consumer feedback, source quality tracking, PIR refinement | orchestrator | feedback-loops, pir-management |
Tactical → Operational: IOC enrichment reveals infrastructure pattern shared across multiple incidents → triggers campaign tracking investigation.
Operational → Strategic: Campaign analysis identifies new nation-state actor shifting targeting to a new sector → feeds into strategic landscape assessment and PIR update.
Strategic → Operational: Horizon scanning identifies AI-augmented social engineering as emerging threat → creates operational collection tasking for specific TTP monitoring.
Operational → Tactical: Threat actor profiling reveals preferred exploitation technique → drives creation of specific SIGMA detection rules.
Strategic → Tactical: Risk assessment identifies unpatched VPN as critical exposure → prioritises vulnerability intelligence and IOC monitoring for VPN exploits.
Tactical → Strategic: Spike in credential-stuffing alerts → informs strategic assessment of the underground economy and infostealer trend.
When the orchestrator receives a task, it maps it to the Hyperloop:
| User Request | Primary Level | Hyperloop Phases | Key Agents |
|---|---|---|---|
| "Investigate this IP" | Tactical | 2→3→4→5 | Tool agents → IOC processor → Analyst → Detection engineer |
| "Profile this threat actor" | Operational | 2→3→4→5→6 | OSINT researcher → IOC processor → Analyst → Report writer → Update knowledge cell |
| "Write a threat assessment on X" | Strategic/Operational | 1→2→3→4→5→6 | Orchestrator (PIRs) → OSINT researcher → Analyst (SATs) → Report writer → Quality reviewer |
| "Enrich this IOC list" | Tactical | 2→3→5 | Tool agents → IOC processor → Export |
| "What's the current ransomware landscape?" | Strategic | 2→4→5 | OSINT researcher → Analyst (knowledge cell) → Report writer |
| "Create detection rules for APT28 TTPs" | Tactical | 4→5 | Analyst (knowledge cell) → Detection engineer |
| "Review our PIRs" | Management | 1→6 | Orchestrator (PIR management, feedback loops) |
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AbuseIPDB API reference. IP reputation and abuse report lookups.
中文简介正在准备中。当前显示原文说明。
Analysis of Competing Hypotheses — structured technique for evaluating multiple explanations against evidence. Use when facing ambiguous attribution or multiple plausible scenarios. Prefers graded evidence items from /quality-of-information-check and runs that skill first when handed raw URLs or text. Runs on ungraded evidence when asked, labelled as such, unweighted, and capped at Moderate confidence.
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Use when documenting a named campaign across time and victims, the user asks to start or update a campaign record, or another skill identified a multi-incident cluster that warrants formal tracking. Provides the template (timeline, attribution, victimology, attack chain, Diamond Model mapping, IOC clusters) and the lifecycle from active to historical.
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Use when the user asks about carding, BIN attacks, payment-card breach markets, fullz/CVV2 trade, autoshops (BidenCash, Brian's Club, Russianmarket, B1ack's Stash), or financial-fraud TTPs. Self-updating knowledge cell.
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Censys API v2 reference. Host reconnaissance and certificate data.
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Use when the user asks about Chinese state-sponsored cyber operations or specific PRC-aligned actors (APT41, Volt Typhoon, Mustang Panda, APT10, APT31, Salt Typhoon, etc.), MSS/PLA-attributed campaigns, or PRC sector targeting. Self-updating knowledge cell.
中文简介正在准备中。当前显示原文说明。