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pattern-of-life-from-socials

Deep-dive a subject's social media presence — profile metadata, follower and mutual network, content analysis, and posting-time pattern of life across Instagram, Facebook, X/Twitter, TikTok, LinkedIn, Reddit, Telegram and Discord. Use when profiling a social account, mapping someone's associates, inferring a subject's timezone or routine from their posts, or archiving a profile before it is deleted. Applies to threat assessment and executive protection, insider-threat investigation, pre-litigati

13stars1forksUpdated 8/14/2026
Developer Tools#osint#privacy#surveillance#social-media#investigation

Security Assessment

High Risk(42/100)

Detected risks:

Individual surveillance and deanonymization(The skill provides tradecraft for profiling a specific person's social media to infer their location, daily routine, timezone, sleep window, and real-world associates, which is personal surveillance capability., It includes deanonymization techniques such as deriving durable account IDs, decoding creation timestamps, recovering handle history, and geolocating from photo content, which can identify and track individuals., The source itself states the same method produces a stalking dossier and marks the skill as the most abusable in its repository, despite the strong authorization and scope guardrails it requires.)
Security Score42/100

About pattern-of-life-from-socials

pattern-of-life-from-socials is an OSINT tradecraft skill for deep-diving a subject's social media presence across Instagram, Facebook, X/Twitter, TikTok, LinkedIn, Reddit, Telegram, and Discord, turning scattered public posts into a model of where someone is, when, and with whom. It works four analytic layers — account metadata, network, content, and temporal behaviour — deliberately emphasizing the metadata and posting-time signals that a subject cannot curate.

The skill covers deriving account creation dates and durable numeric IDs (including snowflake timestamp decoding), recovering handle history, mapping networks by early followers, mutual-follow clusters, tag direction, and reply latency, reading accidental content in photos (reflections, screens, documents, vehicles, repeated backgrounds), extracting EXIF and geolocating imagery via sibling skills, and plotting post timestamps to infer a sleep window, timezone offset, and work pattern. It carries unusually heavy ethical scaffolding: the skill opens by naming itself the most abusable technique in the repo, is marked `disable-model-invocation: true`, and requires a written authorized scope (subject, objective, in/out-of-bounds, posture, jurisdiction, stop condition) before any profile is opened, with explicit stop conditions when the trail reaches an uninvolved third party.

It is aimed at authorized professionals doing threat assessment and executive protection, insider-threat investigation, pre-litigation research, and personal exposure audits. Despite the strong guardrails, the underlying capability is personal surveillance, deanonymization, and location/routine inference on individuals — genuinely high-impact, privacy-invasive tradecraft that the source itself acknowledges can produce a stalking dossier. That capability profile places its security rating well below benign skills regardless of the intended framing.

FAQ

What does this skill actually produce?

A pattern-of-life model of a subject built from four layers — account metadata, social network, photo content, and posting-time behaviour — including inferred timezone, daily routine, inner circle, and locations.

What must happen before any profiling begins?

A written authorized scope: the subject, a concrete objective, explicit in-bounds and out-of-bounds items, observation-vs-interaction posture, governing jurisdiction, and a stop condition. The skill also requires reading the repo's ETHICS.md.

Why is it marked disable-model-invocation?

The skill front-matter sets `disable-model-invocation: true`, meaning it is not auto-triggered by the model; it must be invoked deliberately, reflecting its high abuse potential.

What are the stated limits?

Explicit stop conditions: stop when the objective is answered, when the trail reaches an uninvolved third party, or when the only remaining question is where the subject sleeps. Minors and uninvolved family are out of bounds unless the objective requires and can defend it.

What are the intended use cases?

Authorized threat assessment and executive protection, insider-threat investigation, pre-litigation research, and personal exposure audits — not surveillance of uninvolved people.

All Files

3 files
SKILL.md12.0 KB
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reference/platform-disclosure.md8.5 KB
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reference/analytic-checklist.md7.2 KB
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Install pattern-of-life-from-socials

Download and extract the skill files to your .claude/skills/ directory.

Quick Setup:

  1. Copy the skill folder to .claude/skills/
  2. Claude will automatically detect and use the skill

Repository

useosint/osint-skills

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