# Moriarty (@Moriarty_winn) on x

- id: koinon:creator:x_moriarty_winn
- url: https://koinonlink.com/kol/x/Moriarty_winn
- schema_version: 1.4

## Identity
- platform: x
- handle: Moriarty_winn
- platform_url: https://twitter.com/Moriarty_winn
- website: Https://t.me/gg_pentol
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 6156
- following: 3392
- posts_total: 21593
- posts_observed: 8
- posts_per_day: 12.739
- account_age_days: 1695
- verified: true
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.01283
- best_post_interactions: 79
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: martech
- category_confidence: 0.92
- category_source: derived_from_recent_content
- topics: AI-powered creative automation, Performance marketing workflows, Tool integration in digital advertising, AI agent development for marketing, Efficiency in ad production
- bio: I shit gold and trade on @Evedex 👀 you can beat me at any game btw

## Audience (inferred)
- status: present
- description: Performance marketers and digital advertisers who are frustrated with fragmented AI workflows and are seeking integrated, efficient creative automation tools
- roles: ads
- seniority: practitioner
- pain_points: Spending too much time switching between multiple tools for copy, video, and product creation, Struggling to maintain consistent creative quality across different platforms, Lacking seamless integration between AI tools for end-to-end campaign execution
- posts_analysed: 6
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 70
- authenticity_basis: engagement_observed
- credibility_score: 70
- flagged_for_review: false
- koinon_bd_grade: A — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_moriarty_winn#e71e605e] This MCP is about to split performance marketers into two groups, and the difference between them will be quite embarrassing lol. (https://twitter.com/Moriarty_winn)
- [x_moriarty_winn#d524f766] Since 2024, AI marketing meant tab-switching.
- [x_moriarty_winn#7a1066df] > Prompt one tool for copy,
- [x_moriarty_winn#8fa7e457] > paste into another for video,
- [x_moriarty_winn#c6396c9b] > export, then upload to a third for products.
- [x_moriarty_winn#0bf857aa] What Creatify just made changes that. Their creative agent now lives inside Claude and can use their peak model, F

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=21, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=79, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=79, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=108, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 79
- audience_updated_days_ago: 21

## AI retrieval
- indexing_requests: 9
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_moriarty_winn
- Request removal: https://koinonlink.com/claim?k=x_moriarty_winn
- Terms: https://koinonlink.com/for-ai