# Vibe with Kevin (@vibewithkevin) on tiktok

- id: koinon:creator:tiktok_vibewithkevin
- url: https://koinonlink.com/kol/tiktok/vibewithkevin
- schema_version: 1.3

## Identity
- platform: tiktok
- handle: vibewithkevin
- platform_url: https://www.tiktok.com/@vibewithkevin
- country: United States
- entity_type: creator
- person_id: Cross-platform identity not resolved for this creator.

## Reach
- followers: 9135
- following: 123
- posts_observed: 30
- verified: false
- size_tier: nano

## Engagement
- status: not_collected
- status_note: Engagement has not been collected for this creator yet. This is a gap in our collection, NOT a statement that the creator has no engagement. Follower count is known, so it is measurable.
- 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: ai_tools
- category_confidence: 0.95
- category_source: derived_from_recent_content
- topics: Claude Code / Claude agents, OpenAI Codex usage and voice mode, Building apps from prompts with Gemini/Claude, AI agent orchestration and multi-agent workflows, GitHub repos and tools for AI coding, Prompt engineering and jailbreaks for better results

## Audience (inferred)
- status: present
- description: AI developers and engineers actively building with coding agents, Claude Code, OpenAI Codex and similar LLM tools
- roles: automation
- seniority: practitioner
- pain_points: Agents produce low-quality or broken code (e.g. GSAP) that still needs heavy manual fixes, Difficulty orchestrating multiple parallel agents and passing context between them, Keeping up with rapid model updates, pricing changes and hidden features that affect daily workflow, Removing AI-generated slop and watermarks from output while maintaining quality
- posts_analysed: 40
- confidence: 0.75

## Commercial (inferred)
- audience_buyer_fit: 0.8
- promotion_intent: 0.9
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 43
- authenticity_basis: profile_shape_only
- credibility_score: 43
- flagged_for_review: false
- koinon_bd_grade: C — 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
- [tiktok_vibewithkevin#392ea381] Building apps has never been easier. @googlegemini makes simple android apps with a single prompt and now @Claude code can run iOS app simulations in the terminal. #claudecode #ai #ios #app #aiapp (https://www.tiktok.com/@vibewithkevin)
- [tiktok_vibewithkevin#c926966c] original sound - vibewithkevin
- [tiktok_vibewithkevin#261db7f5] It is a becoming a big trend on TikTok now! Click here: claudecode
- [tiktok_vibewithkevin#6df1efc3] Check out Vibe with Kevin’s video! #TikTok >
- [tiktok_vibewithkevin#6b7e645e] Search:
- [tiktok_vibewithkevin#87a389a7] uild a website with claude
- [tiktok_vibewithkevin#05c83aa4] Fable 5 is free on your @Claude plan through July 7, then it flips to metered credits. Most people are spending the window on throwaway demos that die the second their access downgrades. Here are 5 things to build now that keep paying off after the 7th, starting with teaching you
- [tiktok_vibewithkevin#e576bd88] The creator of @Claude c

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

- audience.description: source_type=ai_inferred, confidence=0.75, freshness_days=16, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.75, freshness_days=16, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.75, freshness_days=16, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=0, 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=0, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=5, 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=0.25, freshness_days=0, 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=5, 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=5, method=platform_profile

## Freshness
- profile_checked_days_ago: 5
- content_analysed_days_ago: 0
- audience_updated_days_ago: 16

## AI retrieval
- indexing_requests: 1
- 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=tiktok_vibewithkevin
- Request removal: https://koinonlink.com/claim?k=tiktok_vibewithkevin
- Terms: https://koinonlink.com/for-ai