search_outliers
shallowcom.viraloutliers/viral-outliers · Verify this server
Search a continuously-crawled database of social media posts ranked by outlier score: how strongly a post overperforms the account's own baseline. Filter by platform, keyword, exact creator handle, content type, an outlier-score band (min/max), a view band (min/max), a follower band (min/max), an engagement-rate band (min/max) and time window; sort by outlier score, views, likes, engagement or recency. Returns post metadata, stats and thumbnails. Use this to find proven viral formats in any niche before creating content. Results may include deleted posts (deleted_at set) and posts from deactivated profiles (profile is_active=false), these are kept for their thumbnails and format ideas, with stats frozen at deletion; filter on deleted_at / is_active if you only want live content. Cost: 1 credit per call.
1 trials · measured 8 days ago
search_outliers scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against com.viraloutliers/viral-outliers, measured 25 Aug 2026 under methodology v0.2.0. Every measured component scored 100.
Component breakdown
| Component | Weight | Value |
|---|---|---|
| Reliability | 35% | not applicable |
| Schema integrity | 25% | 100.0 |
| Failure behaviour | 15% | not applicable |
| Latency | 15% | not applicable |
| Concurrency | 10% | not applicable |
Tool details
- Transport
- remote
- Credential class
- self-provisionable
- Input schema
- not declared
- Output schema
- not declared
- Side-effect classification
- unclassified
Score history
| Day | Score | Tier | Methodology |
|---|---|---|---|
| 2026-08-25 | 100.0 | shallow | v0.2.0 |
Probe evidence
| Probe | Outcomes |
|---|---|
| schema_integrity | pass: 1 |
Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.
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[](https://vouch.tools/tools/a8ce052e-debb-496f-b185-c6e0a0aa27cc)