Aftermath
Outcome-label eval kit for agent guardrails. by Haku
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Details
- External ID
- 1272868
- Source
- PH
- Company
- —
- Product
- Aftermath
- Website domain
- producthunt.com
- Launched
- Oct. 9, 2026
- Cohort
- —
- Upvotes
- 1
- Upvotes percentile
- 0.3259180348414588
- Tags
- Open Source, Developer Tools, Artificial Intelligence
- Fetched at
- Oct. 9, 2026, 5:01 p.m.
- Updated at
- Oct. 9, 2026, 5:01 p.m.
Description
Guardrails classify tool names; incidents classify outcomes. Aftermath ships the labeled data Oct 2026 news demanded: 30 agent traces — the HTTP-GET-that-writes, the decrypt-after-filter exfil, the citation-tool proxy, the test-env escape — labeled safe / data-exfil / unauthorized-write / scope-escape / resource-abuse. Outcome classifier: 30/30 on the corpus; tool-name allowlist: 8/30. Includes the stdlib CLI, runbook, and one-page evidence report for the NY RAISE Act 72h clock (Jan 1, 2027).
Enrichment
- Niche
- AI testing harnesses and safety tools
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Commercial product
- Normalized one-liner
- guardrail evaluation toolkit for ai agents
- Manually corrected
- False
Could you build this?
Yes This is an evaluation dataset and test harness containing labeled agent execution traces and guardrail test cases, easily created or packaged with AI tools.
Competitors
Other products that read as similar to this one — 16 launches clear the similarity bar, closest 8 shown.
Attention rank: #7 of 17 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 211 days after the earliest competitor.
- SafetyGraph · ph · 2026-10-09 · 1 upvotes · similarity 0.34
- jev-guard · github · 2026-09-22 · 7 upvotes · similarity 0.33
- Evidence-First Security Kit · ph · 2026-09-15 · 1 upvotes · similarity 0.33
- DidWork · ph · 2026-09-25 · 3 upvotes · similarity 0.32
- CRAToolkit · ph · 2026-10-02 · 2 upvotes · similarity 0.32
- Tracekit · ph · 2026-10-05 · 1 upvotes · similarity 0.32
- Scrubbe · ph · 2026-10-05 · 1 upvotes · similarity 0.32
- ToolStorm · ph · 2026-09-24 · 1 upvotes · similarity 0.32
Other launches for this product
- No other launches for this product.