Home / Skills / headline-filter-map-reduce
headline-filter-map-reduce
mrmps/classifier-devSkill
Filter hundreds or thousands of headlines, search results or feed items against a written brief before opening any of them, using a two-stage cascade that spends a fast model on everything and a reasoning model only on the borderline band. Use when a monitoring run, feed sweep or search returns more items than are worth reading. Triggers on "which of these are relevant", "filter this feed", "go through these headlines", "anything here about X", "catch me up on".
Why this score
This repo hosts 10 skills, so its 425 stars are split between them (about 43 each) for scoring.
Popularity score: 64/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit b0e3b449a9c4, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This oneheadline-filter-map-reduce mrmps/classifier-dev · Skill | 64 | ★ 425 | ≈123 always | 17d ago |
| headlines notque/vexjoy-agent · Skill Both about headline | 65 | ★ 442 | ≈20 always | 16d ago |
| reduce agenticnotetaking/arscontexta · Skill Both about reduce and relevant | 54 | ★ 3.5k | ≈89 always | 8mo ago |
| filters-and-postfx phaserjs/phaser · Skill Both about filter | 82 | ★ 41k | ≈74 always | 3mo ago |
| ashare-pre-st-filter HKUDS/Vibe-Trading · Skill Both about filter | 87 | ★ 36k | ≈33 always | 16d ago |
| jndi-map X1r0z/JNDIMap · Skill Both about map | 60 | ★ 602 | ≈21 always | 6mo ago |