docs: competitive upgrade plan vs OSSInsight + TrendShift (2026-06-14) - #3171
Open
0motionguy wants to merge 1 commit into
Open
0motionguy wants to merge 1 commit into
0motionguy wants to merge 1 commit into
Conversation
Punch list derived from a side-by-side Toolbox engine scrape of trendingrepo.com, ossinsight.io, and trendshift.io. The scrape itself ran through the new in-repo bench harness at toolbox PR #239 (Wave 1 engine performance + Wave 2 competitive feature extraction). All competitor data came through our engines — Firecrawl, Toolbox web.scrape.v1, Context API, cloak — not WebSearch. Four sections, each item scoped <1 day with Why / How (file pointer) / Verify lines: 1. Freshness wins (F1-F5) — cron tightening + homepage stamp 2. Coverage wins (C1-C4) — Reddit, TrendShift, video, hourly 3. UX wins (U1-U4) — language chips, time windows, etc. 4. LLM consensus restoration (L1-L2) — NanoGPT swap (Kimi dead) Phase 0 (blocker) — F1-F3 cron edits target the velocity-engine fetchers (velocity-refresh, velocity-backfill, star-activity-deltas) which live only on the unmerged hardening/2026-05-31-wave branch. The companion freshness PR was deferred until branch reconciliation lands. Everything else in the plan is actionable today. Sister deliverable: 0motionguy/toolbox#239 (scrape-bench Wave 1 + Wave 2). Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
trendingrepo.com,ossinsight.io,trendshift.iothrough the new Toolbox engine bench (companion PR: 0motionguy/toolbox#239).hardening/2026-05-31-wavebranch. The originally-planned companion code PR was deferred until branch reconciliation.What the scrape showed
Tangible gaps to close: (1) explicit freshness markers on the homepage, (2) language-filter visibility, (3) the dead LLM consensus.
Test plan
hardening/2026-05-31-wavetomainOR target F1–F3 directly to the hardening branch🤖 Generated with Claude Code