Community Signals
What engineers, researchers and users are actually writing — in their own words, on their own platforms. This page indexes the public posts, comments, issues and questions our monitoring collects, with the source, the publish time and the original link kept on every record.
Quotes with links, not reporting
Nothing on this page is TechQuire's own reporting, and nothing here is presented as our finding. The table behind it stores public user-generated content exactly as it was posted elsewhere, together with the provenance needed to trace it back: the platform, the author handle, the platform's own publish timestamp, the URL of the original item, and the thread it belongs to.
When we publish an article that draws on one of these items, the item is quoted verbatim and attributed, the original is linked, and the article is labelled as a quotation of public discussion rather than original reporting.
We do not re-host bodies as a browsable feed, and we do not republish private or access-controlled material. Records are kept for research and for quoting with attribution; the canonical copy of every item stays on the platform that published it.
Method and de-duplication
Items are collected from public APIs and public pages only — no logins, no access-control bypass, no scraping behind a paywall. Each item keeps the platform's native timestamp and the name of the field it was read from, so an undated item is marked as undated instead of being given a fabricated time.
De-duplication is three-layered: an item key built from the platform plus its normalised canonical URL, a content fingerprint over the title and opening text, and a comparison against everything already held. Items whose publish time is missing or implausible, or whose source fields are incomplete, are rejected at import rather than stored with guessed values.
What is in the pool
Window counts are measured from the collection time , not from today, so the numbers do not drift as the page ages. Oldest stored item: 2 Jan 2020 · Newest stored item: 25 Sep 2026.
Sources in the pool
By platform
| Platform | Signals |
|---|---|
| hackernews | 1411 |
| github | 953 |
| devto | 836 |
| gitee | 373 |
| juejin | 169 |
| lemmy:lemmy.zip | 164 |
| lemmy:lemmy.world | 145 |
| lemmy:sh.itjust.works | 132 |
| discourse:discuss.python.org | 130 |
| lemmy:lemmy.dbzer0.com | 117 |
| discourse:community.retool.com | 116 |
| discourse:forums.swift.org | 116 |
| lemmy:feddit.org | 104 |
| lemmy:programming.dev | 91 |
By type
| Type | Signals |
|---|---|
| comment | 2590 |
| post | 1428 |
| issue | 1326 |
| question | 190 |
| launch | 40 |
By collection source
| Source | Signals |
|---|---|
| Hacker News 最新评论(Algolia) | 1108 |
| GitHub Issues 搜索(近7天) | 953 |
| dev.to 评论 | 458 |
| dev.to 最新文章 | 378 |
| Hacker News 最新提交(Algolia) | 303 |
| Python 官方论坛 帖子/回复 | 130 |
| Retool 社区 帖子/回复 | 116 |
| Swift 官方论坛 帖子/回复 | 116 |
| Lemmy 社区新评论(lemmy.zip) | 92 |
| Cursor 官方论坛 帖子/回复 | 89 |
By language
| Language | Signals |
|---|---|
| en | 5033 |
| zh | 527 |
| ko | 8 |
| ja | 6 |
Articles quoting a signal
Removal and correction
If you posted something that appears here and you want it removed, write to our contact page with the original URL and we will delete the stored record and any article quote that depends on it.