Lead radar becomes owned proof
Public AI-review pain, turned into a proof-audit buying path.
AgentProof watches public AI-PR and repo-proof signals without treating them as permission to pitch. Each run converts the latest market research into better owned surfaces: precheck links, checkout context, sample reports, and safer fulfillment.
20public signals
8open/current published
0reply-eligible
$149fixed async audit
What the market is asking for
Avoidable review-load math
AgentProof uses quantified review-load snippets when they exist, and otherwise keeps the bridge tied to the top watch-only repo without inventing savings. None of these threads are outreach permission.
PRs claimed as auto-close candidates in quantified public snippets.
Estimated avoidable review time at 10 minutes per low-proof PR.
Fixed proof pass price for one public repo or PR when outside evidence is cheaper than review churn.
Buyer economics
If a similar load is avoided, this is the hourly value needed for the $149 pass to break even.
Saved review time needed to break even at $50/hour internal review cost.
Saved review time needed to break even at $100/hour internal review cost.
google-gemini/gemini-cli
7 of 353 PRs
Public snippet claimed these would have been auto-closed before review. Use this as demand research, not as permission to contact the maintainer.
Comfy-Org/ComfyUI
5 of 171 PRs
Public snippet claimed these would have been auto-closed before review. Use this as demand research, not as permission to contact the maintainer.
anthropics/skills
5 of 46 PRs
Public snippet claimed these would have been auto-closed before review. Use this as demand research, not as permission to contact the maintainer.
Current public signals
Published set: open and recently created or updated signals. 12 closed or stale signals were kept out of this buyer-facing proof page.
softwarecomparereview/overpayingforai
Build email capture lead magnets and OpenRouter supervised autopilot for pricing + blog drafts
# Build email capture lead magnets and OpenRouter supervised autopilot for pricing + blog drafts ## Context OverpayingForAI is an AI pricing intelligence, cost-comparison, and buyer decision-support platform...
blader/humanizer
AI-iness density pre-check to avoid over-correcting human-first text
### Problem When humanizer runs on text that's already mostly human-written (personal journals, rough drafts, meeting notes), it can over-correct. Fragments, first-person voice, and specific names get flagge...
zynax-io/zynax
docs: AI-output review checklist items human reviewer must verify on every AI-generated PR
## Why Part of Epic #173 (Pillar 9 Code Correctness). AI-generated code passes lint and tests but can still contain subtle correctness issues that automated tools miss: business logic that is correct in isol...
johndoe6345789/RevolutionaryWayToServeUpReactApps
Fix CI failure (lint + tests) for run #678
**Automated CI Alert** Both **lint** and **tests** failed in the same CI run. - Run: [#678](https://github.com/johndoe6345789/RevolutionaryWayToServeUpReactApps/actions/runs/24806891511) - Commit: 0ffdc66974...
google-gemini/gemini-cli
Protect gemini-cli from AI slop PRs
7 of 353 PRs in the last 2 weeks would have been auto-closed before review (e.g. #27022 fix(core): add gemini-2.5-flash-lite to default fallback cha, #27019 chore(deps): bump systeminformation from 5.31.4 to...
Comfy-Org/ComfyUI
Protect ComfyUI from AI slop PRs
5 of 171 PRs in the last 2 weeks would have been auto-closed before review (e.g. #13868 I have this cmd problem in comfyui portable, #13808 Test1). Install a GitHub Action: - [PR Quality Gate](https://github...
anthropics/skills
Protect skills from AI slop PRs
5 of 46 PRs in the last 2 weeks would have been auto-closed before review (e.g. #1123 Add ondotori-import skill for T&D Ondotori data loggers, #1122 Add ondotori-import skill for T&D Ondotori data loggers)....
makeplane/plane
Protect plane from AI slop PRs
10 of 35 PRs in the last 2 weeks would have been auto-closed before review. Install a GitHub Action: - [PR Quality Gate](https://github.com/kimjune01/sweep/blob/master/action.yml), judges PR quality not auth...
How this compounds
1. Radar finds demand
Public issues and PR threads expose repeated pain around proof, review load, AI-generated work, CI failures, and DX gaps.
2. The owned surface improves
Watch-only candidates become precheck links, sample artifacts, checkout context, and sharper no-secrets handoff paths.
3. The next run starts higher
The next revenue loop inherits the page, the source report, the target links, and the safer stop rules instead of restarting from zero.
Need outside proof for one public repo or PR?
Keep the target public, the inputs safe, and the delivery written.