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Early signalⓘEvidence tiers: Early signal = 1 uncorroborated request — treat as radar, not a validated opportunity · Corroborated = 2-3 requests · Validated = 4+ requests from 2+ different people. Every count appears exactly once, in the fact bar below — each traces to a real source post.
Cheaper Local Coding Agents
What they tried & dropped
Extracted word-for-word from the evidence posts below — every item is quoted verbatim from a real builder.
EPYC Milan + Supermicro H12SSL-i + 2-3x RTX 3090
— "quality/precision does"
verbatimsign in to trace ↗
Pain, in numbers
Quantified only where a builder stated a real figure — no LLM estimates.
$7-7.5k budget“budget around $7-7.5k”
Hard requirements
Non-negotiables stated by builders in their own words. Miss one and they will not switch.
self-hostedbudget cap
Competitor pricing
Named rivals · prices not yet verified 🔒
Pricing collected · names — log in ↗
How we checked
Where we searched
2 sources · GitHub (open-source check) · SaaS marketplaces
Verification funnel
57 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
today · auto-refreshed every 30 days
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Every source post · named rivals with real prices · what builders tried & dropped · quantified pain — all traceable to the original posts
Sign up free →Signal history
3 tracked posts (1 ask · 2 product/news)
first post Apr 2026
▲ 1 in the last 30 days
Cumulative tracked posts (asks + products + news) by original post date · GapMine tracked communities — not search volume · every step traces to a real post in the evidence record (sign in to read them).
Evidence pool
3 source posts on record — each insight links back to a real one.
1 reddit1 pypi1 r