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TECH
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.
Local AI Coding Assistant
In their words
"Has anyone here fully swapped Claude/GPT for a local model as their main coding tool" — a builder, verbatim · sign in free to trace the source ↗
What they tried & dropped
Extracted word-for-word from the evidence posts below — every item is quoted verbatim from a real builder.
Claude/GPT
— (no stated shortcoming)
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Hard requirements
Non-negotiables stated by builders in their own words. Miss one and they will not switch.
local model
Competitor pricing
Named rivals & real prices 🔒
Rivals charge $20/mo · names — log in ↗
Competitor adoption · official registry · 2026-07-18
CodeGraphContext: 5,531 PyPI downloads/week ↗
How we checked
Where we searched
2 sources · GitHub (open-source check) · SaaS marketplaces
Verification funnel
48 raw matches scanned, then AI-de-duped · see the breakdown below
Last scan
27d ago · auto-refreshed every 30 days
Sign in to see the full opportunity
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
2 posts on record since Jun 2026 — not enough to plot a trend. We plot history once a gap has 3+ posts spanning 3+ weeks.
Evidence pool
2 source posts on record — each insight links back to a real one.
1 hn1 reddit