AI/ML●●Solid
Reproducible benchmark – OpenAI charges 1.5x-3.3x more for non-English
Exposes 230% Arabic token tax that nobody talks about in pricing.
Dark HorseBig Brain
vfalbor
101mo ago
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Sverklo – local-first MCP code intelligence (and the runs we lose)
by nike-17·Apr 27, 2026·1 point·0 comments
AI Analysis
●●●BangerBig BrainDark HorseWizardry
Publishes benchmarks where tuned grep beats them—that's actual research integrity.
Strengths
- •Hybrid retrieval via channelized RRF over BM25, embeddings, and symbol/path channels.
- •Bi-temporal memory pinned to git SHAs enables precise codebase versioning.
- •37-tool MCP surface with 90-second reproducible benchmark harness.
Weaknesses
- •Aggregate F1 of 0.58 loses to smart-grep's 0.67 on reference-finding tasks.
- •Research-first approach may slow feature velocity compared to VC-funded competitors.
Category
Target Audience
Researchers and developers evaluating code intelligence tools
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Sourcegraph Cody · Continue · Cursor
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