Unverified50% confidenceBenchmarkExact time
After adding an <IMPORTANT> prefix to the MCPTox tools, mcp-audit jumped from 25 to 222, truecopy from 27 to 141, mcpsentry from 8 to 136, WARDEN reached 225/225, while mcp-shield was 41 both before and after.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
10/17/2026
First Seen
Valid until: 10/31/2026
Sources
Related Entities
Related Claims
UnverifiedOn the 14,933 real packages, the block rates of the five scanners from low to high were: truecopy 1.7% (252), WARDEN 2.5% (369), mcp-audit 6.2% (928), mcpsentry 9.7% (1,449), and mcp-shield 35.9% (5,354).66% similarUnverifiedThe Top3 configuration achieved an accuracy of 97.148%, a weighted F1 of 97.055%, and an MCC of 0.9675, comprehensively outperforming the Full21 configuration using all 21 metrics (accuracy 95.999%, weighted F1 95.521%, MCC 0.9549).59% similarUnverifiedAfter identifying the matching 112-shape tuning table (16 shapes × 7 T-buckets) and enabling MMQ and Prefill chunking, Fresh Prefill for 4–9K jumped from 405 to 701–775 tokens/s, approximately a 1.8× improvement, with decode stabilizing at 52–55.57% similarUnverifiedIn closed-loop experiments on RoboChallenge Table30-V2, after three rounds of deployment-training cycles, LoopWAM's success rate increased from 23.67% to 43.33%, an improvement of 19.7 percentage points, with a final score of 56.80.57% similarUnverifiedIn tests on 2,456 held-out prompts, increasing the sampling steps from 20 to 50 improved FID only from 27.0 to 26.6 (a gain of 0.4), while removing the shift caused FID to rise from 27.0 to 27.3 and FD-DINOv2 to rise from 218 to 228.56% similar
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