Leaderboard

All MPP services, ranked by quality. Tested via real payments on Tempo. Updated weekly. New services tested on discovery.

How scores work

All scores are out of 100. Only services with at least 1 successful paid test are rated.

Overall — weighted composite
Accuracy (40%) — output quality
Reliability (30%) — % requests succeeded
Latency (20%) — speed (100=<1s, 0=>30s)
Cost Eff. (10%) — quality per dollar spent via MPP

Rated (3)

1
ParallelSearch

High accuracy (91%) — responses consistently matched expected behavior. Very reliable — 10/10 requests got a response. Median response time: 5770ms (p95: 7171ms).

Acc
91
Rel
100
Lat
84
Cost
100
93.1
2
ExaSearch

High accuracy (93%) — responses consistently matched expected behavior. Very reliable — 10/10 requests got a response. Median response time: 13385ms (p95: 13896ms).

Acc
93
Rel
100
Lat
57
Cost
100
88.7
3
FirecrawlSearch

Moderate accuracy (70%) — some responses were incomplete or partially correct. Very reliable — 10/10 requests got a response. Median response time: 12765ms (p95: 13476ms).

Acc
70
Rel
100
Lat
59
Cost
100
79.9

Endpoint not available (1)

Registered in the MPP directory but not responding to requests. We check every 6 hours.

Not available at last check

3 of 4 services rated. Tests run via real MPP payments on Tempo.