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
7d Vol — USDC settled on-chain (last 7 days)
Agents — unique payers on-chain
Price — cheapest endpoint (USDC)
AllWebMediaDataAISearchInfrastructureCommunicationTravelBlockchain

Rated (5)

Click a service name to see detailed ratings and test results.

1
BrowserbaseSearch

Endpoint POST /browser/session/create+4 more

98.8

High accuracy (100%) — responses consistently matched expected behavior. Very reliable — 10/10 requests got a response. Median response time: 2691ms (p95: 3348ms).

Acc
100
Rel
100
Lat
94
Cost
100
7d Vol
$0.00
Agents
0
Price
from $0.010
2
ParallelSearch

Endpoint POST /api/search+2 more

93.1

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
7d Vol
$0.00
Agents
0
Price
from $0.010
3
SerpApiSearch

Endpoint GET /search

90.3

High accuracy (100%) — responses consistently matched expected behavior. Very reliable — 9/9 requests got a response. Median response time: 15073ms (p95: 22826ms).

Acc
100
Rel
100
Lat
51
Cost
100
7d Vol
—
Agents
—
Price
from $0.015
4
FirecrawlSearch

Endpoint POST /v1/scrape+4 more

78.9

Moderate accuracy (68.89%) — some responses were incomplete or partially correct. Very reliable — 9/9 requests got a response. Median response time: 13499ms (p95: 14284ms).

Acc
69
Rel
100
Lat
57
Cost
100
7d Vol
$0.00
Agents
172
Price
from $0.0020
5
TavilySearch

Endpoint POST /tavily/search+3 moreOpenAPI

75.5

Moderate accuracy (48%) — some responses were incomplete or partially correct. Very reliable — 9/10 requests got a response. Median response time: 2076ms (p95: 7129ms).

Acc
48
Rel
90
Lat
96
Cost
100
7d Vol
—
Agents
—
Price
from $90000.00

Endpoint not available (2)

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

Brave SearchSearch
Not available at last check
ExaSearch
Not available at last check

5 of 7 services rated. Tests run via real MPP payments on Tempo.