Best data MCP servers (2026)

50 data MCP servers ranked by behavioral trust score — real runtime evidence (success rate, latency, uptime) with per-reporter influence capping, not GitHub stars or static scans. Servers with no runtime data are honestly UNRATED and excluded.

#ServerTrust ScoreGradeInteractions
1sg-company-lookup-mcp88.3A23292
2asean-trade-rules-mcp88.3A23291
3sg-cpf-calculator-mcp87.9A23354
4sg-regulatory-data-mcp86.9A23354
5sg-workpass-compass-mcp85.9A23355
6SG Data MCP80.7A13
7Fetch (Reference Server)75B0
8mcp-time75B0
9mcp-aws-kb75B0
10@microsoft/clarity-mcp-server75B0
11@modelcontextprotocol/server-pdf75B0
12@jinzcdev/markmap-mcp-server75B0
13@opendata.cat/mcp-server75B0
14mcp-server-axiom75B0
15obsidian-mcp75B0
16mcp-gsheets75B0
17semiotic75B0
18mcp-deepwiki75B0
19@dollhousemcp/mcp-server75B0
20@sisense/mcp-server75B0
21@processon/mcp-server-processon-node75B0
22@atlassian-dc-mcp/jira75B0
23@venicestats/mcp-server75B0
24espn-mcp-server75B0
25acdp-mcp-server75B0
26illustrator-mcp-server75B0
27binance-mcp-server75B0
28@templatefox/mcp-server75B0
29mcp-fetch-server75B0
30google-sheets-mcp75B0
31finimpulse-mcp-server75B0
32outx-mcp-server75B0
33@aaron-pienza/mcp-server-salesforce75B0
34@rockhopper-co/mcp-server75B0
35@zseven-w/pen-mcp75B0
36@cenogram/mcp-server75B0
37yahoo-finance-mcp-server75B0
38@tensorfeed/mcp-server75B0
39@jeanibarz/knowledge-base-mcp-server75B0
40@mieubrisse/notion-mcp-server75B0
41crawlforge-mcp-server75B0
42@n24q02m/better-notion-mcp75B0
43aistudio-mcp-server75B0
44mcp-server-markview75B0
45shopify-mcp75B0
46bps-mcp-server75B0
47@omnisocials/mcp-server75B0
48finmap-mcp75B0
49finance-mcp-server75B0
50helius-mcp75B0

Before your agent invokes any of these, run a free pre-flight check: GET /v1/preflight?target={server_url} — it returns a verdict and a signed diligence receipt. Or gate calls automatically with the trust-check SDK (npm/PyPI: dominion-trust-check).

FAQ

What is the best data MCP server in 2026?
Based on independently measured runtime behavior, sg-company-lookup-mcp currently ranks #1 in the data category with a trust score of 88.3/100 across 23292 tracked interactions.
How are data MCP servers ranked?
Rankings use Dominion Observatory's behavioral trust score: real agent-reported success rates, latency distributions, and uptime — with per-reporter influence capping so no single source can dominate a score. Servers with no runtime data are UNRATED and excluded, never given a fabricated score.
How many data MCP servers are tracked?
Dominion Observatory tracks 2152 servers in the data category; the 50 with behavioral trust data are ranked here. Check any server before invoking it at /v1/preflight.

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