Best data MCP servers (2026)

100 data MCP servers. Those with live runtime data are ranked first by behavioral trust score (success rate, latency, uptime, per-reporter influence capping — not GitHub stars); servers not yet observed answering requests are shown UNRATED rather than given a fabricated score.

Category behavioral norms (across 17 measured servers): median latency 105ms · median success rate 0% · median trust score 40.1 — raw baselines.

#ServerTrust ScoreGradeInteractions
1asean-trade-rules-mcp84.9A34410
2sg-cpf-calculator-mcp84.5A34602
3sg-workpass-compass-mcp84.4A34498
4sg-regulatory-data-mcp84.2A34476
5SG Data MCP80.7A13
6sg-company-lookup-mcp66.9C34397
7chat-opendosm50D2
8alchemy_mcp40.4D1
9databricks-mcp40.1D1
10snowflake-mcp40D1
11appwrite-mcp40D1
12@eweser/mcp39.3F1
13@warmio/mcp38.9F1
14@evercam/mcp38.2F1
15Chroma36.5F1
16Apify36.4F1
17Audiense Insights36.4F1
18AgentQL36.3F1
19@agorapulse/mcp35.5F1
20Axiom34.1F1
21@bytario/mcp30F1
22Compoid MCP30F1
23Fetch (Reference Server)—Unrated0
24mcp-time—Unrated0
25mcp-aws-kb—Unrated0
26@microsoft/clarity-mcp-server—Unrated0
27@modelcontextprotocol/server-pdf—Unrated0
28@jinzcdev/markmap-mcp-server—Unrated0
29@opendata.cat/mcp-server—Unrated0
30mcp-server-axiom—Unrated0
31obsidian-mcp—Unrated0
32mcp-gsheets—Unrated0
33semiotic—Unrated0
34mcp-deepwiki—Unrated0
35@dollhousemcp/mcp-server—Unrated0
36@sisense/mcp-server—Unrated0
37@processon/mcp-server-processon-node—Unrated0
38@atlassian-dc-mcp/jira—Unrated0
39@venicestats/mcp-server—Unrated0
40espn-mcp-server—Unrated0
41acdp-mcp-server—Unrated0
42illustrator-mcp-server—Unrated0
43binance-mcp-server—Unrated0
44@templatefox/mcp-server—Unrated0
45mcp-fetch-server—Unrated0
46google-sheets-mcp—Unrated0
47finimpulse-mcp-server—Unrated0
48outx-mcp-server—Unrated0
49@aaron-pienza/mcp-server-salesforce—Unrated0
50@rockhopper-co/mcp-server—Unrated0
51@zseven-w/pen-mcp—Unrated0
52@cenogram/mcp-server—Unrated0
53yahoo-finance-mcp-server—Unrated0
54@tensorfeed/mcp-server—Unrated0
55@jeanibarz/knowledge-base-mcp-server—Unrated0
56@mieubrisse/notion-mcp-server—Unrated0
57crawlforge-mcp-server—Unrated0
58@n24q02m/better-notion-mcp—Unrated0
59aistudio-mcp-server—Unrated0
60mcp-server-markview—Unrated0
61shopify-mcp—Unrated0
62bps-mcp-server—Unrated0
63@omnisocials/mcp-server—Unrated0
64finmap-mcp—Unrated0
65finance-mcp-server—Unrated0
66helius-mcp—Unrated0
67@idletoaster/ssh-mcp-server—Unrated0
68hwpx-mcp-server—Unrated0
69@kirbah/mcp-youtube—Unrated0
70@sveltejs/opencode—Unrated0
71mcp-server-jira-cloud—Unrated0
72autoform-mcp-server—Unrated0
73@wirux/mcp-markdown-vault—Unrated0
74@channel47/google-ads-mcp—Unrated0
75@bitcompare/mcp-server—Unrated0
76@ai-1luvc0d3/metabase-mcp—Unrated0
77@prospeo/prospeo-mcp-server—Unrated0
78obscura-mcp-server—Unrated0
79mixpanel-mcp-server—Unrated0
80@crush-protocol/mcp-client—Unrated0
81@one-source/mcp—Unrated0
82@phren/cli—Unrated0
83@aiwerk/mcp-server-wheel-size—Unrated0
84@maiife-ai-pub/mcp-audit—Unrated0
85@qr-maker/mcp-server—Unrated0
86resuml—Unrated0
87agent-file-control-mcp-server—Unrated0
88gsd-mcp-server—Unrated0
89@neverprepared/mcp-obsidian-second-brain—Unrated0
90financial-hub-mcp—Unrated0
91distill-mcp-server—Unrated0
92nextcloud-mcp-server—Unrated0
93mcp-google-analytics—Unrated0
94easy-notion-mcp—Unrated0
95@tdcompanion/mcp-server—Unrated0
96@naridon/mcp-server—Unrated0
97imprint-mcp-server—Unrated0
98@us-all/unifi-mcp—Unrated0
99@j0hanz/fetch-url-mcp—Unrated0
100@saketsawrav/odoo-mcp-server—Unrated0

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 (PyPI: dominion-trust-check; hosted JavaScript module).

FAQ

What is the best data MCP server in 2026?
Based on independently measured runtime behavior, asean-trade-rules-mcp currently ranks #1 in the data category with a trust score of 84.9/100 across 34410 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 3770 servers in the data category; the 100 with behavioral trust data are ranked here. Check any server before invoking it at /v1/preflight.

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