MCP Server Quality Scores

Independent quality analysis of 69343 public MCP servers

69343
Discovered
→
33968
Scored
→
2112
Verified
→
16953
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
27301
Let Agents In Claim 1
Deterministic score of whether an unattended AI agent can find, sign up for and…
B 79 2⁄5 ◔ — — 91 — 67 —
27302
Cited, tax-year-dated rules for state PTET, the federal SALT cap, and bonus-dep…
B 79 2⁄5 ◔ — — 91 — 67 —
27303
Read-only byImprint service guidance and canonical public site routes.
B 79 2⁄5 ◔ — — 91 — 67 —
27304
Unmerge Claim 1
Split a flat image into separate transparent PNG layers. Pay with Unmerge credi…
B 79 2⁄5 ◔ — — 91 — 67 —
27305
mcp Claim 1
Interact with the Stitch API using natural language commands.
B 79 3⁄5 ◔ — 80 90 — 67 —
27306
Agent bot rentals: 57.39M recorded candidates, 1.34M full backtests and forward…
B 79 2⁄5 ◔ — — 91 — 67 —
27307
Merron Claim 1
Inspect selected project excerpts and screen user-confirmed facts for bounded E…
B 79 2⁄5 ◔ — — 91 — 67 —
27308
Fuse Network Claim 2
MCP server for Fuse Network: balances, tokens, staking, DeFi data, swaps and on…
B 79 2⁄5 ◔ — — 91 — 67 —
27309
Clear Tape Claim 1
Free trading calculators, trading-system rules, a glossary and lesson search. N…
B 79 2⁄5 ◔ — — 91 — 67 —
27310
arcasos-rentals Claim 1
Korean premium short-term rental search: natural language or structured filters…
B 79 3⁄5 ◔ — 80 91 — 67 —
27311
japan-data-mcp Claim 1
Japanese law, corporation & statistics data as MCP, normalized to English with …
B 79 3⁄5 ◔ — 85 85 — 67 —
27312
ilyassesalama
Celigo MCP Server ⚡ Claim
Enables interaction with Celigo integrator.io API to manage integrations, flows…
B 79 3⁄4 ◔ ⏳ 80 — — 74 81 —
27313
Pay-per-call US brand evidence and signal workflows with free MCP discovery and…
B 79 3⁄5 ◔ — 80 90 — 67 —
27314
santismm
Search harness engineering, agentic AI patterns, architectures, governance and …
B 79 3⁄5 ◔ ⏳ — 66 91 — 81 —
27315
Official DESTRAVA framework: eight AI maturity levels and published aggregate i…
B 79 2⁄5 ◔ — — 91 — 67 —
27316
transfer Claim 1
Free no-signup file transfer for AI agents. Files encrypted at rest (video exce…
B 79 3⁄5 ◔ — 78 91 — 67 —
27317
RZ AI Labs Claim 1
Read-only MCP server for RZ AI Labs — query its services, workshops, and contac…
B 79 2⁄5 ◔ — — 91 — 67 —
27318
Search 100k+ auto-verified Telegram channels, bots and groups: full-text search…
B 79 3⁄5 ◔ — 86 84 — 67 —
27319
Check SPF/DKIM/DMARC/BIMI, blacklists, SMTP/IMAP; DNS lookups; generate email D…
B 79 3⁄5 ◔ — 80 90 — 67 —
27320
publish Claim 1
Publish browser games to Playfrog and get a shareable play link. Free, no accou…
B 79 3⁄5 ◔ — 76 95 — 67 —
27321
SSearch Claim 1
Free web search for AI agents. No API key required. Hosted MCP in active develo…
B 79 2⁄5 ◔ — — 91 — 67 —
27322
Human-likeness scoring of AI text vs 12 real personality profiles; free tools +…
B 79 2⁄5 ◔ — — 91 — 67 —
27323
screwtapeai
Screwtape.ai Claim 1
Checks if an AI agent may pay: duplicate invoices, totals, evidence. Signed rec…
B 79 2⁄5 ◔ ⏳ — — 91 — 67 —
27324
Work90210
APIFold Claim
Turn any REST API into a hosted MCP server, with ready-made public servers for …
B 79 3⁄4 ◔ ⏳ 90 — — 57 81 —
27325
Dream symbol interpretation and dream-dictionary lookups for AI agents, one API…
B 79 3⁄5 ◔ — 80 91 — 67 —
27326
slavonic Claim 1
Grounds LLMs in real Church Slavonic: Wiktionary lemmas, dual-number paradigms,…
B 79 3⁄5 ◔ — 80 89 — 67 —
27327
ayeschully
Provides comprehensive access to the Kaseya VSAX (VSA 10) REST API v3 through 6…
B 79 3⁄4 ◔ ⏳ 92 — — 53 81 —
27328
Roboto videos, client interviews, articles and social posts with source citatio…
B 79 2⁄5 ◔ — — 91 — 67 —
27329
ShipItAndPray
mcp-compress Claim
Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant …
B 79 3⁄4 ◔ ⏳ 90 — — 59 81 —
27330
Sweatent
askr ⚡ Claim
An MCP assistant that provides asynchronous and parallel Q\&A capabilities for …
B 79 3⁄4 ◔ ⏳ 90 — — 57 81 —
27331
Hanny658
Provides a remote browser session and MCP tools for restricted search and extra…
B 79 3⁄4 ◔ ⏳ 94 — — 50 81 —
27332
FX Context Claim 1
FX macro context for CPI, NFP, PCE, Fed, ECB, BoE, BoJ, historical analogs, and…
B 79 2⁄5 ◔ — — 91 — 67 —
27333
Octid-io
Agentic AI instruction encoding. 86.8% smaller than JSON. Inference-free decode…
B 79 3⁄4 ◔ ⏳ 90 — — 59 81 —
27334
exileum
meta-mcp ⚡ Claim
Enables AI assistants to manage Instagram and Threads accounts — publish conten…
B 79 3⁄4 ◔ ⏳ 76 — — 81 81 —
27335
Free no-signup cloud tools for AI agents: file transfer, static site hosting, m…
B 79 2⁄5 ◔ — — 91 — 67 —
27336
norse Claim 1
Grounds LLMs in real Old Norse: lemmas, mediopassive paradigms, English→Old Nor…
B 79 3⁄5 ◔ — 80 89 — 67 —
27337
ninanung
grafana-mcp ⚡ Claim
This MCP server enables natural-language querying of Grafana logs by automatica…
B 79 3⁄4 ◔ ⏳ 94 — — 52 81 —
27338
cowboyhq
Find your perfect Cowboy e-bike with an interactive wizard and AI recommendatio…
B 79 3⁄5 ◔ ⏳ — 72 85 — 81 —
27339
Rovemark
Logica Context ⚡ Claim 1
An MCP server that provides persistent, cross-session memory and team knowledge…
B 79 3⁄4 ◔ ⏳ 75 — — 84 81 —
27340
site Claim 1
Background Check Quotes: the site's own MCP server — dataset, enquiry (enquiry …
B 79 2⁄5 ◔ — — 91 — 67 —
27341
void.bible Claim 1
Read it the way a person does: one fragment at a time. If the same words return…
B 79 2⁄5 ◔ — — 91 — 67 —
27342
armandoorozco27
n8n-MCP ⚡ Claim
Provides AI assistants with comprehensive access to n8n node documentation, pro…
B 79 3⁄4 ◔ ⏳ 78 — — 79 81 —
27343
Live Estonia real estate listings with search, geo filters, and property metada…
B 79 3⁄5 ◔ — 80 89 — 67 —
27344
Ask Neural Partners' Chief of Staff about services, published pricing and booki…
B 79 2⁄5 ◔ — — 91 — 67 —
27345
mcp Claim 1
Check visa requirements and travel documents for international travel destinati…
B 79 3⁄5 ◔ — 76 93 — 67 —
27346
electrified-cortex
Bridges AI assistants to a Telegram bot to enable two-way messaging, interactiv…
B 79 3⁄4 ◔ ⏳ 84 — — 68 81 —
27347
Data-breach & credential-exposure check for one owner-approved email. $1 USDC o…
B 79 3⁄5 ◔ — 80 91 — 67 —
27348
bimhouse Claim 1
bim.house — words become buildings. Generate BIM, check code & structure, quote…
B 79 3⁄5 ◔ — 78 93 — 67 —
27349
Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, requ…
B 79 3⁄5 ◔ — 80 89 — 67 —
27350
Rih0z
agentdesk-mcp ⚡ Claim 1
Adversarial AI review API — independent AI reviews another AI's output. Stop LL…
B 79 3⁄4 ◔ ⏳ 84 — — 68 81 —
Showing 27301–27350 of 69343 servers
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