MCP Server Quality Scores

Independent quality analysis of 69135 public MCP servers

69135
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56351
megaacheyounes
Brings HarmonyOS and OpenHarmony English documentation to AI assistants for ins…
— ○ ⏳ — — — — — —
56352
NautilusOSS
ulu-voi-mcp Claim
Provides curated, meaningful information about Voi ecosystem protocols, applica…
— ○ ⏳ — N/A N/A — — —
56353
basttran
Routes commodity NLP tasks like summarization and translation to free-tier LLMs…
— ○ ⏳ — — — — — —
56354
SurajKGoyal
amnesic Claim
Persistent semantic memory for SQL databases. Postgres, MySQL, MSSQL, SQLite.
— ○ ⏳ — N/A N/A — — —
56355
randysalars
Multi-advisor debate, institutional memory, trust scoring, and cognitive govern…
— ○ ⏳ — N/A N/A — — —
56356
photo-ai-studio
Enables AI photo generation, editing, and video creation from MCP-compatible cl…
— ○ ⏳ — — — — 81 —
56357
Rumblingb
Centralized API gateway routing to MCP servers with per-call billing
— ○ ⏳ — N/A N/A — — —
56358
marabian
Enables image generation and editing via OpenAI's gpt-image-1 model, with optio…
— ○ ⏳ — N/A N/A — — —
56359
CSOAI-ORG
stripe-billing-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
56360
parseapi
parseAPI Claim
Official parseAPI MCP. Place, IP, email, phone, weather, currency lookups.
— ○ ⏳ — — — — — —
56361
DanceNitra
mnemo Claim
Self-correcting agent memory + MCP server: recall, supersede/revert/review corr…
— ○ ⏳ — N/A N/A — — —
56362
anchorregistry
On-chain provenance lookup for AnchorRegistry. Resolve AR-IDs, hashes, and full…
— ○ ⏳ — — — — — —
56363
TOPY-AI-LTD
Founders' AI CSO: vulnerabilities, dependencies, secrets, verified-site checks,…
— ○ ⏳ — — — — — —
56364
AkashGoenka
coldstart Claim
Codebase memory for AI agents: an AST index plus agent-written notes that self-…
— ○ ⏳ — N/A N/A — — —
56365
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
— ○ ⏳ — — — — 81 —
56366
justinxcguo
Would you make the shortlist? Score a job against your CV: fit, gaps, ATS score…
— ○ ⏳ — — — — — —
56367
clawfetch
mcp Claim
Web intelligence for AI agents: fetch, render, extract, research. x402 micropay…
— ○ ⏳ — — — — — —
56368
ezBuilder
A local MCP runtime for macOS and Windows that enables ChatGPT to read, edit, s…
— ○ ⏳ — N/A N/A — — —
56369
CSOAI-ORG
proofof-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
56370
MCP-Mirror
An MCP server that provides browser automation capabilities via Playwright usin…
— ○ ⏳ — — — — 81 —
56371
mcpindex-ai
Enables agents to discover, compare, and install other MCP servers using natura…
— ○ ⏳ — — — — — —
56372
ManaBuyTeam
ManaBuy MCP server for product search, order quote, and AI-assisted ordering.
— ○ ⏳ — N/A N/A — — —
56373
mehran-shabani
MCP Server Claim
A minimal Django project exposing MCP-style endpoints for listing and fetching …
— ○ ⏳ — — — — — —
56374
jerelvelarde
Chess MCP Claim
Play interactive chess games through conversation with move validation, Stockfi…
— ○ ⏳ — N/A N/A — — —
56375
focusgts
20 tools for Adobe Edge Delivery Services: preview, publish, analytics, and con…
— ○ ⏳ — N/A N/A — — —
56376
ssasuoirafen
MCP server for Remnawave panel API. Manage VPN users, nodes, hosts, and system …
— ○ ⏳ — N/A N/A — — —
56377
toshif1234
Enables interaction with SAP ABAP systems via ADT APIs, allowing management of …
— ○ ⏳ — — — — — —
56378
LocalCan Claim 1
Give AI agents Public URLs (tunnels), captured HTTP traffic, Snapshots, and acc…
— ○ — N/A N/A — 81 —
56379
jxbaoxiaodong
Enables analysis of FTIR spectra by accepting peak lists, natural-language desc…
— ○ ⏳ — — — — — —
56380
MyLightIsOn
Provides Figma integration, accessibility auditing, and React code generation t…
— ○ ⏳ — N/A N/A — — —
56381
CSOAI-ORG
Tone Rewriter Ai MCP server. Tools: analyze tone, rewrite tone, compare tones. …
— ○ ⏳ — N/A N/A — — —
56382
theagenttimes
Verified, sourced, real-time intelligence layer for AI agents.
— ○ ⏳ — — — — — —
56383
ssmancha
Jeikin Claim
Accessibility compliance for AI coding tools. WCAG 2.2 reviews with shared evid…
— ○ ⏳ — — — — — —
56384
dearlordylord
obs-mcp Claim
Model Context Protocol server for OBS Studio
— ○ ⏳ — N/A N/A — — —
56385
PaymanAI
Provides AI assistants like Claude or Cursor with access to Payman AI's documen…
— ○ ⏳ — N/A N/A — 95 —
56386
CSOAI-ORG
Firmware Attestation MCP — hardware trust layer for sovereign AI. Scan firmware…
— ○ ⏳ — N/A N/A — — —
56387
bekirdag
Read-only global event and evidence intelligence with entities, assets, and imp…
— ○ ⏳ — N/A N/A — — —
56388
zackbissell
A powerful AI-driven tool that helps developers create beautiful, modern UI com…
— ○ ⏳ — — — — 81 —
56389
jonah791
Clyan Claim
Enables AI agents to clean disk space by scanning and removing temporary files,…
— ○ ⏳ — N/A N/A — — —
56390
CSOAI-ORG
AI-assisted COBOL to modern stack bridge that parses COBOL programs, maps to Py…
— ○ ⏳ — — — — — —
56391
omeirhaeghe
A weather-reactive MCP server that renders rich Open-Meteo weather widgets and …
— ○ ⏳ — — — — — —
56392
M-SAAD-BIN-MAZHAR
This MCP server lets an AI client manage GitHub repositories through the GitHub…
— ○ ⏳ — — — — — —
56393
gacabartosz
ksef-mcp Claim
Enables AI assistants to interact with the Polish National e-Invoice System (KS…
— ○ ⏳ — N/A N/A — — —
56394
DataTalesByAgos
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
— ○ ⏳ — N/A N/A — — —
56395
lamont703
Barber & cosmetology exam pass rates, booth rent with open chairs, and Texas li…
— ○ ⏳ — — — — — —
56396
liyanfu896-cpu
Provides safe local-model MCP support tools (summarization, classification, cri…
— ○ ⏳ — N/A N/A — — —
56397
universal-mcp
Provides a standardized interface for interacting with WhatsApp's tools and ser…
— ○ ⏳ — — — — — —
56398
sesonet
MCP server for Freelo project management API, enabling task, project, and time …
— ○ ⏳ — — — — — —
56399
mchdeore
An MCP server that provides deterministic math computation (numeric, symbolic, …
— ○ ⏳ — N/A N/A — — —
56400
Nelson-PROIA
freebox-mcp Claim
A spec-driven MCP server that exposes the entire Freebox OS API as ~230 MCP too…
— ○ ⏳ — N/A N/A — — —
Showing 56351–56400 of 69135 servers