MCP Server Quality Scores
Independent quality analysis of 69135 public MCP servers
Last updated 9 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 56351 |
ohos-mcp-unofficial
Claim
Brings HarmonyOS and OpenHarmony English documentation to AI assistants for ins…
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| 56352 |
ulu-voi-mcp
Claim
Provides curated, meaningful information about Voi ecosystem protocols, applica…
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| 56353 |
ai-workers-mcp
Claim
Routes commodity NLP tasks like summarization and translation to free-tier LLMs…
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| 56354 |
amnesic
Claim
Persistent semantic memory for SQL databases. Postgres, MySQL, MSSQL, SQLite.
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| 56355 |
boardroom-mcp
Claim
Multi-advisor debate, institutional memory, trust scoring, and cognitive govern…
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| 56356 |
Enables AI photo generation, editing, and video creation from MCP-compatible cl…
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| 56357 |
agentpay-gateway-mcp
Claim
Centralized API gateway routing to MCP servers with per-call billing
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| 56358 |
openai-imagegen-mcp
Claim
Enables image generation and editing via OpenAI's gpt-image-1 model, with optio…
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| 56359 |
stripe-billing-mcp
Claim
stripe-billing-mcp MCP server by MEOK AI Labs
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| 56360 |
parseAPI
Claim
Official parseAPI MCP. Place, IP, email, phone, weather, currency lookups.
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| 56361 |
mnemo
Claim
Self-correcting agent memory + MCP server: recall, supersede/revert/review corr…
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| 56362 |
AnchorRegistry
Claim
On-chain provenance lookup for AnchorRegistry. Resolve AR-IDs, hashes, and full…
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| 56363 |
TOPY.AI · AI CSO
Claim
Founders' AI CSO: vulnerabilities, dependencies, secrets, verified-site checks,…
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| 56364 |
coldstart
Claim
Codebase memory for AI agents: an AST index plus agent-written notes that self-…
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| 56365 |
Webpage MCP Server
Claim
Enables querying and retrieving webpage content from websites by parsing sitema…
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| 56366 |
Calibrd Agent
Claim
Would you make the shortlist? Score a job against your CV: fit, gaps, ATS score…
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| 56367 |
mcp
Claim
Web intelligence for AI agents: fetch, render, extract, research. x402 micropay…
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| 56368 |
ChatGPT To Codex
Claim
A local MCP runtime for macOS and Windows that enables ChatGPT to read, edit, s…
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| 56369 |
proofof-ai-mcp
Claim
proofof-ai-mcp MCP server by MEOK AI Labs
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| 56370 |
An MCP server that provides browser automation capabilities via Playwright usin…
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| 56371 |
mcp-server-mcpindex
Claim
Enables agents to discover, compare, and install other MCP servers using natura…
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| 56372 |
ManaBuy MCP Server
Claim
ManaBuy MCP server for product search, order quote, and AI-assisted ordering.
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| 56373 |
MCP Server
Claim
A minimal Django project exposing MCP-style endpoints for listing and fetching …
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| 56374 |
Chess MCP
Claim
Play interactive chess games through conversation with move validation, Stockfi…
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| 56375 |
eds-mcp-server
Claim
20 tools for Adobe Edge Delivery Services: preview, publish, analytics, and con…
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| 56376 |
remnawave-mcp-server
Claim
MCP server for Remnawave panel API. Manage VPN users, nodes, hosts, and system …
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| 56377 |
ABAP-ADT-API MCP-Server
Claim
Enables interaction with SAP ABAP systems via ADT APIs, allowing management of …
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| 56378 |
Give AI agents Public URLs (tunnels), captured HTTP traffic, Snapshots, and acc…
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| 56379 |
FTIR.fun MCP Server
Claim
Enables analysis of FTIR spectra by accepting peak lists, natural-language desc…
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| 56380 |
Provides Figma integration, accessibility auditing, and React code generation t…
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| 56381 |
tone-rewriter-ai-mcp
Claim
Tone Rewriter Ai MCP server. Tools: analyze tone, rewrite tone, compare tones. …
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| 56382 |
Verified, sourced, real-time intelligence layer for AI agents.
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| 56383 |
Jeikin
Claim
Accessibility compliance for AI coding tools. WCAG 2.2 reviews with shared evid…
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| 56384 |
obs-mcp
Claim
Model Context Protocol server for OBS Studio
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| 56385 |
Provides AI assistants like Claude or Cursor with access to Payman AI's documen…
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| 56386 |
firmware-attestation-mcp
Claim
Firmware Attestation MCP — hardware trust layer for sovereign AI. Scan firmware…
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| 56387 |
Read-only global event and evidence intelligence with entities, assets, and imp…
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| 56388 |
21st.dev Magic AI Agent
Claim
A powerful AI-driven tool that helps developers create beautiful, modern UI com…
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| 56389 |
Clyan
Claim
Enables AI agents to clean disk space by scanning and removing temporary files,…
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| 56390 |
COBOL Bridge MCP
Claim
AI-assisted COBOL to modern stack bridge that parses COBOL programs, maps to Py…
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| 56391 |
EightyAndSunny
Claim
A weather-reactive MCP server that renders rich Open-Meteo weather widgets and …
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| 56392 |
github-repo-manager-mcp
Claim
This MCP server lets an AI client manage GitHub repositories through the GitHub…
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| 56393 |
ksef-mcp
Claim
Enables AI assistants to interact with the Polish National e-Invoice System (KS…
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| 56394 |
gitlab-duo-mcp-bridge
Claim
Wraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get str…
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| 56395 |
Barber & cosmetology exam pass rates, booth rent with open chairs, and Texas li…
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| 56396 |
hermes-local-agent-lanes
Claim
Provides safe local-model MCP support tools (summarization, classification, cri…
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| 56397 |
Provides a standardized interface for interacting with WhatsApp's tools and ser…
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| 56398 |
freelo-mcp-server
Claim
MCP server for Freelo project management API, enabling task, project, and time …
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| 56399 |
Study Database MCP
Claim
An MCP server that provides deterministic math computation (numeric, symbolic, …
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| 56400 |
freebox-mcp
Claim
A spec-driven MCP server that exposes the entire Freebox OS API as ~230 MCP too…
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