MCP Server Quality Scores
Independent quality analysis of 62421 public MCP servers
Last updated 40 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ○ Unscored | ||||||||||
| 33551 |
Gigwa MCP Server
Claim
An MCP server that interfaces with Gigwa for genotyping data import, analysis, …
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| 33552 |
Funplay Godot MCP
Claim
stdio bridge for the local Godot Editor MCP server from FunplayAI/funplay-godot…
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| 33553 |
Connect AI assistants to IBM Code Engine for project, app, build, job, and runt…
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| 33554 |
MCP-marketing
Claim
Enables keyword monitoring, sentiment collection, AI analysis, and report gener…
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| 33555 |
Search, compare, and analyze U.S. college data — costs, earnings, programs, and…
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| 33556 |
JSON Path MCP Server
Claim
MCP server that provides tools to read JSON files and query data using jsonPath…
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| 33557 |
Persistent codebase intelligence that gives AI assistants memory across sessions
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| 33558 |
fpt-mcp
Claim
MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assista…
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| 33559 |
Overlord MCP Server
Claim
MCP server for the Overlord C2 framework that gives AI agents 66+ tools for man…
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| 33560 |
Google Tasks MCP Server
Claim
Enables AI agents to securely authenticate with Google Tasks and perform full C…
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| 33561 |
Virtualize
Claim
Free, cross-platform VM orchestration for AI workflows with built-in MCP integr…
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| 33562 |
Search for local businesses worldwide. Structured data optimized for AI agents.…
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| 33563 |
nwc-mcp
Claim
MCP server exposing a Lightning wallet to LLM agents over Nostr Wallet Connect …
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| 33564 |
sex
Claim
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| 33565 |
adb-mcp
Claim
MCP server for controlling Android devices over ADB, using direct commands and …
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| 33566 |
Enables Claude to search, analyze, and provide detailed information about gambl…
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| 33567 |
rustchain-mcp
Claim
MCP server for the RustChain blockchain and BoTTube video platform, enabling AI…
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| 33568 |
datadog-mcp
Claim
Enables AI assistants to search logs, query metrics, manage dashboards, analyze…
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| 33569 |
Enables AI models to search and read topics from the Sankhya community discussi…
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| 33570 |
x-mcp-server
Claim
Enables reading public X (Twitter) content like profiles, tweets, and search re…
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| 33571 |
mcdk-mcp-tracy
Claim
An MCP server that captures and analyzes function-level profiling data from Net…
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| 33572 |
onyx MCP
Claim
Local MCP server that gives AI agents 44 engine tools to build, run, and debug …
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| 33573 |
MCP server for querying logs from observability platforms with unified search a…
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| 33574 |
Azure DevOps MCP Server
Claim
MCP server that enables AI assistants to manage Azure DevOps resources includin…
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| 33575 |
Compabase
Claim
MCP server for 3M+ Polish companies — KRS & CEIDG financials, ownership, and in…
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| 33576 |
Bequall MCP Server
Claim
Enables AI assistants to provide information about Bequall's services for real …
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| 33577 |
fsastore-mcp
Claim
Enables AI agents to search FSA-eligible products on fsastore.com, add them to …
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| 33578 |
X(Twitter) V2 MCP Server
Claim
An MCP server for interacting with the Twitter/X API v2, enabling AI assistants…
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| 33579 |
DemandSphere MCP Server
Claim
Connects AI assistants to the DemandSphere search intelligence platform, enabli…
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| 33580 | — | |||||||||
| 33581 |
mcp-tour
Claim
Integrates the Korea Tourism Organization's API to provide tourist spot recomme…
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| 33582 |
spark-mcp
Claim
MCP server for the Spark Membership platform enabling class scheduling, booking…
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| 33583 |
coros-training-mcp
Claim
Running-first MCP server for COROS that allows authoring, editing, and scheduli…
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| 33584 |
rybbit-super-mcp
Claim
Enables querying and managing Rybbit Analytics directly from Claude Code, with …
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| 33585 |
together-ai-mcp
Claim
Exposes Together AI's inference endpoints (chat, image generation, vision, embe…
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| 33586 |
mcp-proofjson
Claim
A local MCP server that integrates ProofJSON to assess invoices before payment,…
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| 33587 |
MCP Workflow CLI Bridge
Claim
Acts as a unified dispatch hub for local coding agent CLIs, supporting capabili…
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| 33588 |
Clark MCP Server
Claim
Provides a memory layer for personal agents, enabling MCP-compatible agents to …
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| 33589 |
Code Intelligence MCP
Claim
An MCP server that recommends UI components and utility methods from private co…
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| 33590 |
Nerdearla MCP Server
Claim
Provides information about Nerdearla events, speakers, and sessions, enabling n…
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| 33591 |
AWS Security MCP Server
Claim
Enables management and analysis of AWS security groups, S3 buckets, and VPC con…
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| 33592 |
Cafeteria MCP
Claim
Configurable MCP server for cafeteria menu lookup.
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| 33593 |
thinchain
Claim
MCP server that sanitizes bad broker data and compresses options chains 95% for…
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| 33594 |
Bridge IBM CICS mainframe transactions to ONE OS — parse, map, govern (SOX / PC…
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| 33595 |
commonroom-mcp
Claim
MCP server for integrating Common Room API with Amazon Q CLI and Claude Code, e…
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| 33596 |
Travel Advisor AI
Claim
Provides personalized travel recommendations by analyzing climate, currency exc…
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| 33597 |
ls-apis-mcp
Claim
MCP server for searching and discovering 4,000+ public APIs
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| 33598 |
gptqueue
Claim
Enables AI agents to discover each other and exchange typed messages through a …
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| 33599 |
apple-mcp
Claim
A unified MCP server for macOS native apps, currently supporting Calendar and R…
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| 33600 |
spedas-mcp
Claim
Unified SPEDAS-oriented MCP server for Claude Code and Codex agents, providing …
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