MCP Scoreboard

33537

Discovered

→

26720

Scored

→

1664

Verified

→

16957

Complete

Our Methodology How we score servers → Find & Claim Your Server Free score alerts & badge →

Last updated 1 hour, 11 minutes ago

Grade Distribution

Score Distribution

#	Server	Score ↓	Visibility	Schema	Protocol	Reliability	Maint.	Security	Agent
○ Unscored
30951	calc Claim	—	○	—	N/A	N/A	—	95	—
30952	jira-mcp Claim Jira & Confluence MCP: 24 tools for issues, sprints, comments, transitions & wi…	—	○ ⏳	—	N/A	N/A	—	—	—
30953	Freebeat MCP Claim 1 Freebeat MCP server for AI music videos, effects, and media uploads.	—	○	—	N/A	N/A	—	69	—
30954	SJTU MCP Claim Wraps the SJTU Zhiyuan No.1 API as a local MCP server, allowing direct use of S…	—	○ ⏳	—	N/A	N/A	—	—	—
30955	wellread Claim Shared research cache across AI agents. Hit → instant answer from verified sour…	—	○ ⏳	—	—	—	—	—	—
30956	google_calendarmcp Claim	—	○	—	N/A	N/A	—	95	—
30957	junai Pipeline MCP Claim Agentic pipeline orchestration MCP server for AI-driven development workflows.	—	○ ⏳	—	N/A	N/A	—	95	—
30958	gitlab-mcp Claim MCP server for interacting with GitLab API, supporting both self-hosted instanc…	—	○ ⏳	—	—	—	—	—	—
30959	json-sanity Claim Deterministic JSON repair for LLM agents. Strips prose preambles, fixes malform…	—	○ ⏳	—	—	—	—	—	—
30960	mcp-google-agent-platform-docs Claim About MCP server for Google Agent Platform Docs — Google AI + Vertex AI. 3400+ …	—	○ ⏳	—	—	—	—	—	—
30961	dropbox-mcp Claim Dropbox MCP server to recover deleted files, list revisions, search content, an…	—	○ ⏳	—	—	—	—	—	—
30962	veyra-notes Claim Note-taking MCP server for AI agents with tags and full-text search. Reads are …	—	○ ⏳	—	N/A	N/A	—	—	—
30963	mcpilot Claim Context-aware MCP server advisor. Tells you what to install for your specific p…	—	○ ⏳	—	N/A	N/A	—	—	—
30964	Registry Review MCP Server Claim Automates carbon credit project registration document review, transforming 6-8 …	—	○ ⏳	—	N/A	N/A	—	—	—
30965	multi-gmail-mcp Claim Manage multiple Gmail accounts in Claude Desktop — search, send, reply, draft, …	—	○ ⏳	—	N/A	N/A	—	—	—
30966	adr-mcp-setup Claim Automatically generates Architecture Decision Records (ADRs) from Claude Code c…	—	○ ⏳	—	N/A	N/A	—	—	—
30967	greptile Claim	—	○	—	N/A	N/A	—	95	—
30968	Custify MCP Server Claim Connects AI assistants to Custify customer success data for querying account me…	—	○ ⏳	—	—	—	—	—	—
30969	My Awesome MCP Claim A basic MCP server built with FastMCP framework that provides example tools inc…	—	○ ⏳	—	N/A	N/A	—	95	—
30970	procore-mcp-server Claim	—	○ ⏳	—	N/A	N/A	—	—	—
30971	Sugarbug Claim Workflow intelligence that connects your fragmented tools -- Linear, GitHub, Fi…	—	○	—	N/A	N/A	—	95	—
30972	NFT Metadata — Token Image, Attributes … Claim NFT metadata lookup API for AI agents. Get name, image URL, attributes, descrip…	—	○	—	—	—	—	81	—
30973	comidp-mcp-server Claim	—	○	—	N/A	N/A	—	95	—
30974	EPUB Reader MCP Server Claim Enables AI agents to read and navigate EPUB files through 13 specialized tools …	—	○ ⏳	—	N/A	N/A	—	—	—
30975	TdxQuant MCP Server Claim Provides AI clients access to TdxQuant/通达信 financial data and trading capabilit…	—	○ ⏳	—	N/A	N/A	—	—	—
30976	Moltbook MCP Server Claim MCP server for monetizing Moltbook agent social network actions. Other AI agent…	—	○ ⏳	—	—	—	—	—	—
30977	Rope MCP Claim 1 A Model Context Protocol server that exposes Python Rope refactoring capabiliti…	—	○	—	N/A	N/A	—	95	—
30978	TestRail MCP Server Claim MCP server for TestRail that enables AI assistants to interact with TestRail's …	—	○ ⏳	—	—	—	—	—	—
30979	Replicate Recraft V3 MCP Server Claim Provides access to the recraft-ai/recraft-v3 image generation model via Replica…	—	○	—	—	—	—	81	—
30980	netbox-mcp Claim This repository implements an MCP (Model Connector Plugin) server for NetBox wi…	—	○ ⏳	—	—	—	—	—	—
30981	Time Tracking MCP Claim Enables natural language time tracking through Claude with markdown file storag…	—	○	—	N/A	N/A	—	95	—
30982	slideless-mcp Claim MCP server that wraps the Slideless HTTP API as tools for listing, sharing, upl…	—	○ ⏳	—	—	—	—	—	—
30983	universal-test-framework Claim Polyglot MCP test generation with 8-section contract enforcement across Python,…	—	○ ⏳	—	N/A	N/A	—	—	—
30984	BulkPublish MCP Server Claim Social media automation for AI agents. Schedule posts, upload media, manage cha…	—	○ ⏳	—	N/A	N/A	—	—	—
30985	ContextBuilder (ctx) Claim A Context-as-a-Service MCP server that maintains structured, graph-based contex…	—	○	—	—	—	—	81	—
30986	Agentic RAG MCP Server Claim A local Retrieval-Augmented Generation system that enables AI agents to query a…	—	○ ⏳	—	N/A	N/A	—	—	—
30987	Quiver-MCP Claim Generate SVGs from text prompts and vectorize raster images using QuiverAI's Ar…	—	○ ⏳	—	—	—	—	—	—
30988	Funding Rate Arbitrage Scanner API Claim Cross-venue perp funding rate arb — Hyperliquid, Binance, Bybit, OKX spreads. x…	—	○ ⏳	—	—	—	—	—	—
30989	Nefesh — Real-Time Human State Awarenes… Claim Fuses biometric signals into a stress score (0-100) for AI adaptation. MCP + A2…	—	○ ⏳	—	—	—	—	—	—
30990	mne-docs Claim 1 MCP server for MNE-Python documentation, source code, GitHub issues, and forum	—	○	—	N/A	N/A	—	83	—
30991	Verdict — Compliance for AI-Generated C… Claim Compliance verdicts for AI-generated code. SOC 2, HIPAA, HITRUST for healthcare…	—	○ ⏳	—	N/A	N/A	—	—	—
30992	ERPNext MCP Server Claim A production-ready server that integrates ERPNext with AI assistants like Claud…	—	○ ⏳	—	N/A	N/A	—	95	—
30993	JPYC Agent MCP Claim OAuth-protected JPYC wallet, transfer, and contract workflows on Polygon.	—	○ ⏳	—	—	—	—	—	—
30994	PreReason Claim Financial context your AI actually understands. Your agent stops guessing. Num…	—	○ ⏳	—	—	—	—	—	—
30995	vincario-vehicle-data Claim An MCP (Model Context Protocol) server that exposes the Vincario API to AI agen…	—	○ ⏳	—	—	—	—	—	—
30996	superset-mcp Claim An MCP server that provides AI assistants with full access to Apache Superset i…	—	○ ⏳	—	—	—	—	—	—
30997	ABAP Accelerator Claim MCP server for SAP ABAP development with 15 tools for ABAP objects, syntax, ATC…	—	○ ⏳	—	N/A	N/A	—	—	—
30998	AI Tutoring RAG System Claim Enables personalized AI tutoring by allowing students to upload PDF/DOCX study …	—	○	—	—	—	—	81	—
30999	freshrelease_mcp Claim	—	○	—	N/A	N/A	—	95	—
31000	claude-sessions-mcp Claim Lets Claude manage tmux sessions on Linux — start long-running ML training jobs…	—	○ ⏳	—	N/A	N/A	—	—	—

Showing 30951–31000 of 33537 servers

« Prev 1 … 618 619 620 621 622 … 671 Next »

MCP Server Quality Scores

Grade Distribution

Score Distribution

Newly Added

Biggest Gainers

Biggest Drops