Search the evidence

Use filters first, then ask the evidence assistant when you need a sourced comparison.

MCP Evidence Assistant

Answers use MCP Rank's reviewed dataset and may say there is not enough evidence.

Showing 200 matching records from the indexed evidence set.

GitHub MCP Server

low riskDeep Review

Repository, issue, pull request, and code search workflows for agentic coding.

ghcr.io/github/github-mcp-server · High confidence

94

Context7

low riskDeep Review

Library documentation retrieval for coding assistants.

@upstash/context7-mcp · High confidence

89

EXA

low riskDeep Review

Fast, intelligent web search and web crawling. New mcp tool: Exa-code is a context tool for coding

https://github.com/exa-labs/exa-mcp-server · High confidence

84

Filesystem

medium riskDeep Review

Controlled local file access for assistants running in a developer workspace.

@modelcontextprotocol/server-filesystem · High confidence

84

MCP Registry Server

medium riskDeep Review

Publish and discover MCP servers via the official MCP Registry. Powered by HAPI MCP server.

https://github.com/modelcontextprotocol/registry · High confidence

83

Brave Search

low riskDeep Review

Web search results for agents that need current public context.

@modelcontextprotocol/server-brave-search · High confidence

81

Playwright MCP

medium riskDeep Review

Browser automation backed by Playwright for testing and inspection.

@playwright/mcp · High confidence

81

Sequential Thinking

low riskDeep Review

Structured problem-solving tool for stepwise decomposition and revision.

@modelcontextprotocol/server-sequential-thinking · High confidence

81

Fetch

low riskDeep Review

Fetch and convert web content for model-readable context.

mcp-server-fetch · High confidence

79

Git

medium riskDeep Review

Read and inspect local Git repositories from MCP clients.

mcp-server-git · High confidence

78

Time

low riskDeep Review

Timezone conversion and current-time utilities for agents.

mcp-server-time · High confidence

76

Everything

low riskDeep Review

Reference and test server that exercises MCP prompts, resources, and tools.

@modelcontextprotocol/server-everything · High confidence

69

BuyWhere MCP

low riskDeep Review

Product search, price comparison, and affiliate-ready shopping across Singapore and US retailers.

@buywhere/mcp-server · Medium confidence

77

Adeu

medium riskDeep Review

Automated DOCX Redlining Engine

adeu · Medium confidence

76

Anki MCP Server

medium riskDeep Review

MCP server for Anki flashcards: adaptive review, notes, media, and deck management via AnkiConnect.

@ankimcp/anki-mcp-server · Medium confidence

76

Docs MCP

medium riskDeep Review

Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.

https://github.com/frumu-ai/tandem · Medium confidence

76

AgentTrust — Identity & Trust for A2A Agents

high riskDeep Review

Identity, trust, and A2A orchestration for autonomous AI agents. Official A2A partner.

@agenttrust/mcp-server · Medium confidence

63

BorealHost

high riskDeep Review

Agent-native web hosting — deploy sites, manage DNS, register domains, scale infrastructure

borealhost-mcp · Medium confidence

63

HAPI MCP Server

high riskDeep Review

HAPI MCP server: Dynamically exposes OpenAPI REST APIs as MCP tools for AI assistants

docker.io/hapimcp/hapi-cli:0.6.0 · Medium confidence

63

Spotdb

high riskDeep Review

Ephemeral data sandbox for AI workflows with guardrails and security

docker.io/aliengiraffe/spotdb:0.1.0 · Medium confidence

63

Memory

medium riskInstall Tested

Persistent local knowledge graph for assistant context across sessions.

Install Tested listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-memory · High confidence

Install Tested

Notion MCP Server

medium riskInstall Tested

Workspace page and database access for Notion-backed teams.

Install Tested listings are visible for discovery but excluded from public leaderboards.

@notionhq/notion-mcp-server · Medium confidence

Install Tested

Browserbase

medium riskInstall Tested

Cloud browser automation for agents that need controlled browser sessions.

Install Tested listings are visible for discovery but excluded from public leaderboards.

@browserbasehq/mcp · Medium confidence

Install Tested

Linear MCP Server

medium riskInstall Tested

Issue, project, and roadmap workflows for Linear teams.

Install Tested listings are visible for discovery but excluded from public leaderboards.

Source-linked review · Medium confidence

Install Tested

Postgres

medium riskInstall Tested

SQL inspection and query workflows for Postgres-backed products.

Install Tested listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-postgres · Medium confidence

Install Tested

Stripe MCP Server

high riskInstall Tested

Payment object lookup and billing operations for Stripe-backed products.

Install Tested listings are visible for discovery but excluded from public leaderboards.

@stripe/mcp · Medium confidence

Install Tested

SQLite

medium riskInstall Tested

Local SQLite database inspection and lightweight analysis.

Install Tested listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-sqlite · Medium confidence

Install Tested

Slack MCP Server

high riskInstall Tested

Workspace messages, channels, and collaboration context for team agents.

Install Tested listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-slack · Medium confidence

Install Tested

Paper Lantern

low riskSource Reviewed

Research intelligence for AI coding agents. 2M+ CS papers with evidence and tradeoffs.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/paperlantern-ai/paperlantern-cli · Medium confidence

Source Reviewed

PreClick — An MCP Native URL Preflight Scanning Service For Autonomous Agents.

low riskSource Reviewed

PreClick scans links for threats and confirms intent match with high accuracy before agents click.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/cybrlab-ai/preclick-mcp · Medium confidence

Source Reviewed

ProofSlip

low riskSource Reviewed

Receipt-based verification for AI agent workflows — create, verify, and poll ephemeral proof objects

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

@proofslip/mcp-server · Medium confidence

Source Reviewed

AnomalyArmor

medium riskSource Reviewed

Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

armor-mcp · Medium confidence

Source Reviewed

Auxen

medium riskSource Reviewed

Provision private AI model endpoints on dedicated GPUs (Llama, Qwen, Mistral). Pay per minute.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/auxen-ai/auxen-mcp · Medium confidence

Source Reviewed

BuyWhere Product Catalog

medium riskSource Reviewed

Search 1.5M+ products across 20+ platforms. Compare prices, find deals, browse categories.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/BuyWhere/buywhere · Medium confidence

Source Reviewed

Computeback

medium riskSource Reviewed

Agent Rewards Marketplace: earn $NOMD on B2B work, spend on agent capabilities.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

@autonomad1/computeback-mcp · Medium confidence

Source Reviewed

Dreamlit

medium riskSource Reviewed

Create, test, publish, and manage Dreamlit notification workflows from AI clients.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/dreamlit-ai/dreamlit-mcp · Medium confidence

Source Reviewed

Openarx

medium riskSource Reviewed

Open scientific knowledge MCP for AI agents. Three profiles: search, publish, govern.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/OpenArx-AI/openarx-core · Medium confidence

Source Reviewed

Parallel Task MCP

medium riskSource Reviewed

An MCP server for deep research or task groups

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/parallel-web/task-mcp · Medium confidence

Source Reviewed

Analytics

high riskSource Reviewed

Analytics for business data: upload CSV or connect GA4/GSC, run ML/stats, get HTML reports.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/embeddedlayers/mcp-analytics · Medium confidence

Source Reviewed

Contabo (VPS) MCP Server

high riskSource Reviewed

Contabo API (v1.0.0) as MCP tools for cloud provisioning, and management. Powered by HAPI MCP server

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/la-rebelion/hapimcp · Medium confidence

Source Reviewed

Mcpcap

high riskSource Reviewed

An MCP server for analyzing PCAP files.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

mcpcap · Medium confidence

Source Reviewed

ABMeter

medium riskSource Reviewed

Feature flagging and A/B testing platform with AI-first experimentation workflows.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/abmeter/abmeter · Low confidence

Source Reviewed

AgentDM: Agent to Agent Communication Platform

medium riskSource Reviewed

Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/agentdmai/agentdm · Low confidence

Source Reviewed

Agentic News

medium riskSource Reviewed

AI-powered news intelligence — 21 tools for personalized monitoring, briefings, and semantic search

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/u00dxk2/agentic-news · Low confidence

Source Reviewed

Agentic Shelf

medium riskSource Reviewed

Hosted MCP for e-commerce: live product catalog, stock, and pricing for AI agents.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/vboykoCTO/agentic-shelf · Low confidence

Source Reviewed

China Marketing AI Intelligence MCP

medium riskSource Reviewed

Remote MCP server for China brand visibility, destination demand, and KOL discovery workflows.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

Source-linked review · Low confidence

Source Reviewed

Contextlayer MCP

medium riskSource Reviewed

Personal context management for AI assistants

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

@contextlayer/mcp · Low confidence

Source Reviewed

Baselight

high riskSource Reviewed

Query Baselight's public catalog of 70,000+ datasets — finance, demographics, sports, and more.

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

Source-linked review · Low confidence

Source Reviewed

ByteRay AI

high riskSource Reviewed

Hunt zero-days by talking to binaries. 40+ tools. Hosted, OAuth + SSO, invite: hi@byteray.ai

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

Source-linked review · Low confidence

Source Reviewed

Cirra AI Salesforce Admin MCP Server

high riskSource Reviewed

Comprehensive Salesforce administration and data management capabilities

Source Reviewed listings are visible for discovery but excluded from public leaderboards.

https://github.com/cirra-ai/mcp-server · Low confidence

Source Reviewed

Sentry

medium riskIndexed

Issue and error context for incident triage.

Indexed listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-sentry · Low confidence

Indexed

Puppeteer

medium riskIndexed

Browser automation and web scraping via an archived MCP reference server.

Indexed listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-puppeteer · Low confidence

Indexed

GitLab

medium riskIndexed

GitLab project, issue, and merge-request workflows for agents.

Indexed listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-gitlab · Low confidence

Indexed

Redis

medium riskIndexed

Key-value store access for Redis-backed systems.

Indexed listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-redis · Low confidence

Indexed

Google Maps

low riskIndexed

Places, directions, and location lookup for map-aware agents.

Indexed listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-google-maps · Low confidence

Indexed

Google Drive

high riskIndexed

Drive file search and retrieval for workspace documents.

Indexed listings are visible for discovery but excluded from public leaderboards.

@modelcontextprotocol/server-gdrive · Low confidence

Indexed

,

medium riskIndexed

Enables AI assistants to manage Facebook and Instagram advertising campaigns through the Meta Marketing API. Supports full campaign lifecycle management, performance analytics, audience targeting, and creative optimization.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/Lightning-Products/meta_mcp · Low confidence

Indexed

:

medium riskIndexed

.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/htlin222/openevidence-mcp · Low confidence

Indexed

:GT Protocol MCP Server

medium riskIndexed

Connects MCP-compatible AI agents to GT Protocol trading accounts, enabling natural language control of automated trading bots, strategy backtesting, deal execution, and balance monitoring on Binance and Hyperliquid exchanges.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/gt-protocol/mcp · Low confidence

Indexed

.KCI MCP Server (한국학술지인용색인)

medium riskIndexed

Enables Claude to search and analyze Korean academic papers using the Korea Citation Index (KCI) Open API. Supports paper search, detailed metadata retrieval, reference analysis, author and keyword searches, and citation index queries.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/auraweon7-ship-it/kci-mcp · Low confidence

Indexed

.NET Types Explorer MCP Server

medium riskIndexed

A Model Context Protocol (MCP) server that provides detailed type information from .NET projects for AI coding agents. The .NET Types Explorer MCP Server is a powerful tool designed to help AI coding agents understand and work with .NET codebases. It provides a structured way to explore assemblies,

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/V0v1kkk/DotNetMetadataMcpServer · Low confidence

Indexed

(S)AGE

medium riskIndexed

Persistent, consensus-validated institutional memory for AI agents. Gives LLMs real memory that survives across sessions - validated through BFT consensus, not just dumped to a file.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/l33tdawg/sage · Low confidence

Indexed

@402md/mcp

medium riskIndexed

An MCP server that transforms SKILL.md files into executable tools for AI agents, allowing them to discover and pay for services via the x402 protocol. It supports automatic payments on Stellar and EVM networks, enabling seamless integration of premium API skills.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/402md/mcp · Low confidence

Indexed

@4da/mcp-server

medium riskIndexed

Dependency intelligence for AI agents. CVE scanning, health checks, upgrade planning.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/runyourempire/4DA · Low confidence

Indexed

@actalumen/mcp-server

medium riskIndexed

Enables AI agents to upload, verify, and chat about documents for compliance (e.g., SOC2, GDPR) with PII redacted server-side.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/ActaLumen/mcp-server · Low confidence

Indexed

@agenticbits/claude-plugin

medium riskIndexed

Adds a live git branch status bar to the Claude interface for monitoring multiple repositories simultaneously. It provides tools for managing repository tracking and visibility through natural language commands.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/agenticbits/claude-plugin · Low confidence

Indexed

@alexandrebouchez/batch-mcp

medium riskIndexed

MCP server for Batch.com's Customer Engagement and Mobile Engagement APIs, enabling agents to manage profiles, send push notifications, orchestrate campaigns, and handle data exports through typed tools.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/alexbouchez/batch-mcp · Low confidence

Indexed

@archawat/mcp-cloudflare

medium riskIndexed

MCP server for managing Cloudflare DNS across multiple zones from a single API token, enabling bulk operations like toggling proxy, listing records, and batch updates.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/archawat/mcp-cloudflare · Low confidence

Indexed

@arguslog/mcp-server

medium riskIndexed

Read and manage your Argulog error tracking data - issues, projects, alerts, releases, billing, and admin operations - from any LLM agent. Authenticates with a Personal Access Token from the dashboard: PAT scopes gate writes server-side.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/petarnenov/arguslog-sdks · Low confidence

Indexed

@aria-agentworks/sales-intelligence-mcp

medium riskIndexed

12 MCP tools for company research, lead scoring, outreach automation, and CRM sync — Claude, GPT, Gemini, Cursor, Windsurf.

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/aria-agentworks/sales-intelligence-mcp · Low confidence

Indexed

@arizeai/phoenix-mcp

medium riskIndexed

Phoenix MCP Server is an implementation of the Model Context Protocol for the Arize Phoenix platform. It provides a unified interface to Phoenix's capabilites. You can use Phoenix MCP Server for: Prompts Management: Create, list, update, and iterate on prompts Datasets: Explore datasets, and synte

Indexed from Glama/public MCP source. Not yet reviewed by MCP Rank.

https://github.com/Arize-ai/phoenix · Low confidence

Indexed

AdAdvisor MCP Server

high riskIndexed

Query Meta Ads performance data — accounts, campaigns, ad sets, ads, metrics & settings.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

AdWeave — Meta Ads MCP Server

high riskIndexed

Meta Ads MCP server with 47 tools for campaigns, creatives, audiences, and insights.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

AEO

low riskIndexed

Scan any website for AI readiness — 100-point score across 6 AEO categories in seconds.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Agent Skills Search Server

medium riskIndexed

Search and discover Agent Skills from the skills.sh registry. Powered by HAPI MCP server.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/agentskills/agentskills · Low confidence

Indexed

AgentDM

low riskIndexed

Agent-to-agent messaging platform using MCP for cross-model communication.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Agentra

high riskIndexed

Identity oracle and trust layer for autonomous AI agents. Bidirectional KYA and trust scoring.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Alpic

high riskIndexed

Manage your projects, debug deployment, and check analytics for any MCP server you host with Alpic

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

AnkiMCP Server

low riskIndexed

Anki addon that exposes your flashcard collection to AI assistants via a local MCP server.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/ankimcp/anki-mcp-server-addon · Low confidence

Indexed

Anzenna

low riskIndexed

MCP server for Anzenna

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

AppDeploy

high riskIndexed

AppDeploy turns app ideas described in AI chat into live full-stack web applications

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Artidrop

medium riskIndexed

Publish HTML, Markdown, and multi-file sites as shareable URLs instantly via MCP.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

aTars MCP

high riskIndexed

Crypto market signals, technical indicators, and sentiment analysis for AI agents.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

AutEng Document Publisher

medium riskIndexed

Publish markdown as a publicly shareable AutEng document

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/auteng/auteng · Low confidence

Indexed

AutEng MCP - Markdown Publishing & Document Share Links

medium riskIndexed

Publish markdown documents as public share links with mermaid diagram support. Built by AutEng.ai

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

AutEng MCP - Markdown Publishing & Document Share Links

medium riskIndexed

Publish markdown documents as public share links with mermaid diagrams. Built by AutEng.ai

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Bezal — Local Business Intelligence for AI Agents

medium riskIndexed

Search 7,000+ local service businesses across America by category, location, or keyword.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

BlueNexus Universal MCP

medium riskIndexed

Connect your AI to all your data - 200+ sources, intelligently filtered, compliance-ready.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Brand Intelligence

low riskIndexed

Query your Nudg3 brand visibility across ChatGPT, Claude, Gemini, AI Overviews, and Perplexity.

Indexed listings are visible for discovery but excluded from public leaderboards.

nudg3-mcp · Low confidence

Indexed

Bring Your AI

medium riskIndexed

No-data MCP handoff for local Claude Code to Codex harness moves. $49 lifetime.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Buildability™ — Property Zoning & Buildability™ Intelligence

low riskIndexed

Zoning, ADU eligibility, flood zone, setbacks, and buildability intelligence for U.S. parcels.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Galax-ai/ReadyPermit.AI-v2 · Low confidence

Indexed

Buyersense

low riskIndexed

MCP server for the BuyerSense API. Get buyer signals from any MCP client.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

ByteRay MCP

high riskIndexed

AI-powered binary vulnerability hunter lifting binaries to LLM-readable forms for zero-day discovery

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Clarid Compliance

high riskIndexed

Check bank marketing for FDIC, NCUA, TILA, Reg DD, Reg Z, UDAAP, and Equal Housing compliance.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/clarid-ai/compliance-checker · Low confidence

Indexed

Clarid HMDA Validator

high riskIndexed

Validate HMDA LAR files against CFPB edit checks for community banks and credit unions.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/clarid-ai/compliance-checker · Low confidence

Indexed

Compeller

low riskIndexed

Create and track AI music videos and audio-reactive visuals from songs.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Compellerai/compeller-mcp · Low confidence

Indexed

ComplyHat

medium riskIndexed

MCP for AI compliance documentation across SR 26-2, EU AI Act, NIST AI RMF, and ISO/IEC 42001.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Connect

low riskIndexed

AI-native art catalogue. Catalogue works, parse provenance, and generate signed RAIs.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/raisonnai/raisonnai · Low confidence

Indexed

Constellation Finance MCP (dev)

high riskIndexed

Financial data MCP via hosted streamable HTTP; OAuth for secure remote access.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Conveo

low riskIndexed

Qualitative research platform. Design studies, analyze interviews, and generate insights.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Cookiy

low riskIndexed

AI user research via studies, interviews, recruitment, reports, and quantitative surveys.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/cookiy-ai/cookiy-skill · Low confidence

Indexed

Cosmonote

low riskIndexed

Access your Cosmonote audio notes, transcriptions, summaries, and action items.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/cosmonote/pocketbase · Low confidence

Indexed

Ctxl

low riskIndexed

Personal context management for AI assistants

Indexed listings are visible for discovery but excluded from public leaderboards.

ctxl · Low confidence

Indexed

Ctxl MCP

low riskIndexed

Personal context management for AI assistants

Indexed listings are visible for discovery but excluded from public leaderboards.

ctxl-mcp · Low confidence

Indexed

Database

medium riskIndexed

Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite

Indexed listings are visible for discovery but excluded from public leaderboards.

ghcr.io/haymon-ai/database:0.7.0 · Low confidence

Indexed

DataForB2B

medium riskIndexed

Search and enrich B2B people & companies — 70+ filters (funding, linkedin, industry, country, ...).

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

DataMerge MCP

medium riskIndexed

B2B data enrichment for 375M+ companies: legal entities, corporate hierarchies, and contacts.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Dbmcp

medium riskIndexed

Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite

Indexed listings are visible for discovery but excluded from public leaderboards.

ghcr.io/haymon-ai/dbmcp:0.11.0 · Low confidence

Indexed

DeepLedger — AI Bookkeeper for QuickBooks

high riskIndexed

AI bookkeeping for QuickBooks Online — 28 tools for transactions, reports, and bank feeds

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/naga-deepledger/deepledger-mcp · Low confidence

Indexed

Document Processing

medium riskIndexed

Extract text from documents, manipulate PDFs, and perform OCR on images.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/filegraph/docconvert · Low confidence

Indexed

DoneThat

low riskIndexed

Privacy-first work tracking with summaries, reports, coaching, and AI-ready long-term memory.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Dossier

low riskIndexed

MCP server for dossier automation standard - enables LLMs to discover, verify, and execute dossiers

Indexed listings are visible for discovery but excluded from public leaderboards.

@ai-dossier/mcp-server · Low confidence

Indexed

Fiber AI

medium riskIndexed

Search companies, enrich contacts, and reveal emails and phones from your AI agent.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/fiber-ai/mcp · Low confidence

Indexed

Filtrix AI MCP

medium riskIndexed

Filtrix MCP for image/video generation. Portal: https://agent.filtrix.ai/

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Fodda Knowledge Graphs

medium riskIndexed

Expert-curated knowledge graphs for AI agents — PSFK Retail, Beauty, Sports and more.

Indexed listings are visible for discovery but excluded from public leaderboards.

fodda-mcp · Low confidence

Indexed

Gavelin

low riskIndexed

Search bills and speaker-attributed hearing transcripts across all 50 US state legislatures.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/gavelin-ai/mcp · Low confidence

Indexed

gethal.ai

medium riskIndexed

Public MCP for gethal.ai — autonomous AI sales agent. Pricing, features, book a demo.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://gitlab.com/acf5914932/gethal.ai-lp · Low confidence

Indexed

Google ADS

high riskIndexed

Google Ads MCP server — manage campaigns, keywords, and metrics.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Gossiper Shopify Admin MCP Server

medium riskIndexed

Control Shopify Admin tasks with agents or via prompt. Ultra slim integration, fast and secure.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Governance Platform

medium riskIndexed

Deterministic AI governance platform. Validates agent outputs, discovers patterns, solves math.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Graffeo Coffee Roasting

medium riskIndexed

Live MCP catalog for Graffeo Coffee Roasting - Simply the World's Finest Coffee since 1935.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

HAPI Strava MCP Server

low riskIndexed

Strava MCP tools for AI: athletes, activities, segments, clubs, routes. Powered by HAPI MCP server.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/la-rebelion/hapimcp · Low confidence

Indexed

Helixar Security

high riskIndexed

Security tools for AI agents: scan MCP servers, validate HDP delegation chains, audit releases.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Helixar-AI/helixar-mcp · Low confidence

Indexed

HostProfit

low riskIndexed

Revenue intelligence platform for short-term rental operators.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

i18n-agent

medium riskIndexed

AI-powered translation for 48 languages with context-aware quality

Indexed listings are visible for discovery but excluded from public leaderboards.

@i18n-agent/mcp-client · Low confidence

Indexed

Image Processing

low riskIndexed

Image processing for AI agents. Resize, convert, compress, and pipeline images.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://gitlab.com/pictomancer.ai/pig-gateway · Low confidence

Indexed

inference.sh

low riskIndexed

Run 150+ AI apps — image, video, audio, LLMs, 3D and more. Browse, execute, stream results.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Inferventis MCP Server

high riskIndexed

Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Bankee-ai/inferventis · Low confidence

Indexed

Inflow

medium riskIndexed

MCP Server for agents to onboard, pay, and provision services autonomously with InFlow

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/inflowpayai/inflow-mcp · Low confidence

Indexed

Jeda AI

low riskIndexed

Visual AI for strategic thinking — SWOT, flowcharts, mindmaps, Gantt diagrams as polished SVG.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Kawa Code MCP

low riskIndexed

Intent tracking, decision recording, and team coordination for AI coding assistants

Indexed listings are visible for discovery but excluded from public leaderboards.

@kawacode/mcp · Low confidence

Indexed

Kubit

low riskIndexed

Bring Kubit into your AI workflow — query your warehouse with natural language

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Kubit-AI/mcp-server · Low confidence

Indexed

La Luer — AI Skincare Commerce

medium riskIndexed

Search, compare, and purchase La Luer microcurrent facial devices and skincare products.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/nathangrotticelli/searchshopai · Low confidence

Indexed

Lattiq x402 Trading Signals

high riskIndexed

Regime-aware ES1/NQ futures trading signals. HMM + 15 quant strategies. x402 USDC micropayments.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/PoopsDavis/lattiq-mcp · Low confidence

Indexed

Law.AI — Lawyer Search

medium riskIndexed

Verified lawyer and attorney search, discovery, and matching for AI — 991K+ US profiles.

Indexed listings are visible for discovery but excluded from public leaderboards.

lawai-mcp-server · Low confidence

Indexed

Lenny Rachitsky Podcast Transcripts MCP Server

low riskIndexed

MCP server for structured access to Lenny Rachitsky podcast transcripts. For content creators.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/la-rebelion/hapimcp · Low confidence

Indexed

Library

high riskIndexed

Clinician-reviewed library on ADHD in children — evaluation, treatment, school, parenting.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Library

high riskIndexed

Clinician-reviewed library on anxiety, OCD, and phobias in children ages 5–12.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Library

high riskIndexed

Clinician-reviewed library on child psychiatric evaluation and medication decision-making.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

LimitGuard Trust Intelligence

medium riskIndexed

Entity verification, sanctions screening, and trust scoring for AI agents.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/JWconsultancy1234/limitguard-ai · Low confidence

Indexed

LinkedIn MCP Server

medium riskIndexed

LinkedIn API as MCP tools to retrieve profile data and publish content. Powered by HAPI MCP.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/la-rebelion/hapimcp · Low confidence

Indexed

Logic Server

medium riskIndexed

Agent reasoning, memory, and token-optimized context for AI applications.

Indexed listings are visible for discovery but excluded from public leaderboards.

nocturnusai-mcp · Low confidence

Indexed

Ludo AI Game Assets

low riskIndexed

Generate game assets with AI: sprites, 3D models, animations, sound effects, music, and voices.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Ludo-AI/ludo-mcp · Low confidence

Indexed

MailJunky

medium riskIndexed

Send emails, track events, and manage contacts with MailJunky.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/TheNightProject/tnp.web.mailjunky.ai · Low confidence

Indexed

MarketCore

low riskIndexed

Create on-brand marketing deliverables and GTM docs with AI-powered blueprints and brand guidelines.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MarketCore MCP Server

low riskIndexed

Create on-brand marketing deliverables and GTM docs with AI-powered blueprints and brand guidelines.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MCP

medium riskIndexed

Schedule agent work and report write-once outcomes via CueAPI from any MCP host.

Indexed listings are visible for discovery but excluded from public leaderboards.

@cueapi/mcp · Low confidence

Indexed

MCP

low riskIndexed

Build zero-shot video models for object detection, and category and attribute classification.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MCP

low riskIndexed

Give your AI assistant real meeting context via Fathom so every output grounded in your work

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MCP

low riskIndexed

Public MCP server for the LLM Search Engine

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MCP API

low riskIndexed

GoMarble MCP API Server

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MCP Explorium

medium riskIndexed

Access live company and contact data from Explorium's AgentSource B2B platform.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/explorium-ai/mcp-explorium · Low confidence

Indexed

MCP Merchant

medium riskIndexed

Search-only commerce MCP server backed by Stripe (test)

Indexed listings are visible for discovery but excluded from public leaderboards.

mcp-merchant · Low confidence

Indexed

MCP Registry

low riskIndexed

Search the public MCP Registry; discover servers and copy SSE URLs.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MCP Server

medium riskIndexed

Agent-first meeting schedule polls for humans and agents. Create polls, vote, find times.

Indexed listings are visible for discovery but excluded from public leaderboards.

@meetlark/mcp-server · Low confidence

Indexed

MemeStack

low riskIndexed

Search and browse a curated gallery of memes, infographics, and visual content.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Meminal

low riskIndexed

Memory for deep conversational context across any platform

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MLP Tax Computation Engine

low riskIndexed

Deterministic MLP tax engine with IRS citations. 6 tools: basis, §751, estate, projections.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/luc253/lucasandersen-ai · Low confidence

Indexed

Moxt Workspace

medium riskIndexed

Browse and manage files in your Moxt AI workspace from any MCP client.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

MRC Data — China's Apparel Supply Chain Infrastructure

medium riskIndexed

China's apparel supply chain data for AI: 1,000+ suppliers, 350+ fabrics, 170+ clusters.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Myriade

medium riskIndexed

Explore and query your data warehouse through Myriade's AI data analyst agent.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Name Whisper — ENS Intelligence Layer

low riskIndexed

34 MCP tools to search, register, manage, value, and trade ENS names. AI-powered intelligence layer.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Nefesh — Real Time Human State Awareness

low riskIndexed

Real-time human state fusion: stress score from heart, voice, face signals. GDPR compliant.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/tomstuhl/nefesh-mcp-server · Low confidence

Indexed

Nefesh — Real-Time Human State Awareness for AI

low riskIndexed

Fuses biometric signals into a stress score (0-100) for AI adaptation. MCP + A2A native.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/nefesh-ai/nefesh-mcp-server · Low confidence

Indexed

NewzAI MCP Server

low riskIndexed

News MCP: real-time headlines & custom news search across 7 regions. Free, just sign in with Google.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Gauraviitkgp/news-mcp · Low confidence

Indexed

NewzAI MCP Server

low riskIndexed

News MCP: real-time headlines & custom news search across 7 regions. Free, just sign in with Google.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Gauraviitkgp/news-mcp · Low confidence

Indexed

NexusToken

medium riskIndexed

Create/check agent tasks, discover capabilities, and run V2 Jobs on NexusToken.

Indexed listings are visible for discovery but excluded from public leaderboards.

nexustoken-sdk · Low confidence

Indexed

Nordax AI Entity Network

low riskIndexed

Search and verify 360K+ business entities with trust scores and W3C credentials.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Not Human Search

medium riskIndexed

Search the agentic web. 4,100+ sites, 11 tools incl. check_url + verify_mcp for probe-before-use.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Obris

low riskIndexed

Stop re-explaining yourself to AI. Save knowledge once, use it in every conversation.

Indexed listings are visible for discovery but excluded from public leaderboards.

obris-mcp · Low confidence

Indexed

OpenAI Tools MCP Server

low riskIndexed

Focused MCP server for OpenAI image/audio generation (v2.0.0). Wraps endpoints via HAPI CLI.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/la-rebelion/hapimcp · Low confidence

Indexed

OpenMandate

low riskIndexed

MCP server for OpenMandate — open protocol for bilateral matching.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Parallel Search MCP

low riskIndexed

The best web search for your AI Agent

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/parallel-web/search-mcp · Low confidence

Indexed

Perplexity API Platform

low riskIndexed

Real-time web search, reasoning, and research through Perplexity's API

Indexed listings are visible for discovery but excluded from public leaderboards.

@perplexity-ai/mcp-server · Low confidence

Indexed

Perspective AI

low riskIndexed

An AI concierge that turns static forms into adaptive AI conversations. From any MCP client.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Perspective-AI/mcp · Low confidence

Indexed

Petstore MCP Server

low riskIndexed

Swagger Petstore API (v1.0.27) as MCP for testing and prototyping powered by the HAPI MCP server

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/la-rebelion/hapimcp · Low confidence

Indexed

Plith

low riskIndexed

AI agent infrastructure: dedup, cost prediction, validation, governance, failure intelligence.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/chicogonzales/plith · Low confidence

Indexed

Primeta

low riskIndexed

Give your AI a face, a voice, and a personality. 3D avatars with custom personas.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Primeta-AI/primeta · Low confidence

Indexed

Pyrimid Protocol

high riskIndexed

Agent-commerce MCP server for x402/USDC payments and affiliate splits on Base.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/pyrimid-ai/pyrimid · Low confidence

Indexed

Ra Pay

high riskIndexed

Send fiat payments via MCP with two-step confirmation and Stripe Connect.

Indexed listings are visible for discovery but excluded from public leaderboards.

@rapay/mcp-server · Low confidence

Indexed

RadiusOS CRM

high riskIndexed

34-tool CRM server — contacts, pipeline, quotes, invoices, scheduling, email, and AI scoring.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/chadrnewell-hash/outreachos · Low confidence

Indexed

Raven

low riskIndexed

Design intelligence for AI-generated UI — principles, patterns, content, brand, design tokens.

Indexed listings are visible for discovery but excluded from public leaderboards.

raven-mcp · Low confidence

Indexed

ReadyPermit — Property Zoning & Buildability Intelligence

low riskIndexed

Zoning, ADU eligibility, flood zone, setbacks, and buildability intelligence for U.S. parcels.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Galax-ai/ReadyPermit.AI-v2 · Low confidence

Indexed

Reka

low riskIndexed

Understand your videos with Reka AI — search, ask questions, and extract insights.

Indexed listings are visible for discovery but excluded from public leaderboards.

reka-mcp · Low confidence

Indexed

Roxels

medium riskIndexed

Let AI agents create configurable voice agents via meeting rooms and return structured data.

Indexed listings are visible for discovery but excluded from public leaderboards.

roxels-mcp · Low confidence

Indexed

ScamVerify Threat Verification

high riskIndexed

AI-powered scam and threat verification for phone numbers, URLs, texts, and emails.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/scamverifyai/scamverify-ai · Low confidence

Indexed

Scite

low riskIndexed

Ground answers in scientific literature. Search full text, evaluate trust, access full-text articles

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Scout By Optimly

low riskIndexed

Query the AI Brand Directory. Audit brand visibility in ChatGPT, Claude, and Gemini.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Seltz Ai Seltz MCP

low riskIndexed

Provides AI assistants with access to Seltz's powerful Web Search capabilities.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Server

low riskIndexed

Family calendar, tasks, meals, lists & rewards hub for AI assistants.

Indexed listings are visible for discovery but excluded from public leaderboards.

ponlo-ai · Low confidence

Indexed

SimSense

medium riskIndexed

Deploy sims to any screen. Control your displays with Claude.

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Squad

low riskIndexed

Your AI Product Manager. Surface insights, build roadmaps, and plan strategy with 30+ tools.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/the-basilisk-ai/squad-mcp · Low confidence

Indexed

Strata

low riskIndexed

MCP server for progressive tool usage at any scale (see https://klavis.ai)

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/Klavis-AI/klavis · Low confidence

Indexed

Test MCP Server

low riskIndexed

Alpic Test MCP Server - great server!

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

TinyFish AI Web Agent

medium riskIndexed

AI-powered web automation. Navigate websites using AI agents for one page or a thousand

Indexed listings are visible for discovery but excluded from public leaderboards.

Needs source review · Low confidence

Indexed

Trading

high riskIndexed

AI-powered trading strategy development: backtesting, market data, and portfolio analysis

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/mindsightventures/lona · Low confidence

Indexed

Travel

medium riskIndexed

AI travel agent — book flights, hotels, activities, and events worldwide via autonomad.ai.

Indexed listings are visible for discovery but excluded from public leaderboards.

autonomad-travel · Low confidence

Indexed

TVWizard

low riskIndexed

Control Android TV from any AI. 38 MCP tools: playback, recap, recommend, smart-home, schedules.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/fizzious1/TVWizard-mcp · Low confidence

Indexed

Xmp4 — Semantic Code Intelligence

low riskIndexed

SCIP-backed semantic code intelligence over 800+ pre-indexed OSS libraries. Hosted, free.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/0ics-srls/lsai-xmp4.public · Low confidence

Indexed

xmp4 — Semantic code knowledge for your stack

low riskIndexed

OSS libs in your stack, really used: source, tests, callers. C#, Java, TS, Python, Rust, PHP+.

Indexed listings are visible for discovery but excluded from public leaderboards.

https://github.com/0ics-srls/lsai-xmp4.public · Low confidence

Indexed

Weekly MCP trust report

Reviewed servers, risk notes, new indexed tools, and maintainer verification asks.