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Searchable catalog of Model Context Protocol servers. Find tools that connect your AI assistant to the services and data you use.

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  • Aerospace & Astrodynamics3
  • Aggregators109
  • Agreements & Coordination2
  • Architecture & Design30
  • Art & Culture64
  • Biology, Medicine and Bioinformatics38
  • Browser Automation81
  • Cloud Platforms157
  • Cloud Storage3
  • Code Execution672
  • Communication154
  • Conversational AI4
  • Cryptography199
  • Customer Data Platforms16
  • Data Platforms40
  • Data Science Tools35
  • Data Visualization8
  • Databases156
  • Delivery13
  • DevOps0
  • E-Commerce25
  • Education5
  • Embedded System16
  • end to end RAG platforms4
  • Environment & Nature5
  • File Systems42
  • Finance & Fintech414
  • Gaming56
  • Health & Wellness1
  • Home Automation8
  • Industrial & IoT1
  • Knowledge & Memory286
  • Legal23
  • Location Services44
  • Marketing93
  • Monitoring73
  • Multimedia Process52
  • OS Automation8
  • Other Tools and Integrations229
  • Podcasts3
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  • Research38
  • Search & Data Extraction226
  • Social Media45
  • Speech-to-Text3
  • Spirituality & Esoterica5
  • Sports29
  • Support & Service Management11
  • Text-to-Speech8
  • Translation Services5
  • Travel & Transportation45
  • Version Control25
  • Web Scraping24
  • Workplace & Productivity204
TrendingMost starsRecently updatedRecently added
Z

Environment & Nature

Zhonghao1995/agentic-swmm-workflow

Eleven MCP servers exposing a reproducible EPA SWMM stormwater-modelling workflow: model building, simulation runs with manifests and continuity checks, calibration, GIS/QGIS integration, design storms and climate scenarios, uncertainty analysis, plotting, and modelling memory. Config generators included for Codex, Claude Code, OpenClaw, and Hermes.

01d ago
A

Code Execution

agent-hanju/char-index-mcp

Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.

0
1d ago
official
F

Other Tools and Integrations

Freebeat AI

Allows users to generate music videos using Freebeat through MCP

03d ago
official
G

Marketing

getAdvantage MCP

We are engineers first. The tooling behind getAdvantage, the pre-deploy gate and the portable project brain, is free and open-source. Read it, run it, or hand the building to us. The pre-deploy gate and the portable project brain live in the open. Read the source, file an issue, or use it as is. The code never leaves your machine. Most teams do not want to run tooling, they want the AI built, shipped safely and proven. That is what we do, hands-on, with you. Start with a call, not a checkout. Curious how we measure and prove visibility? Read the methodology →

6 tools · brief, Fan out parallel worktrees

01d ago
A

Code Execution

ahmedak/defluff

Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. `pip install defluff`

01d ago
D

Finance & Fintech

dan1d/cobroya

Mercado Pago payments for AI agents — create payment links, search payments, and issue refunds. Built for LATAM merchants.

01d ago
T

Finance & Fintech

TradeRouter/trade-router-mcp

Non-custodial Solana swap & limit order engine for AI agents. 21 tools (swap, limit, trailing, TWAP, DCA, combo orders) across Raydium, PumpSwap, Orca, Meteora. Jito MEV-protected execution, Ed25519 server verification, private key never leaves the process. MIT. `npx -y @traderouter/trade-router-mcp`.

01d ago
S

Code Execution

sebastienrousseau/rlg

**Log-stream tools for on-call / SRE agent workflows** — expose `rlg` (RustLogs) log files as MCP tools. Three tools: `tail_log` (last N events, filtered by level/target), `filter_log` (JSON-path-style predicates), `summarize_errors` (grouped error taxonomy). Speaks JSON-RPC 2.0 over stdio; near-lock-free structured logging engine underneath (65k-slot ring buffer, 14 output formats, `os_log`/`journald` sinks). Install `cargo install rlg-mcp` or `docker run -i ghcr.io/sebastienrousseau/rlg-mcp`. Dual-licensed MIT OR Apache-2.0.

01d ago
A

Cryptography

AIM-Intelligence/AIM-Guard-MCP

Security-focused MCP server that provides safety guidelines and content analysis for AI agents.

01d ago
A

Search & Data Extraction

AIweather-Anurag/ottasia-mcp-server

Where to watch any movie or TV show across 30 Asian and Middle Eastern streaming markets (Netflix, Disney+ Hotstar, Wavve, Shahid, Hoichoi, ZEE5, JioCinema, and 17 more). `npx -y @ottasia/mcp-server`

01d ago
A

Cryptography

alberthild/shieldapi-mcp

Security intelligence for AI agents: password breach checks (900M+ HIBP hashes), email/domain/IP/URL reputation, prompt injection detection (200+ patterns), and skill supply chain scanning. Pay-per-request via x402 USDC micropayments or free demo mode, no API key needed.

01d ago
D

File Systems

drolosoft/go-docs-mcp

Multi-format document MCP server — read, search, OCR, and extract from PDF, TXT, MD, DOCX, CSV, and images. Single Go binary, 12 tools, smart mtime-based caching, directory-locked security.

01d ago
official
G

Other Tools and Integrations

GuruWalk MCP Server

GuruWalk is the world's largest free walking tour platform, connecting travelers with local guides in over 1,000 cities across 120+ countries. Founded in 2017 in Valencia, Spain, the platform operates on a unique pay-what-you-want model for free tours: travelers book for free and tip the guide based on their experience. Alongside free walking tours, GuruWalk offers paid activities including guided tours, skip-the-line tickets, food experiences, day trips, and more — all bookable in one place. GuruWalk's MCP server lets AI assistants search destinations, browse categories, check availability, and get full tour details — all without leaving the conversation. Works with any MCP-compatible client.

4 tools · get_product_availability, get_product_detail

01d ago
E

File Systems

ebbfijsf/agent-reader

Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`.

01d ago
C

File Systems

cyberchitta/llm-context.py

Share code context with LLMs via MCP or clipboard

01d ago
D

File Systems

Dissimilis/DirForge

Read-only directory listing web app with a built-in MCP server: directory browsing, file reading, content search, archive inspection, file hashes, and disk usage tools over a configured root.

01d ago
A

Gaming

alex-gon/thegamecrafter-mcp-server

Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.

01d ago
official
G

Code Execution

get-tmonier/argot

Guardrail that checks agent-written code against a repo's own git-history-learned patterns — flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes `voice_context` (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), `check` (score a generated hunk against the repo's patterns), and `explain`. 100% local, no LLM, single Rust binary. `npm i -g @tmonier/argot`

01d ago
J

Databases

Janadasroor/pg-mnemosyne-mcp

A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent super memory, task tracker, and multi-agent coordination hub for AI assistants.

01d ago
L

Customer Data Platforms

lionkiii/google-searchconsole-mcp

Google Search Console MCP server with 13 SEO tools — search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison.

01d ago
A

Data Platforms

alanpcf/brasil-data-mcp

Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks (BACEN), national holidays — via [BrasilAPI](https://brasilapi.com.br). No auth, no API key. Install: `npx -y brasil-data-mcp`.

01d ago
P

Databases

pab1it0/prometheus-mcp-server

Query and analyze Prometheus, open-source monitoring system.

01d ago
official
Y

Databases

ydb/ydb-mcp

MCP server for interacting with [YDB](https://ydb.tech) databases

01d ago
F

Data Platforms

FreelexHo/power-bi-mcp

Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports.

01d ago
official
I

Customer Data Platforms

iaptic/mcp-server-iaptic

Connect with [iaptic](https://www.iaptic.com) to ask about your Customer Purchases, Transaction data and App Revenue statistics.

01d ago
A

Search & Data Extraction

Alisammour/storyflo-mcp

Curated audio-news with a market-aware news signal. Search articles, fetch narrated audio, subscribe topic feeds, surface stories matched to actively traded Kalshi event contracts (CFTC-regulated; qualitative signal tags + link-out to Kalshi, never raw market data). 8 tools (7 free + 1 x402-paid over USDC on Base). Install via `npx -y storyflo-mcp`.

01d ago
G

Code Execution

gvasile29/qai-consultant

Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. `uvx qai-consultant-mcp`

01d ago
official
G

Code Execution

Greb-MCP

Semantic code search for AI agents without indexing your codebase or storing any data. Fast and accurate.

03d ago
R

Databases

runekaagaard/mcp-alchemy

Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.

01d ago
G

Databases

GetMystAdmin/urdb-mcp

Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products

01d ago
J

Databases

jparkerweb/mcp-sqlite

Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.

01d ago
P

Databases

pilat/mcp-datalink

MCP server for secure database access (PostgreSQL, MySQL, SQLite) with parameterized queries and schema inspection

01d ago
official
V

Databases

VictoriaMetrics-Community/mcp-victorialogs

Provides comprehensive integration with your [VictoriaLogs instance APIs](https://docs.victoriametrics.com/victorialogs/querying/#http-api) and [documentation](https://docs.victoriametrics.com/victorialogs/) for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.

01d ago
U

Databases

ugurcl/dbridge-mcp

Query SQLite, PostgreSQL, and MySQL in plain language — read-only by design, with column hiding/masking, row caps, per-query timeouts, cost-based rejection, and rate limiting.

01d ago
official
A

Other Tools and Integrations

Amplifier MCP Server

Your AI already writes your product descriptions, manages your ad spend, and optimizes your SEO. But when it comes to fulfillment —checking on a shipment, placing a restock order, pulling an invoice — you're still logging into a portal and clicking around. That's a bottleneck. Every time you context-switch from your AI workflow to a browser tab, you lose time. Every manual order entry is a place for errors. Every "let me check on that" is a delay that your AI could handle in seconds. MCP — Model Context Protocol — is the open standard that lets AI assistants like Claude, ChatGPT, and Cursor connect directly to the tools you use. Amplifier's MCP server gives your AI agent secure, authenticated access to your Amplifier account.

3 tools · Create restock ASNs, End-of-day shipping report

01d ago
E

File Systems

ellmos-ai/ellmos-filecommander-mcp

Comprehensive local filesystem MCP server with file management, process control, interactive sessions, async search, and safe delete via Recycle Bin.

01d ago

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