The MCP Trust Index.

osm-mcp-server

by sowjanyakaki

An OpenStreetMap MCP server that provides location-based services including geocoding, route directions, points of interest search, and neighborhood analysis to enhance LLMs with geospatial capabilities.

Sowjanyakaki/OpenStreetMap_MCP

adobe-firefly-mcp

by peroxide-dev

Local MCP server that uses Playwright browser automation to enable Claude Code to generate images, create variations, expand, and remove backgrounds via Adobe Firefly, requiring manual sign-in once.

peroxide-dev/adobe-firefly-mcp

traverse

by taciturnaxolotl

Enables AI models to generate interactive, clickable code walkthrough diagrams using Mermaid code and node descriptions. It provides a web interface for viewing, persisting, and sharing these diagrams via a local database and a dedicated share server.

taciturnaxolotl/traverse

rosclaw

by ros-claw

Self-evolving runtime infrastructure for Physical AI and embodied agents. Ground AI agents into robot bodies with e-URDF, sandbox safety, capability routing, praxis capture, physical memory, runtime intervention, and skill evolution.

ros-claw/rosclaw

vibe-prompt-mcp

by saurabhjambure-pixel

Fix your vibe coding prompts before they reach the AI. Scores and rewrites across 4 dimensions — no API key, no server, just npx. Now with codebase-aware context injection for design, database, API, auth, testing, and state management.

saurabhjambure-pixel/vibe-prompt-mcp

aurarouter

by auracoredynamics

Simple MCP router which routes prompts first to a local LLM, falling back to Gemini if the results are low-quality

AuraCoreDynamics/aurarouter

mcp-zoho_crm

by pipeworx-io

Wraps the Zoho CRM API v6 to enable listing, retrieving, searching, and creating records in Zoho CRM modules.

pipeworx-io/mcp-zoho_crm

ai-usage-mcp

by flaviozantut

Read-only MCP server for querying AI usage metrics (exact tokens, cost, latency, errors, productivity) from a local SQLite database, enabling charts and analysis in Claude Code and Cursor.

flaviozantut/ai-usage-dashboard

TalentBridge Lebanon

by ak8x6

MCP server for the TalentBridge Lebanon career-matching platform, offering job search, job retrieval, skill gap assessment, and job index statistics.

ak8x6/talent-bridge-lebanon

mcp-fcc-ecfs

by pipeworx-io

MCP server for searching and retrieving FCC ECFS filings, dockets, and proceedings via the public API.

pipeworx-io/mcp-fcc-ecfs

gpusim

by oliver0804

Analytical GPU performance simulator for deep learning models — kernel-level timeline, memory curve and bottleneck attribution without running a GPU

Oliver0804/gpusim

jvmsrc

by sintexer

An MCP server that gives coding agents IDE-like access to JVM classpaths by querying the actual build tool, providing precise source code, signatures, and structure without cache-walking or version guesswork.

Sintexer/jvm-source-lens

personal-repo-mcp

by jsilvanus

Enables AI agents to work with administrator-approved Git repositories on a self-hosted VPS, supporting cloning, file edits, and full Git operations within persistent workspaces.

jsilvanus/personal-repo-mcp

mcp-timer-server

by scottyphillips

Provides accurate system time to LLM applications with multi-timezone support via a simple tool call.

scottyphillips/system-time-mcp

mcp-rag

by felixscherz

Connects a RAG application to open-webui using Model Context Protocol (MCP), enabling server-to-client communication for context retrieval and tool usage in remote environments through Server-Sent Events (SSE).

felixscherz/mcp-rag

finflow-mcp

by yogiis

Automatic personal finance tracker MCP server that reads transaction notification emails from Gmail, extracts transaction data, and records them to Google Sheets, enabling AI clients to query spending and drive syncs.

yogiis/finflow-mcp

gnomon-mcp

by lihtness

A small MCP server for the boring-but-essential utilities every model needs: dates, calendars, arithmetic, unit conversion. Use it so your assistant stops "next-token guessing" math and date math.

lihtness/gnomon-mcp

Socialcrawl

by socialcrawl

Access 21+ real-time social media data from a single API

socialcrawl/mcp

PlanfixMCP

by alexd73

MCP server for Planfix REST API that generates tools from an OpenAPI spec, exposing operations like task_list and comment_add with Russian descriptions, filtering, and response validation.

alexd73/PlanfixMCP

rubyLs/yearning_mcp

by rubyls

MCP server for Yearning SQL review platform, enabling read-only queries, ticket management (submit, audit, undo, rollback), query applications, comments, and data source/table exploration via REST/WebSocket APIs.

rubyLs/yearning_mcp

MeshCue Forge

by meshcue

An open-source MCP server that turns natural language hardware descriptions into complete, buildable projects including circuits, firmware, 3D-printable enclosures, PCB files, and documentation.

Meshcue/meshcue-forge

gnosis

by shcv-it

Web scraper & crawler → clean Markdown with byte-level SHA-256 provenance + WARC archival for LLM/RAG knowledge bases

SHCV-it/gnosis

ignitic

by ignitic-ai

AI agents that run your e-commerce ops — Shopify, ads, CRM & support via 190+ MCP tools. Open-source, self-hosted, one docker compose up.

Ignitic-AI/ignitic

Time MCP Server

by lchinglen

Provides current time and timezone conversion using IANA timezone names, enabling LLMs to get time information and convert times between timezones.

lchinglen/time-mcp-server

portkey-admin-mcp

by codeswhat

MCP server for Portkey Admin API - 116 tools for prompts, configs, analytics & more.

CodesWhat/portkey-admin-mcp

ac-organic-lab

by accelerationconsortium

Codebase for standarized REST API contract and Live Dashboard for the Organic Self-driving Lab at the Acceleration Consortium (AC)

AccelerationConsortium/ac-organic-lab

mcp-neso

by pipeworx-io

NESO MCP — Great Britain electricity grid open data (api.neso.energy)

pipeworx-io/mcp-neso

sitewright

by sitewright-cms

Open-source, self-hostable platform for agencies to build & run all their client sites: code-first authoring with live in-place editing, a built-in CMS, i18n, rich interactive components, and framework-free static publishing — plus an AI assistant + MCP so coding agents can build & edit your sites.

sitewright-cms/sitewright

mcp-pje-trf1

by cmsdutra

MCP server for automating consultation and download of documents from Brazil's TRF1 PJe system through authenticated sessions. It uses Playwright for authenticated navigation, providing tools to query process metadata, list documents, and download full case files.

cmsdutra/trf1-pje-mcp-bridge

mcp-agent-toolkit

by build-with-deepak

An MCP server exposing three tools — a read-only PostgreSQL commerce database, a live weather API, and a calculator — behind a real MCP protocol client/server boundary. It enables natural-language questions that combine database and weather data, with real-time streaming of tool calls and model error recovery.

build-with-deepak/mcp-agent-toolkit

Neo N3 MCP Server

by r3e-network

An MCP server for interacting with the Neo N3 blockchain.

r3e-network/neo-mcp

deepseek-mcp-image

by chuyuxuan0v0

Provides image recognition for text-only LLMs like DeepSeek by bridging to SenseNova multimodal model, enabling image description via the describe_image tool.

Chuyuxuan0v0/deepseek-mcp-image

ssyubix-a2a-agentlink

by syuaibsyuaib

Cross-device communication between AI agents over the public internet

syuaibsyuaib/ssyubix

papers-mcp

by surendranb

MCP server for scientific grounding: search and discover open-access research papers across arXiv, OpenAlex, Crossref, PubMed, and Semantic Scholar, and retrieve references/citations from paywalled journals via public DOI/abstract metadata.

surendranb/find-research-papers-mcp

hass-mcp

by hitechlabtn

A Model Context Protocol (MCP) server for Home Assistant integration with Claude and other LLMs, enabling querying and controlling Home Assistant entities, automations, and dashboards.

HiTechLabTN/hass-mcp

ada-agent-wallet

by loveaihq

Policy-gated Cardano wallet for AI agents: spend caps, payee allowlist, human approval, and a hash-chained audit log — enforced in a separate daemon that holds the key. MCP tool for paying x402 endpoints on Cardano.

loveaihq/ada-agent-wallet

MCP Server + Access OAuth

by nsackett-cf

Enables remote MCP connections with Cloudflare Access OAuth authentication, providing tools like add and restricted image generation.

nsackett-cf/mcp-server-cf-access

mcp-s3

by dayongd1

dayongd1/mcp-s3

swipe-mcp

by antoshia2n

MCP server for managing swipe files (sample/reference data) with tools to add, search, and update entries via Claude.

antoshia2n/swipe-mcp

mermaid-mcp-app

by finfin

Renders Mermaid diagrams in an interactive viewer with pan, zoom, and split-view source editing, enabling LLM hosts to create and edit diagrams through natural language and synchronize updates back to the conversation.

finfin/mermaid-mcp-app