The MCP Trust Index.

gemini-media-mcp

Unified MCP server for Gemini media generation --Nano Banana (images), Veo 3.1 (video), TTS, and Lyria 3 (music). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.

mordor-forge/gemini-media-mcp

nordic-registry-mcp-server

MCP server for Nordic company registries. Verify companies, check board members, signing authority, and financial data across Norway, Denmark, Finland, and Sweden using official public APIs. 23 tools covering search, details, roles, and batch lookups.

olgasafonova/nordic-registry-mcp-server

Alcove

MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.

epicsagas/alcove

MSBuild MCP Server

A lightweight MCP (Model Context Protocol) server for building MSBuild projects. Supports dynamic MSBuild discovery using vswhere and provides flexible build configuration options.

zenoengine/msbuild-mcp-server

noosphere-mcp

Digital consciousness repository and community MCP server. Upload epiphanies, decisions, warnings, and patterns as consciousness payloads, then retrieve them via semantic telepathic search. Features 3D interactive consciousness globe and soul imprint authentication.

JinNing6/Noosphere

Algolia

Integrates with Algolia's search platform using the Go SDK to provide complete access to search operations, A/B testing, analytics, collections management, query suggestions, recommendations, monitoring, and usage metrics for building search experiences and managing search infrastructure.

algolia/mcp

mendeley-mcp

MCP server for Mendeley reference manager - search, retrieve, and manage your academic library from Claude and other MCP clients

pallaprolus/mendeley-mcp

Joplin

Integrates with Joplin note-taking application via the joppy Python API

alondmnt/joplin-mcp

AMP (Agent Memory Protocol)

Provides local-first persistent memory with episodic and semantic storage, enabling context retention across sessions and knowledge graph building from conversations.

akshayaggarwal99/amp

TOONer

MCP proxy that wraps any MCP server and transparently converts JSON responses in tools/call to TOON format — a token-efficient alternative to JSON optimized for LLMs (~40% fewer tokens).

chaindead/tooner

XMCP

A comprehensive MCP server for X/Twitter featuring over 70 tools for research, engagement, and publishing with granular permission-based access control. It includes specialized Playwright-powered tools for fetching X articles and supports extensive account management and thread operations.

vibeforge1111/xmcp

open-ontologies

AI-native ontology engineering MCP server for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.

fabio-rovai/open-ontologies

Zikkaron

Biologically-inspired persistent memory engine with 26 cognitive subsystems including Hopfield networks, predictive coding, and hippocampal replay.

amanhij/zikkaron

Ingero

eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime and Driver APIs via kernel uprobes and host events via tracepoints to build causal chains explaining GPU latency. 7 tools: get_check, get_trace_stats, get_causal_chains, get_stacks, run_demo, get_test_report, run_sql. Telegraphic compression reduces token usage ~60%. Supports stdio and HTTPS (TLS 1.3) transport.

ingero-io/ingero

tenets

Provides intelligent code context aggregation using NLP-based ranking (BM25, TF-IDF, embeddings) and automatically injects guiding principles (coding standards, architecture rules) into every prompt to maintain consistency across AI conversations.

jddunn/tenets

3ds Max

Enables AI-controlled Autodesk 3ds Max with 25 tools for scene management, object creation, materials, lighting, and animation.

317431629/3dsmaxmcp

ai-runtime-guard

ai-runtime-guard is an MCP server that sits between your AI agent and your system, enforcing a policy layer before any file or shell action takes effect. No retraining, no prompt engineering, no changes to your agent or workflow, just install, configure once, and your agent operates within the boundaries you set.

runtimeguard/runtime-guard

Laravel Companion

Integrates with Laravel documentation and package ecosystem to provide intelligent search across multiple framework versions, external service docs, and curated package recommendations based on use case descriptions.

brianirish/laravel-mcp-companion

gdb-cli

A GDB debugging tool designed for AI Agents (Claude Code, etc.)

Cerdore/gdb-cli

Command Line

Safely run command-line arguments for Unix/macOS systems.

andresthor/cmd-line-mcp

ComfyUI MCP Server

Enables comprehensive ComfyUI workflow automation including image generation, workflow management, node discovery, and system monitoring through natural language interactions with local or remote ComfyUI servers.

IO-AtelierTech/comfyui-mcp

Gentleman Programming Book

Conversational access to technical content on software architecture and clean code principles

alan-thegentleman/gentleman-book-mcp

mcp-omnisearch

🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.

spences10/mcp-omnisearch

DX MCP Server

Enables AI applications to write and execute natural language queries on organizational data stored in DX Data Cloud's Postgres database. Runs locally and provides a query tool for AI assistants to formulate and execute database queries with user approval.

get-dx/dx-mcp-server

mediawiki-mcp-server

MCP server for MediaWiki wikis. Search, read, edit, and manage wiki content from AI assistants. Includes formatting, link checking, revision history, and markdown conversion.

olgasafonova/mediawiki-mcp-server

srclight

Deep code indexing for AI agents. Search symbols, navigate call graphs, explore inheritance, track git history — all via MCP.

srclight/srclight

gatling/gatling-ai-extensions

[![docker]](https://hub.docker.com/r/gatlingcorp/gatling-mcp-server) [![npm]](https://www.npmjs.com/package/@gatling.io/gatling-mcp-server)

gatling/gatling-ai-extensions

DeckForge

Generate executive-ready presentations via API. 32 slide types, 24 chart types, 15 themes, finance vertical with DCF/comp tables/waterfalls. Renders PPTX from JSON IR or natural language prompts.

Whatsonyourmind/deckforge

network-mcp

Provides AI assistants with direct access to multi-vendor network devices for tasks like configuration management, health checks, and topology discovery through 35 specialized tools. It enables natural language control over platforms including Cisco, Juniper, and Nokia using SSH, NETCONF, and SNMP protocols.

E-Conners-Lab/MCP-DEMO-LAB

ssyubix-a2a-agentlink

Cross-device communication between AI agents over the public internet

syuaibsyuaib/ssyubix

Workspace Qdrant MCP

Project-scoped semantic workspace memory for AI coding assistants. Watches your project files and auto-indexes code and docs into Qdrant using tree-sitter semantic chunking and hybrid search (dense + sparse + RRF)

ChrisGVE/workspace-qdrant-mcp

FOCUS MCP Server

Enables AI assistants to analyze cloud billing data in FOCUS format through natural language queries. Provides 36+ predefined cost analysis queries, custom SQL execution, and schema documentation for multi-cloud cost optimization and FinOps practices.

glassity/focus-mcp

kospi-kosdaq-stock-server

An MCP server that provides KOSPI/KOSDAQ stock data using FastMCP

dragon1086/kospi-kosdaq-stock-server

cross-validated-search

Universal Search-First Knowledge Acquisition Plugin for LLMs. Enables real-time web search and deep page browsing via MCP or CLI. Zero-cost, privacy-first, supports DuckDuckGo, Bing, Google, Brave, Wikipedia, Arxiv, YouTube, Reddit and more.

wd041216-bit/cross-validated-search

TwinCAT Validator MCP Server

An MCP server for validating, auto-fixing, and scaffolding TwinCAT 3 XML files using deterministic code quality tools and IEC 61131-3 OOP checks. It enables AI assistants to perform structural validation, apply safe fixes, and generate canonical code skeletons for industrial automation projects.

agenticcontrolio/twincat-validator-mcp

mcp-zuul

An MCP server for Zuul CI. Debug build failures by asking questions, not clicking through web UIs. Read-only access to any Zuul instance — builds, logs, pipelines, jobs, and live status. Works with Claude Code, Claude Desktop, Cursor, and any MCP-compatible client.

imatza-rh/mcp-zuul

Maton MCP Server

Connect to your SaaS tools like HubSpot, Salesforce, and more

maton-ai/agent-toolkit

MCP Server Kalshi

Enables interaction with the Kalshi prediction market platform through their REST API. Supports trading and market operations with secure RSA key authentication for both production and demo environments.

9crusher/mcp-server-kalshi

Lenses MCP Server

Manage, explore, transform and join data in Kafka topics across multiple clusters using different flavours of Apache Kafka via Lenses.io (including the free Community Edition)

lensesio/lenses-mcp

Say (Text-to-Speech)

Provides text-to-speech capabilities through both native system voices and ElevenLabs integration, enabling vocalization of responses without leaving the conversation interface.

blacktop/mcp-tts

Ansvar Ivorian Law

Ivory Coast legislation with full-text search across statutes and provisions.

ansvar-systems/ivorian-law-mcp

better-code-review-graph

Knowledge graph for token-efficient code reviews. Builds a structural map of your codebase with Tree-sitter, tracks changes incrementally, and gives AI agents precise context via MCP tools. Features fixed multi-word search, qualified call resolution, dual-mode embedding (ONNX local + LiteLLM cloud), and output pagination.

n24q02m/better-code-review-graph

TagoIO MCP Server

Enables AI models to interact with TagoIO IoT platform accounts, providing access to device management, real-time data analysis, and AI-powered code generation for IoT development workflows.

tago-io/mcp-server

Bot Browser

Token-efficient web browser for LLM agents

amplifyco/botbrowser

AceDataCloud NanoBanana

NanoBanana AI image generation and editing through the AceDataCloud API platform.

acedatacloud/nanobananamcp

Promptheus

Prompt refinement with adaptive questioning and multi-provider LLM support

abhichandra21/promptheus

Cisco NSO MCP Server

Exposes Cisco Network Services Orchestrator (NSO) operations and data as MCP tools and resources, enabling AI-powered network automation through natural language. It supports tasks like retrieving device configurations, checking sync status, and managing services via the NSO RESTCONF API.

NSO-developer/cisco-nso-mcp-server

Kitsu MCP Server

Connects AI assistants to the Kitsu open-source production management platform for animation, VFX, and game studios. It provides over 70 tools to manage projects, assets, shots, tasks, and production pipelines through natural language.

INGIPSA/kitsu-mcp-server

PR Review MCP Server

Connects Claude to GitHub Pull Requests to fetch and filter code diffs for AI-assisted reviews. It enables listing open PRs and analyzing changes while automatically excluding binary and asset files to focus on relevant code.

IskanderAl/Auto-Review-ClaudeMCP

OSMP (Octid Semantic Mesh Protocol)

Agentic AI instruction encoding. 86.8% smaller than JSON. Inference-free decode by table lookup. 342 opcodes, 26 namespaces, three conformant SDKs. Confirmed over LoRa mesh radio. Apache 2.0 with express patent grant.

Octid-io/cloudless-sky