Language
Go
181 entries in this language.
ollama
Community
Get up and running with Kimi-K2.5, GLM-5, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.
Best for: Developers building local-first applications or prototyping with open-source LLMs without cloud costs
Docker
Community
The Moby Project - a collaborative project for the container ecosystem to assemble container-based systems
Best for: Teams building microservices or needing reproducible, portable application deployment
Milvus
Community
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
Best for: Teams building search or recommendation features who need to manage vector data at scale and prefer open-source control over managed services.
Dolt
Community
Dolt – Git for Data
Best for: Teams needing audit trails and collaborative workflows on structured data
Argo Workflows
Community
Workflow Engine for Kubernetes
Best for: Teams running workloads on Kubernetes who need declarative, auditable job orchestration without external services
Weaviate
Community
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance an
Best for: Teams building production search systems who need open-source control and can manage infrastructure.
Plandex
Community
Open source AI coding agent. Designed for large projects and real world tasks.
Best for: Teams building large features or refactoring substantial codebases who want transparent, plan-driven AI assistance
googleapis/genai-toolbox
Various
MCP Toolbox for Databases is an open source MCP server for databases.
Best for: Developers building AI agents that need direct database query capabilities via MCP
mickaelkerjean/filestash
Various
:filefolder: File Management Platform / Universal Data Access Layer (without FUSE)
Best for: Developers building multi-cloud file management systems or needing unified access to heterogeneous storage without FUSE overhead
JuiceFS
Community
JuiceFS is a distributed POSIX file system built on top of Redis and S3.
Best for: Teams running distributed workloads on Kubernetes who need shared, cloud-backed storage without rewriting applications
Eino
Community
The ultimate LLM/AI application development framework in Go.
Best for: Go developers who want to add LLM orchestration to their backend applications
Flyte
Community
Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.
Best for: Teams building and scaling production ML pipelines on Kubernetes
Pachyderm
Community
Data-Centric Pipelines and Data Versioning
Best for: Data engineers and ML teams needing reproducible data pipelines
LLocalSearch
Community
LLocalSearch is a completely locally running search aggregator using LLM Agents. The user can ask a question and the system will use a chain of LLMs to find the answer. The user ca
Best for: Developers and privacy‑conscious users who need local, agent‑based search without relying on external LLM APIs
lharries/whatsapp-mcp
Various
WhatsApp MCP server
Best for: Developers building AI agents that need real-time WhatsApp integration
Volcano
Community
A Cloud Native Batch System (Project under CNCF)
Best for: Teams running large-scale batch and AI/ML workloads on Kubernetes who need advanced scheduling and resource fairness.
Kserve
Community
Standardized Distributed Generative and Predictive AI Inference Platform for Scalable, Multi-Framework Deployment on Kubernetes
Best for: Teams already using Kubernetes who need a scalable, multi-framework inference server
Bifrost
Community
Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 µs overhead at 5k RPS.
Best for: Engineering teams needing ultra-fast, scalable model routing with built-in safety controls
LakeFS
Community
lakeFS - Data version control for your data lake | Git for data
Best for: Data engineers and teams managing data lakes that need version control for data pipelines and experiments
Casibase
Community
⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org
Best for: Developers who want an open-source, programmable AI assistant that can control the computer and browser.
Seldon-core
Community
An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models
Best for: Teams deploying and monitoring many machine learning models in production on Kubernetes
txn2/kubefwd
Various
Bulk port forwarding Kubernetes services for local development.
Best for: Developers who need quick local access to multiple Kubernetes services during development
dagger/container-use
Various
Development environments for coding agents. Enable multiple agents to work safely and independently with your preferred stack.
Best for: Developers building multi-agent systems that need isolated, reproducible environments
Determined
Community
Determined is an open-source machine learning platform that simplifies distributed training, hyperparameter tuning, experiment tracking, and resource management. Works with PyTorch
Best for: Teams needing a streamlined open-source platform for distributed training and experiment management
grafana/mcp-grafana
Various
MCP server for Grafana
Best for: Developers and SREs who want AI agents to query Grafana metrics and dashboards
Kueue
Community
Kubernetes-native Job Queueing
Best for: Platform teams managing batch workloads in multi-tenant Kubernetes clusters
Vearch
Community
Distributed vector search for AI-native applications
Best for: Engineering teams seeking a lightweight, open-source vector search for observability workflows
envd
Community
🏕️ Reproducible development environment for humans and agents
Best for: Data scientists and ML engineers needing consistent, reproducible environments across teams and workflows
AgentsMesh
Community
The AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.
Best for: Development teams seeking to automate and augment their workforce with coordinated AI agents
AgentField
Community
Build, run and scale AI agents like API and microservices - observable,auditable and identity-aware from day one.
Best for: Developers building production AI agents that need observable, auditable, and identity-aware behavior from the start
mariocandela/beelzebub
Various
A secure low code deception runtime framework, leveraging AI for System Virtualization.
Best for: Security teams and red teams needing quick, AI-assisted honeypot deployments
Featureform
Community
The Virtual Feature Store. Turn your existing data infrastructure into a feature store.
Best for: ML teams who want a lightweight, infrastructure-agnostic feature store without migrating data
julien040/anyquery
Various
Query anything (GitHub, Notion, +40 more) with SQL and let LLMs (ChatGPT, Claude) connect to using MCP
Best for: Developers who want to query multiple SaaS tools with SQL and feed results into LLMs.
Vald
Community
Vald. A Highly Scalable Distributed Vector Search Engine
Best for: Engineering teams needing a scalable, self-hosted vector search engine for observability workloads
manusa/Kubernetes MCP Server
Various
Model Context Protocol (MCP) server for Kubernetes and OpenShift
Best for: Developers and platform engineers who want to manage Kubernetes clusters through conversational AI tools.
korotovsky/slack-mcp-server
Various
The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.
Best for: Developers building AI agents that need to interact with Slack workspaces without admin approval.
isaacphi/mcp-language-server
Various
mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
Best for: Developers building MCP-based IDEs or automating code analysis via AI agents
hashicorp/terraform-mcp-server
Various
The Terraform MCP Server provides seamless integration with Terraform ecosystem, enabling advanced automation and interaction capabilities for Infrastructure as Code (IaC) developm
Best for: Developers building AI-driven infrastructure management into Terraform-based workflows
KubeAI
Community
AI Inference Operator for Kubernetes. The easiest way to serve ML models in production. Supports VLMs, LLMs, embeddings, and speech-to-text.
Best for: Teams already running Kubernetes who want a straightforward way to serve multiple model types in production.
duaraghav8/MCPJungle
Various
One place to manage & connect to all your MCP servers
Best for: Developers who work with multiple MCP servers and want a GUI to manage them
safedep/vet
Various
Protect against malicious open source packages 🤖
Best for: Teams that want a lightweight, targeted check for malicious open source packages in their Go projects or CI pipelines.
Yunikorn
Community
Apache YuniKorn Core
Best for: Platform teams managing large, multi-tenant Hadoop or Kubernetes clusters needing advanced scheduling and fairness.
vkhanhqui/figma-mcp-go
Various
Figma MCP for free users — no rate limits, full read/write, text to designs, designs to code
Best for: Developers who need unrestricted Figma API access for automation without paying for a premium plan
Kaito
Community
Kubernetes AI Toolchain Operator
Best for: DevOps and MLOps teams managing AI workloads on Kubernetes
weibaohui/k8m
Various
一款轻量级、跨平台的 Mini Kubernetes AI Dashboard,支持大模型+智能体+MCP(支持设置操作权限),集成多集群管理、智能分析、实时异常检测等功能,支持多架构并可单文件部署,助力高效集群管理与运维优化。
Best for: Kubernetes operators and SREs who want a lightweight, AI-enhanced dashboard with permission management for multi-cluster environments.
planetscale/mcp
Various
The CLI for PlanetScale Database
Best for: Developers using PlanetScale who want AI agents to manage database operations
onWatch
Community
Track AI API quotas across Synthetic, Z.ai, Anthropic (Claude Code), Codex, GitHub Copilot & Antigravity in real time. Lightweight background daemon (<50MB RAM), SQLite storage, Ma
Best for: Solo developers and small teams who need lightweight, privacy-focused quota tracking across multiple AI APIs
mark3labs/mcp-filesystem-server
Various
Go server implementing Model Context Protocol (MCP) for filesystem operations.
Best for: Developers building AI agents that need direct filesystem interaction
automation-ai-labs/mcp-link
Various
Convert Any OpenAPI V3 API to MCP Server
Best for: Developers needing to quickly bridge existing REST APIs into the Model Context Protocol ecosystem
Kurtosis
Community
A platform for packaging and launching blockchain infra. Think docker compose for blockchain
Best for: Blockchain developers and DevOps engineers building and testing multi-node blockchain infrastructure
subnetmarco/pgmcp
Various
An MCP server to query any Postgres database in natural language.
Best for: Teams building MCP-based tools that need natural language access to Postgres databases
centralmind/gateway
Various
Universal MCP-Server for your Databases optimized for LLMs and AI-Agents.
Best for: Developers who want to give AI agents read-only database access via a standard protocol
aqueduct
Community
Aqueduct is no longer being maintained. Aqueduct allows you to run LLM and ML workloads on any cloud infrastructure.
Best for: Teams that need a simple multi-cloud executor for ML/LLM workloads and accept using an unmaintained tool
Agency
Community
🕵️♂️ Library designed for developers eager to explore the potential of Large Language Models (LLMs) and other generative AI through a clean, effective, and Go-idiomatic approach.
Best for: Go developers building custom orchestration pipelines for LLMs and generative AI
Cordum
Community
The open agent control plane. Govern autonomous AI agents with pre-execution policy enforcement, approval gates, and audit trails. Works with LangChain, CrewAI, MCP, and any framew
Best for: Teams building multi-agent systems that need governance, safety, and compliance controls.
ormb
Community
Docker for Your ML/DL Models Based on OCI Artifacts
Best for: Developers who want to manage ML model versions using standard container registries and workflows.
eat-pray-ai/yutu
Various
The AI-powered toolkit that grows your YouTube channel on autopilot.
Best for: Developers and content creators who want to automate repetitive YouTube channel tasks via the command line.
FreePeak/db-mcp-server
Various
A powerful multi-database server implementing the Model Context Protocol (MCP) to provide AI assistants with structured access to databases.
Best for: Developers building AI assistants that need direct, structured database access via the Model Context Protocol
strowk/mcp-k8s-go
Various
MCP server connecting to Kubernetes
Best for: Developers building AI-assisted Kubernetes monitoring and management tools
chaindead/telegram-mcp
Various
Telegram MCP for managing dialogs, messages, drafts, read statuses, and more.
Best for: Developers building AI agents that need to interact with Telegram chats and messages
ArtiVC
Community
A version control system to manage large files.
Best for: Teams needing lightweight version control for large files in observability or data science workflows
OpenModelZ
Community
Autoscale LLM (vLLM, SGLang, LMDeploy) inferences on Kubernetes (and others)
Best for: Teams operating LLM inference services on Kubernetes who need workload-driven autoscaling.
Goptuna
Community
A hyperparameter optimization framework, inspired by Optuna.
Best for: Go developers who need a fast, embedded hyperparameter optimization library.
smart-mcp-proxy/mcpproxy-go
Various
Supercharge AI Agents, Safely
Best for: Developers deploying AI agents that need a simple, auditable security layer over MCP tools.
l33tdawg/sage
Various
(S)AGE - (Sovereign) Agent Governed Experience
Best for: Developers exploring sovereign agent architectures in Go
ckanthony/openapi-mcp
Various
Dockerized MCP Server to allow your AI agent to access any API with existing api docs
Best for: Developers who want to quickly bridge AI agents with existing REST APIs using OpenAPI docs
reza-gholizade/k8s-mcp-server
Various
Manage Your Kubernetes Cluster with k8s mcp-server
Best for: Developers who want to manage Kubernetes clusters from chat interfaces or MCP-enabled IDEs.
AI studio
Community
[deprecated] AI Gateway - core infrastructure stack for building production-ready AI Applications
Best for: Developers exploring open-source AI gateway patterns for observability
Glide
Community
🐦 A open blazing-fast simple model gateway for rapid development of production GenAI apps
Best for: Developers building production GenAI apps who need a lightweight, fast model gateway with built-in observability
Higangssh/homebutler
Various
🏠 Manage your homelab from chat. Single binary, zero dependencies.
Best for: Homelab enthusiasts who want to control their infrastructure from chat
ozgurcd/gograph
Various
A fast, local-only CLI tool to generate repository structures and improve IDE context awareness for Go codebases.
Best for: Go developers needing on-demand, offline repository structure summaries to enhance editor context
redleaves/context-keeper
Various
🧠 LLM-Driven Intelligent Memory & Context Management System (AI记忆管理与智能上下文感知平台) AI记忆管理平台 | 智能上下文感知 | RAG检索增强生成 | 向量检索引擎
Best for: Developers building Go-based AI applications that require persistent memory and context management
silenceper/mcp-k8s
Various
A Kubernetes MCP (Model Control Protocol) server that enables interaction with Kubernetes clusters through MCP tools.
Best for: Developers building AI agents that need to manage Kubernetes clusters
getmockd/mockd
Various
High-performance, multi-protocol mock server. HTTP, WebSocket, gRPC, MQTT, SSE, GraphQL, SOAP in one binary.
Best for: Developers needing a lightweight multi-protocol mock server for testing and prototyping
sammcj/mcp-package-version
Various
An MCP server that provides LLMs with the latest stable package versions when coding
Best for: Developers using LLM-based coding assistants who need reliable, current package version information inline.
mrjoshuak/godoc-mcp
Various
MCP server that reduces LLM context usage when AI coding agents work with Go — structured documentation instead of source-file dumps.
Best for: Developers using AI coding agents with Go projects to minimize context overhead
LLMKube
Community
Kubernetes operator for local LLM inference with llama.cpp, vLLM, TGI, and mlx-server — multi-GPU NVIDIA + Apple Silicon Metal, autoscaling, air-gapped, production-ready
Best for: Teams needing a Kubernetes-native way to self-host LLM inference with flexible GPU support
st3v3nmw/sourcerer-mcp
Various
MCP for semantic code search & navigation that reduces token waste
Best for: Developers building MCP-enabled code assistants who need efficient semantic code retrieval
sheawinkler/ContextLattice
Various
ContextLattice is the local-first control plane for long-horizon agent memory and coordination.
Best for: Developers building long-running autonomous agents that need persistent local memory and coordination
tuannvm/mcp-trino
Various
A high-performance Model Context Protocol (MCP) server for Trino implemented in Go.
Best for: Developers who need to connect MCP-compatible AI tools to Trino data warehouses
SimplyLiz/CodeMCP
Various
Code intelligence for AI assistants - MCP server, CLI, and HTTP API with symbol navigation, impact analysis, and architecture mapping
Best for: Developers integrating code intelligence into AI-assisted workflows
ajitpratap0/GoSQLX
Various
High-performance SQL parser, formatter, linter & security scanner for Go - 1.5M+ ops/sec, multi-dialect, zero-copy, race-free
Best for: Go developers needing a fast, lightweight SQL parser and security scanner
nguyenvanduocit/jira-mcp
Various
A Go-based MCP (Model Control Protocol) connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI mo
Best for: Developers integrating AI assistants with Jira for automated project management tasks
hloiseaufcms/mcp-gopls
Various
Model Context Protocol (MCP) server for Go using gopls – LSP-powered analysis, tests, coverage, and tooling.
Best for: Go developers who want AI-assisted tooling integrated with gopls
seekrays/mcp-monitor
Various
A system monitoring tool that exposes system metrics via the Model Context Protocol (MCP). This tool allows LLMs to retrieve real-time system information through an MCP-compatible
Best for: Developers building MCP-based agents that need live system-level observability
sonirico/mcp-shell
Various
Give hands to AI. MCP server to run shell commands securely, auditably, and on demand.
Best for: Developers who need to give AI agents safe, auditable shell access for automation and operations tasks.
ckanthony/gin-mcp
Various
Enable MCP features for any Gin API with a line of code
Best for: Go developers using Gin who want to quickly expose their API as MCP tools for AI agents
VictoriaMetrics-Community/mcp-victorialogs
Various
The implementation of Model Context Protocol (MCP) server for VictoriaLogs.
Best for: Developers using VictoriaLogs who want AI-assisted log querying.
lightpanda-io/gomcp
Various
Lightpanda MCP server written in Go
Best for: Developers who want a lightweight Go-native MCP server for prototyping or custom AI tool integrations
tomohiro-owada/devrag
Various
Markdown vector search MCP server for Claude Code. Natural language search for markdown files using multilingual-e5-small embeddings.
Best for: Developers using Claude Code who need semantic search over their markdown documentation
gotoolkits/DifyWorkflow
Various
mcp-difyworkflow-server is an mcp server Tools application that implements the query and invocation of Dify workflows, supporting the on-demand operation of multiple custom Dify wo
Best for: Developers who need to connect Dify workflows to MCP-compatible clients such as AI assistants or automation tools
last9/last9-mcp-server
Various
Last9 MCP Server
Best for: Developers building AI-powered observability workflows on Last9's platform
StacklokLabs/mkp
Various
MKP is a Model Context Protocol (MCP) server for Kubernetes
Best for: Developers building AI agents that need programmatic access to Kubernetes clusters
raohwork/forgejo-mcp
Various
A MCP server that enables you to manage Gitea/Forgejo repositories through AI assistants
Best for: Developers using Gitea or Forgejo who want AI assistant integration
Zhwt/go-mcp-mysql
Various
Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation. No Node.js or Python environment needed.
Best for: Developers who want a lightweight MCP server for MySQL without Node.js or Python overhead.
danmartuszewski/hop
Various
Fast, elegant SSH connection manager with a TUI dashboard and MCP server
Best for: Developers and sysadmins who manage many SSH hosts and prefer terminal-based workflows.
girste/mcp-cybersec-watchdog
Various
🐕 Linux security audit tool
Best for: Linux system administrators and security engineers needing a quick, lightweight audit tool.
metoro-io/metoro-mcp-server
Various
Metoro MCP Server
Best for: Developers and platform engineers who want to integrate LLM-based assistants with their Kubernetes environments
buildkite/buildkite-mcp-server
Various
Official MCP Server for Buildkite.
Best for: Teams using Buildkite who want to control CI/CD through AI assistants.
snyk/studio-mcp
Various
🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
Best for: Developers and teams using agentic workflows who need real-time security scanning for AI-generated code.
blackwell-systems/agent-lsp
Various
Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified edits. 50 tools, 21 skills, 30 languages.
Best for: Developers building or enhancing coding agents that need type-aware, safe code modification across many languages
kkjdaniel/bgg-mcp
Various
BGG MCP provides access to BoardGameGeek and a variety of board game related data through the Model Context Protocol. Enabling retrieval and filtering of board game data, user coll
Best for: Developers building AI assistants or tools that need structured board game data
anwerj/youtube-uploader-mcp
Various
Upload/Schedule videos on Youtube with the help of AI
Best for: Developers building AI agents or automation scripts that need to publish videos to YouTube
brood-box
Community
CLI tool for running coding agents inside hardware-isolated microVMs
Best for: Developers needing to run coding agents in secure, hardware-isolated VMs
bitrise-io/bitrise-mcp
Various
MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.
Best for: Builders integrating Bitrise CI/CD workflows with AI agents or MCP-compatible applications
gotoolkits/wecombot
Various
An MCP server application that sends various types of messages to the WeCom group robot.
Best for: Developers needing to send WeCom group notifications from MCP-based AI agents
yikakia/godoc-mcp-server
Various
A mcp server provide infomation from pkg.go.dev. For all golang programmers
Best for: Go developers who use MCP-aware editors, assistants, or build tools and need quick access to package documentation.
cyclops-ui/mcp-cyclops
Various
Model Context Protocol server for Cyclops
Best for: Kubernetes developers using Cyclops who want MCP-based automation
emicklei/mcp-log-proxy
Various
a web logging proxy for MCP client-server communication
Best for: Developers debugging MCP implementations and inspecting protocol flows
wenhuwang/mcp-k8s-eye
Various
MCP Server for kubernetes management and diagnose your cluster and applications
Best for: Developers who want to manage and diagnose Kubernetes clusters via MCP-enabled tools.
nickpending/mcp-recon
Various
Tellix is a conversational recon interface powered by httpx and LLMs. Just ask.
Best for: Security researchers and penetration testers who want a conversational shortcut for HTTP-based reconnaissance
inspektor-gadget/ig-mcp-server
Various
Debug your Container and Kubernetes workloads with an AI interface
Best for: Developers debugging container and Kubernetes workloads who want a conversational interface to eBPF-based introspection tools.
bivex/kanboard-mcp
Various
A Model Context Protocol (MCP) server written in Go that empowers AI agents and Large Language Models (LLMs) to seamlessly interact with Kanboard. It transforms natural language co
Best for: Teams already using Kanboard who want to automate workflows through AI assistants
fotoetienne/gqai
Various
Turn any GraphQL endpoint into a set of MCP tools
Best for: Developers who need to connect GraphQL APIs to MCP-based AI agents quickly
teamwork/mcp
Various
Teamwork.com MCP server
Best for: Developers building AI assistants that need to access Teamwork.com project data
spotdb
ai.aliengiraffe
Give your agents a secure, containerized SQL sandbox with MCP or API access enabled with DuckDB. No infra required, quick spin-up cycle. Push any CSV — query, analyze, and move on.
Best for: Developers building agent-based tools that need on-demand SQL analysis of tabular data
sgx-labs/statelessagent
Various
Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.
Best for: Developers seeking a simple, self-hosted memory solution for AI agents without cloud dependencies
knewstimek/agent-tool
Various
MCP tool server for AI coding agents -- encoding-aware file tools, binary analysis, DAP debugger, SSH/SFTP, process memory, and more
Best for: Developers building AI coding agents that require low-level system access and debugging capabilities
TheoBrigitte/mcp-time
Various
MCP (Model Context Protocol) server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities
Best for: Developers building MCP-driven AI assistants that need basic time and date manipulation.
jonradoff/lightcms
Various
Lightweight content management system for websites, built for the AI era
Best for: Go developers seeking a minimal, open-source CMS with modern AI-oriented design
vasayxtx/mcp-prompt-engine
Various
MCP Prompt Engine
Best for: Developers exploring MCP-based prompt serving in Go projects
Harmonia
Community
Federated Learning Made Easy
Best for: Developers exploring federated learning patterns in Go for observability
ybouhjira/claude-code-tts
Various
🔊 Text-to-Speech MCP plugin for Claude Code - hear audio feedback while coding (OpenAI TTS)
Best for: Developers using Claude Code who want auditory feedback for accessibility or multitasking
blakerouse/ssh-mcp
Various
SSH MCP server that runs locally making it easy to manage hosts and perform commands across a group of hosts
Best for: Developers who need a lightweight, local MCP server for managing and executing commands on multiple SSH hosts
zoharbabin/web-researcher-mcp
Various
Your AI research assistant that cites real sources and stays honest. Search the entire web or narrow it down to just the sites you trust. Works with Claude, Cursor, any MCP client.
Best for: Developers building MCP-integrated AI assistants that require verifiable web search results.
cloudbet/sports-mcp-server
Various
Cloudbet Sports Data MCP Server
Best for: Developers building AI-driven sports data applications using the Model Context Protocol
StacklokLabs/ocireg-mcp
Various
An MCP (Model Context Protocol) server that provides tools for querying OCI registries and image references.
Best for: Developers who need to query container registries from MCP-enabled AI assistants or automation tools
thunderboltsid/mcp-nutanix
Various
MCP Server for Nutanix
Best for: DevOps engineers managing Nutanix clusters who want AI-driven automation
zhangpanda/gomcp
Various
The fast, idiomatic way to build MCP servers in Go. Gin-like DX with struct-tag auto schema, middleware, adapters for Gin/OpenAPI/gRPC.
Best for: Go developers who want to quickly build MCP servers with a familiar Gin-like pattern
GeiserX/genieacs-mcp
Various
MCP Server for GenieACS written in Go
Best for: Developers already using GenieACS who want to connect it to MCP-compatible clients or workflows
sonirico/mcp-stockfish
Various
🐟 MCP server connecting AI systems to Stockfish chess engine
Best for: Developers adding chess capabilities to AI agents or chatbots
RagTune
Community
EXPLAIN ANALYZE for RAG retrieval — inspect, debug, benchmark, and tune your retrieval layer
Best for: Developers building and debugging custom RAG systems who want fine grained retrieval layer metrics
emicklei/melrose-mcp
Various
MCP server (STDIO) that uses melrose tool to play musical expressions
Best for: Developers who need basic music generation capabilities inside MCP-compatible AI assistants
kambriso/fritzbox-mcp-server
Various
FRITZ!Box MCP Server for LLM/ KI Integration - Home Automation from your favourite KI agent
Best for: Developers integrating LLM agents with FRITZ!Box home automation systems
mrostamii/rancher-mcp-server
Various
Model Context Protocol (MCP) server for the Rancher ecosystem: multi-cluster Kubernetes, Harvester HCI (VMs, storage, networks), and Fleet GitOps.
Best for: Developers and platform engineers managing Rancher-based multi-cluster environments who want to integrate AI assistants for operational tasks.
opslevel/opslevel-mcp
Various
Model Context Protocol (MCP) server for OpsLevel
Best for: DevOps and platform engineering teams using OpsLevel who want AI-driven access to their service catalog.
BrunoKrugel/echo-mcp
Various
Enable AI assistants to interact with your Echo API
Best for: Developers who need a minimal MCP server to experiment with AI assistant integration using an Echo API.
s60yucca/mnemos
Various
s60yucca/mnemos — indexed from awesome-mcp-servers-punkpeye
Best for: Developers experimenting with persistent memory for MCP-based AI agents
theonedev/tod
Various
A command line tool working with OneDev
Best for: Developers using OneDev who want CLI access to repository and issue management
jmrplens/gitlab-mcp-server
Various
Open source GitLab MCP server for AI assistants: 2-tool dynamic find/execute over 870+ GitLab actions (1,000+ Enterprise), stdio/HTTP/OAuth, safe/read-only modes.
Best for: Developers who want to give AI assistants direct GitLab access with safety controls
raychao-oao/pty-mcp
Various
MCP server for interactive terminal sessions — local shells, SSH, serial ports, and persistent remote sessions
Best for: Developers who need to add interactive terminal access to MCP-based workflows and tools
pipepie/pipepie
Various
Self-hosted encrypted tunnel for webhooks, AI pipelines, and local development. End-to-end Noise encryption, pipeline tracing, web dashboard, MCP server for AI tools.
Best for: Developers who need a secure, self-hosted tunnel for webhooks or AI pipelines with observability
avisangle/calculator-server
Various
A comprehensive Go-based MCP server for mathematical computations with 13+ tools
Best for: Developers building MCP-based AI agents that need reliable server-side math capabilities
linuxsuren/atest-mcp-server
Various
MCP Server of API Testing
Best for: Developers building MCP-based tools that need API testing capabilities
catallo/misterclaw
Various
👾🦀 MiSTerClaw — MCP Remote Control for MiSTer-FPGA
Best for: Developers building AI-driven automation for MiSTer-FPGA retro gaming systems
dotemacs/domain-lookup-mcp
Various
Domain Lookup MCP
Best for: Developers who need a bare-bones domain lookup tool compatible with MCP and prefer Go-based tools.
edgedelta/edgedelta-mcp-server
Various
Edge Delta MCP Server
Best for: Developers building AI agents that need programmatic access to Edge Delta observability data
forest6511/secretctl
Various
The simplest AI-ready secrets manager. Local-first, single-binary CLI & Desktop app with MCP integration. Never expose secrets to AI agents.
Best for: Developers who need a lightweight, local secrets manager for AI agent toolchains
mordor-forge/gemini-media-mcp
Various
Unified Go MCP server for AI media generation via Google Gemini API and Vertex AI
Best for: Developers building AI agent workflows that need to generate images, audio, or video through Google's Gemini models.
rae-api-com/rae-mcp
Various
MPC Server to connect your preferred model with rae-api.com
Best for: Developers who need to connect their AI models to rae-api.com via the MCP protocol
GeiserX/telegram-archive-mcp
Various
MCP Server for Telegram-Archive — search messages, browse chats, and access archived Telegram history via MCP
Best for: Developers building AI tools that need to query archived Telegram data
olgasafonova/gleif-mcp-server
Various
MCP server for GLEIF LEI (Legal Entity Identifier) database access
Best for: Developers building compliance or financial tools that need programmatic access to legal entity identifiers
P4ST4S/mcp-audit
Various
A transparent Go proxy that intercepts, signs, and audits all MCP tool calls between any client and server, without modifying either.
Best for: Developers who need to audit or secure MCP tool call interactions without modifying existing systems
UnitVectorY-Labs/mcp-graphql-forge
Various
A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.
Best for: Developers building MCP-based agents that need controlled, intentional access to GraphQL APIs
corebasehq/coremcp
Various
CoreMCP: Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source bridge for LLM data analysis.
Best for: Developers needing to connect legacy databases to AI agents via MCP
drolosoft/go-docs-mcp
Various
📄🐹⚡ Go MCP server for multi-format document access — PDF, TXT, MD, DOCX, CSV, images. Install and Go.
Best for: Developers needing a lightweight, multi-format document MCP server in Go
incu6us/loki-mcp-server
Various
An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring Grafana.
Best for: Developers using MCP-based AI tools who need direct, code-driven access to Loki logs
mordor-forge/trident-mcp
Various
Multi-provider 3D model generation MCP server (Tripo, Meshy, Rodin). Text/image/multiview-to-3D, retopology, format conversion, stylization.
Best for: Developers building pipelines that need to switch between 3D model generation services.
nnemirovsky/iwdp-mcp
Various
MCP server + CLI for iOS Safari debugging via ios-webkit-debug-proxy — full WebKit Inspector Protocol support
Best for: Developers needing MCP-based remote debugging of iOS Safari web views
tomholford/mcp-tic-tac-toe
Various
Play tic-tac-toe against an LLM via MCP
Best for: Developers learning MCP or prototyping game-based LLM interactions
yshngg/pmcp
Various
A Prometheus Model Context Protocol Server.
Best for: Developers needing to expose Prometheus metric metadata via the Model Context Protocol
zach-snell/bbkt
Various
A Bitbucket CLI and Model Context Protocol (MCP) server in Go.
Best for: Go developers who need a lightweight Bitbucket CLI or an MCP server for Bitbucket
corbym/backlog-mcp
Various
corbym/backlog-mcp — indexed from awesome-mcp-servers-punkpeye
Best for: Developers already using Backlog who want to automate tasks via MCP-compatible AI tools
GeiserX/cashpilot-mcp
Various
MCP Server for CashPilot — monitor passive income earnings, manage services, and control fleet workers via MCP
Best for: Developers using CashPilot who want to automate monitoring and management via MCP
GeiserX/spinnaker-mcp
Various
MCP Server for Spinnaker — manage applications, pipelines, and deployments via the Model Context Protocol
Best for: Developers building AI-assisted CI/CD workflows with Spinnaker
justinstimatze/gemot
Various
Structured deliberation MCP server for AI agent coordination
Best for: Developers exploring multi-agent coordination with MCP
laradji/deadzone
Various
laradji/deadzone — indexed from awesome-mcp-servers-punkpeye
Best for: Developers cleaning up dead code in Go or multi-language projects
olgasafonova/productplan-mcp-server
Various
MCP server for ProductPlan - enables AI assistants to interact with roadmaps, OKRs, and discovery features
Best for: Developers building AI assistants that need to access ProductPlan data
bug-breeder/quip-mcp
Various
A Model Context Protocol (MCP) server that provides AI assistants with access to Quip documents
Best for: Developers who need a minimal, protocol-based bridge between AI assistants and Quip documents
GeiserX/duplicacy-mcp
Various
MCP Server for Duplicacy — monitor backup status, progress, and health from Prometheus exporter via MCP
Best for: Developers already using Duplicacy who want to surface backup health through MCP-compatible tools or Prometheus dashboards
GeiserX/lynxprompt-mcp
Various
MCP Server for LynxPrompt — browse, search, and manage AI configuration blueprints (AGENTS.md, CLAUDE.md) via MCP
Best for: Developers already using LynxPrompt who need MCP access to their configuration blueprints.
gitopia/gitopia-mcp-server
Various
MCP server for Gitopia
Best for: Developers exploring decentralized git workflows and wanting to connect AI agents via the Model Context Protocol.
Jwrede/llmprobe
Various
Synthetic monitoring and CI smoke tests for LLM inference endpoints.
Best for: Developers who need a minimal, scriptable smoke test for LLM endpoints in CI or monitoring pipelines.
kioie/tiny-go-mcp-server
Various
Minimal Go MCP toolkit on the official go-sdk — stdio, HTTP, SSE; tools, resources, prompts; struct-derived JSON Schema; ~5MB static binaries.
Best for: Go developers needing a minimal, self-contained MCP server starter
shyshlakov/pci-dss-mcp
Various
Narrow-and-deep PCI DSS v4.0.1 compliance scanner for Go payment services, delivered as an MCP server
Best for: Go developers building or maintaining PCI DSS compliant payment services
tickstem/mcp
Various
MCP server for Tickstem — AI agent integration for cron jobs and email verification
Best for: Developers building AI agents that need to schedule tasks or verify emails using Tickstem's platform.
jcdickinson/simplemem
Various
A very simple semantic MCP memory store
Best for: Developers who need a no-frills semantic memory store for small MCP projects
MyAgentHubs/aimemo
Various
🏎️ 🏠 🍎 🪟 🐧 - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
Best for: Developers needing a lightweight, local MCP memory server for AI agent experiments
Sudhan30/freshprobe
Various
Data freshness verification for AI agents. Probes endpoints for cache staleness, latency, TLS health, and content changes. CLI + MCP server + HTTP API.
Best for: AI agent developers needing automated endpoint freshness monitoring
Inngest
Inngest
Durable workflows for agents. Step functions, event-driven runs, retries, all without managing a queue.
Best for: Teams whose agents need to be durable, not just clever
Temporal
Temporal
Durable execution at enterprise scale. The control plane that survives anything.
Best for: Enterprises and platform teams running serious multi-agent workloads