Trust Reports

A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.

Version 2.2 - 54 tools available - an MCP server for interacting with the Canvas LMS API. This server allows you to manage courses, assignments, enrollments, and grades within Canvas.

NXTG-Forge orchestrator: multi-AI task orchestration with file locking, knowledge capture and drift detection. Rust. Stage: internal.

A gateway demo for MCP SSE Server

Turn meetings into live agent loops. Record, transcribe, and analyze meetings with real-time AI intelligence — before, during, and after calls.

📬 A knowledge graph querying framework for JavaScript

Shell and coding agent on mcp clients

Graph-powered code intelligence engine — indexes codebases into a knowledge graph, exposed via MCP tools for AI agents and a CLI for developers.

Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching, streaming responses, human-in-the-loop, thinking mode, model params config, system prompts, and saved preferences.

Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations

Model Context Protocol (MCP) server for Kubernetes and OpenShift

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

Learn Agentic AI using Dapr Agentic Cloud Ascent (DACA) Design Pattern and Agent-Native Cloud Technologies: OpenAI Agents SDK, Memory, MCP, A2A, Knowledge Graphs, Dapr, Rancher Desktop, and Kubernetes.

Java 面试 & 后端通用面试指南，覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发

Build agentic systems. Run them with confidence. Orchestrate agents, automate business processes, inspect every execution, and keep humans in control. Deploy Heym on your own infrastructure.

MCP server for Nanana AI image generation powered by Google Gemini's nano banana

YC (S26) | Open Computer History | Continuously record your company computer work, map your workflows, help you find work worth automating, and power your agents' context

Unity MCP Server — 268 tools for AI-assisted game development. Connect Claude, Cursor, or any MCP client to Unity Editor & Unity Hub. Scene management, GameObjects, components, builds, profiling, Shader Graph, Amplify, terrain, physics, NavMesh, animation, MPPM multiplayer & more. Free & open source by AnkleBreaker Studio.

Apache Camel Spring Boot Examples

Python toolkit for building graph-enhanced GenAI applications

gemini drawing MCP & skill through browser, can be used in openclaw or any agent that supports MCP. Gemini画图 MCP和sill，支持龙虾或任何agent使用٩(๑>◡<๑)۶

Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (MCP) for automated, secure organizational knowledge integration.

Always-on context for AI agents: screen capture, OCR, voice, MCP server. Local-first, AGPL-3.0.

Official Python MCP server for local interactions with the QuantConnect API

AgentBase MCP server — search and retrieve agent instruction files via MCP tools

Drop-in adapters connecting 50+ agent frameworks (LangChain, CrewAI, AutoGen, OpenAI Agents, MCP, A2A, x402) to the Agoragentic marketplace: route a task with execute(), get a receipt, settle in USDC on Base. Monorepo + npm packages for MCP, Micro ECF, and local readiness tooling.

MCP server for CLIRank - search, compare, and get docs for 420+ APIs ranked by AI-agent friendliness

Model Context Protocol server for the Zafronix World Cup API — every FIFA World Cup since 1930. 15 tools wrapping tournaments, teams, players, matches, stadiums, brackets, standings, trivia.

Receipt Required for AI agents — no receipt, no irreversible action. An open, offline-verifiable authorization-receipt protocol: a named human signs the exact high-risk action (payment, deploy, delete, permissions) before it runs, and anyone can verify it later, trusting no one. Apache-2.0 · formally verified · IETF Internet-Drafts.

MCP Server to interact with data in Couchbase Clusters

Third-party cryptographic proof for AI agent API calls — ArkForge Trust Layer MCP server

PDF extraction that checks its own work. #2 reading order accuracy — zero AI, zero GPU, zero cost.

AI-operable research workspace for Zotero, Obsidian, and NotebookLM. Use any two, or all three, through CLI, MCP, REST, and dashboard.

Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI, Product Hunt. MCP server. 290+ stars.

A Jira-like project tracker MCP server for AI agents. SQLite-backed, 22 tools, full hierarchy, activity logging, and dashboard.

Time estimation MCP server for AI agents: PERT, COCOMO II, Monte Carlo, sprint forecasting, token-to-time mapping, cost estimation, and schedule risk tools.

Local-first Obsidian MCP server for Codex, Claude Desktop, and markdown vault automation.

Agent MCP for razz.games

No description on GitHub.

MCP server for DJD Agent Score — reputation scoring tools for AI assistants

The finmap.org MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations

Educational MCP server with math operations, matrix algebra, data visualization, and persistent workspace

Unofficial Codex skill and MCP server for operating Docker-based local-ydb deployments.

The CockroachDB MCP Server is a natural language interface designed for agentic applications to manage, monitor and query data in CockroachDB.

🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.

Multi-agent real-time communication & task scheduling infrastructure based on MCP + SSE

CLI to control iOS and Android devices for AI agents

MCP server for La Réunion open data