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- io.github.IvanRublev/keyphrases-mcp
An MCP server to extract keyphrases from a text with the BERT model
- io.github.IzikLisbon/mufmuf-mcp
Score how visually compatible two photos are (1-10), with sub-scores and an explanation.
- io.github.Izyuusya/japan-data-mcp
日本の公的データ（統計・法人・不動産）にAIからアクセスするMCPサーバー。e-Stat統計API・法人番号Web-API・不動産情報ライブラリAPIの3API統合。全国約1,700市区町村対応。
- AWS Payment Cryptography
AWS Payment Cryptography via MCP — keys, PIN/MAC/CVV/ARQC, PCI guards, HSM migration analysis.
- K8gentS — Kubernetes RCA MCP Server
Kubernetes RCA agent that sandboxes its own AI with OPA Gatekeeper. MCP-ready for any client.
- io.github.JKHeadley/moltbridge
Agent network intelligence for AI agents. Trust scoring, broker discovery, and Ed25519 identity.
- io.github.JKHeadley/threadline-mcp
Agent-to-agent messaging relay. Discover agents, send messages, and receive replies. Zero-config.
- io.github.JMLEE850623/talktoplanb-mcp
MCP server for TalkToPlanB: list rooms, read & send messages (WhatsApp alternative).
- io.github.JOHNZhang-ui/shotflow-mcp
ShotFlow MCP Server — AI分镜脚本与视频生成智能体，支持生成专业分镜、视频、镜头重生成、配额查询等能力。
- io.github.JXUE0/opencut-controller
Professional MCP server for video editing automation with OpenCut.
- io.github.Jackson-Brooks/steam-local-mcp
A Windows Steam MCP server with local client controls and optional Steam Web API insights.
- io.github.Jacob-J-Thomas/user-prompt
An MCP server that enables AI agents to ask users clarifying questions via pop-up terminal windows.
- io.github.James-Chahwan/repo-graph
Structural graph map of any codebase so LLMs navigate by structure, not guesswork.
- Agent Guardrail MCP Server
Action-level governance for AI agents -- control what they DO, not what they SAY
- Report Needs MCP Server
MCP server for AI agents to report infrastructure needs they encounter during task execution
- io.github.Jason26214/computer-use-omni
A 1:1 replica of Claude Desktop's computer-use tool surface, for Windows and the Claude Code CLI.
- io.github.Jason26214/omni-computer-use
A 1:1 replica of Claude Desktop's computer-use tool surface, for Windows and the Claude Code CLI.
- io.github.Jason26214/pwsh-exec-mcp
A minimal, transparent PowerShell 7 MCP for Windows — one tool: raw exit code, stdout, stderr.
- io.github.JasonCZMeng/assay
x402 service-quality oracle: check a service's paid-probe quality tier and score before paying it.
- io.github.JayOfemi/byakugan
Private, on-device AI-text analysis including detection, AI-tell spans, and reuse overlap.
- io.github.JayOfemi/shikamaru
Provably correct day-count, calendar, business-day, and schedule math, verified against QuantLib.
- ZenLink MCP
Browser automation for MCP clients via Zen Browser. Parallel multi-tab, content extraction.
- io.github.Jcorderop02/packet-tracer-mcp
MCP server for Cisco Packet Tracer 9 — live IOS, OSPF, BGP, NAT, VLAN, VoIP, QoS, IPv6, wireless.
- MCP Test Utils
Desktop UI automation for AI agents: screenshots, windows, mouse, keyboard, UI Automation, OCR
- Switchboard
Self-hosted MCP message bus: agents DM each other, broadcast to channels, and track presence.
- macOS-MCP
MCP server for macOS desktop automation via the Accessibility API.
- io.github.JesusGarcia9009/lethe
Context GC for LLM agents: offload large tool outputs and recall them to save tokens.
- io.github.Jhackman2019/codebase-context-mcp
Codebase indexing and search via WASM tree-sitter. Works on ARM64 and x86_64.
- io.github.JhostinAleck/brightspace
MCP server for D2L Brightspace. Multi-auth, 26+ tools, MCP Resources, Prompts, and web dashboard.
- MCP Doctor
Check and improve the contract quality of any MCP server — for humans, agents, and platforms.