AI / ML
MeiGen-AI-Design-MCP
Stdio MCP server for AI image + video generation across 9 leading models (GPT Image 2, Nanobanana 2, Seedream 5.0, Midjourney V8.1, Flux 2 Klein, Seedance 2.0, Happyhorse 1.0, Veo …
Research
Clarvia
AEO (Agent Experience Optimization) scoring for MCP tools. Analyzes 15,400+ indexed MCP servers for agent-friendliness. REST API + MCP server so agents can evaluate tools from with…
Web
Global Chat
Cross-protocol agent discovery across MCP, A2A, and agents.txt. Searchable directory of 18K+ MCP servers and agents with a free agents.txt validator and MCP server for programmatic…
Research
Not Human Search
MCP server for discovering other MCP servers. Indexes 8,600+ agent-friendly sites with agentic scoring. Lets Hermes find new tools on its own.
Automation
Dcc Mcp Creator
Infrastructure skill - guide developers and agents through creating or modernizing a full DCC-MCP adapter for Nuke, Blender, 3ds Max, Unreal, ZBrush, Houdini...
AI / ML
mistral-mcp
MCP server (stdio + Streamable HTTP) wrapping the full Mistral AI surface — chat, embeddings, vision, OCR, Voxtral audio (transcribe/speak), Codestral FIM, agents, moderation, clas…
Engineering
project-agentification
Assess repository agent-readiness, harden against failure modes, scaffold AGENTS.md / SKILL.md / MCP servers / hooks / specs from observed failures, and diagnose why coding agents …
Automation
granola-scribe
Reads Syroco's Granola meeting transcripts and emits events to the context-engineering brain via wiki.add MCP. Ingests customer calls, prospect calls, partner syncs, and internal m…
Productivity
notebooklm-connector
公開版 NotebookLM 連接器技能包。讓 Claude Code 與 Codex CLI 透過 MCP 直接對自己的 Google NotebookLM 內容做問答查詢，並可選用 ExportKit 把 NotebookLM 內容匯出回本地、用 nlm CLI 管理 sources。當使用者說「連 NotebookLM」「在 Claude Code 用…
AI / ML
forge-mcp-tool-design
Designing individual MCP tools that agents use correctly on first try with naming, model-focused descriptions, JSON Schema discipline, recoverable error returns, schema examples, i…
Automation
ontology-sync
After any code change, sync the project's ontology vault by reading existing entries, identifying new capabilities, elements, or domains, and writing updates back via MCP server or…
AI / ML
add-codex
Use Codex (CLI + AppServer) as the full agent provider — planning, tool orchestration, native compaction, MCP tools, session resume — in place of the Claude Agent SDK. ChatGPT subs…
AI / ML
forge-mcp-server
Designing an MCP server that agents use effectively with transport choice, capability scoping, structured error responses, tool count limits, telemetry, auth, and versioning. Inclu…
Engineering
Agentic SWMM Workflow
Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Ski…
Productivity
plane
Observes team behavior by synthesizing API data into insights on real-world performance under pressure. Surfaces cycle velocity versus plan, ownership churn, reviewer gate strength…
AI / ML
forge-mcp-resource
Exposing resources via MCP with URI scheme design, listing strategies, mimeType discipline, ranged reads, mutable resources via subscribe, and multi-tenant scoping. Includes refere…
Automation
pev-linear-sync
Syncs plan.md and verify.json bidirectionally with Linear Issues via Linear MCP server. Handles inbound extraction from Linear, outbound success with Done status plus comment, and …
Productivity
bettermemory
Verification-grade memory between sessions. Use bettermemory's MCP tools (memory_search, memory_show, memory_write, memory_verify, memory_record_use, etc.) instead of writing to fi…
Automation
copilot-cli
Run GitHub Copilot CLI sessions for agentic coding, session management, custom agents, skills, plugins, SDK integration, and autonomous loops. Supports interactive or non-interacti…
Automation
zapier-status
Check the health of your Zapier MCP setup. Three modes — health check (dashboard view), audit (find waste and duplicates), diagnose (systematic troubleshooting). Use when asking "i…
Web
mcp-visual-output
Create interactive MCP visual output using JSON rendering tools. Upgrade plain JSON tool responses to interactive dashboards rendered in sandboxed iframes. Covers app creation, too…
Engineering
myco:mcp-tool-development-lifecycle
Lifecycle covering authoring, registering, documenting, and maintaining MCP tools in packages/myco/src/tools/. Includes schema definitions, handler implementation with DaemonClient…
Security
snyk-agent-scan
Scans AI agents, MCP servers, and skills for security vulnerabilities from the command line. Discovers and audits every agent component, detecting prompt injections, tool poisoning…
Testing
mcp-server-evaluations
Test MCP servers for quality and reliability. Verify tool functionality, test error handling, generate tests, and assess response quality using only curl. Apply when validating imp…
Testing
qa-run-light
Executes QA-*.md checklists via MCP Playwright for rapid lightweight reporting. Derives 7-category insights from a single QA file plus execution evidence. Excludes deep AI visual j…
Productivity
github-copilot-cli
Expert knowledge of GitHub Copilot CLI - installation, configuration, usage, MCP servers, skills, custom agents, and troubleshooting. Use when asking about copilot cli, installing …
Engineering
claude-mcp-expert
Expert on Model Context Protocol (MCP) integration, MCP servers, installation, configuration, and authentication. Triggers when user mentions MCP, MCP servers, installing MCP, conn…
Automation
telegram-workflow
Define rules and context for interacting with a personal Telegram account via MCP server. Use when reading chats, searching messages, replying, summarizing unread items, managing d…
Automation
spec-driven-mcp-converter
Converts any MCP server into a standalone CLI utility and auto-generates companion skill docs via an eight-phase workflow. Applies Execute-Verify-Record enforcement, reference load…
Web
wordpress-com-mcp
Connect MCP-capable clients to WordPress.com and run content, site, or account tasks through the WordPress.com MCP server. Use when connecting WordPress.com, authorizing access, or…
AI / ML
antigravity-sdk
Scaffold, configure, and deploy custom AI agents using the Google Antigravity 2.0 SDK and agy CLI. Manages auth, AGENTS.md setup, skill installation, MCP server connections, parall…
Productivity
github-copilot-cli-expert
Expert knowledge of GitHub Copilot CLI - installation, configuration, usage, custom agents, MCP servers, and version management. Use when asking about copilot cli, copilot commands…
Web
mcp-wordpress-server-docdyhr
Leverage docdyhr/mcp-wordpress, a WordPress MCP server exposing site management tools through the Model Context Protocol. Enables natural-language control over posts, pages, taxono…
Productivity
lean-ctx
Context runtime providing 48 MCP tools, 10 read modes, 90+ shell patterns, and tree-sitter AST support for 18 languages. Compresses context up to 99%. Use for file operations, shel…
AI / ML
add-function-agent
Creates a single business-function agent (billing, support, recruiting, compliance, CRM, analytics, marketing) backed by a verified-write MCP integration. Includes explicit scope, …
AI / ML
Aganium/agenium
Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via agent:// URIs …
Productivity
cherry-assistant-guide
Cherry Studio product knowledge base, source paths, troubleshooting, and navigation. Use for questions about features, configuration, errors, usage, providers, models, knowledge ba…
Automation
agent-registry
Manage the Agent Registry database-backed configuration system. Configure agents, manage skills, set tool permissions, create context rules, and handle platform-specific assignment…
Web
clawdirect-dev
Build agent-facing web experiences with ATXP-based authentication following the ClawDirect pattern. Supplies templates using @longrun/turtle, Express, SQLite, and ATXP for MCP tool…
Web
migrate-oai-app
Provides step-by-step migration guidance with API mapping tables when converting OpenAI Apps SDK applications to MCP Apps SDK. Handles requests to migrate from OpenAI Apps SDK, con…
Engineering
alexanderclapp/clirank-mcp-server
API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: npx clirank-mcp-server. Web…
Engineering
create-mcp-servers
Build Model Context Protocol (MCP) servers exposing tools, resources, and prompts. Use for custom integrations, APIs, or data sources that interact via the MCP protocol. Supports T…
Automation
autodesk-dynamo-mcp-installation
Handles Autodesk Dynamo MCP installation, deployment, and basic verification across multiple Revit versions. Triggered by requests for cross-version deployment, version-aware insta…
Security
rnwy.com
Free trust intelligence for AI agents. Provides MCP server with tools for trust scoring, sybil detection, sock puppet scanning, fake review detection, and reviewer profiling across…
Automation
shalich
Send progress updates and notifications to Telegram. Triggers on manual commands, sprint completion, blocking errors, or daily status reports. Requires TELEGRAM_BOT_TOKEN and TELEG…
Automation
chrome-mcp-server-extension-based-browser-automation-ai-agents
Connects a real Chrome browser to MCP-compatible agents via extension and local bridge, exposing live tabs, login state, history, bookmarks, and native APIs without launching a sep…
Productivity
trueline-workflow
Use trueline MCP tools (read, edit, search, outline, verify, changes) for file operations. Covers when to pick trueline over built-in tools and ref reuse, hash-verified edits, and …
Engineering
APIMatic MCP
APIMatic MCP Server is used to validate OpenAPI specifications using [APIMatic](https://www.apimatic.io/). The server processes OpenAPI files and returns validation summaries by le…
Automation
kiln
Controls 3D printers via 430 MCP tools and 114 CLI commands. Supports text/sketch-to-3D generation, model marketplace search, multi-printer fleets, safety rules, and outsourced man…
Automation
setup-extension
Copy a Chrome extension to a stable path and guide installation via Load Unpacked. Opens chrome://extensions, displays the absolute path, copies it to clipboard, and verifies Dashb…
Data
idas-umsatz-mcp
Calculate total revenue (Warenwert) from AB-Belege in the IDAS/i3 ERP system for a given year. Retrieves all AB-Belege including archived records via the beleg_list tool and sums t…
AI / ML
langchain-mcp-tools
MCP integration for LangChain via MultiServerMCPClient supporting stdio, HTTP, and SSE transports with tools, resources, prompts, interceptors, progress callbacks, elicitation, and…
AI / ML
tool-call-flow
Analyzes the protocol cycle of tool use: declaration, request, execution, continuation, message history, vendor differences (Anthropic, OpenAI, MCP), parallel vs sequential calls, …
Security
slowmist-agent-security
Security review framework for AI agents covering skill and MCP installs, GitHub repos, URLs, documents, on-chain addresses, products, services, and social shares based on real-worl…
Automation
write-issue-cowork
Create and update GitHub issues and pull requests for cedanl repositories using the GitHub MCP connector and cedanl issue templates. Invoke for new issues, title or body edits, and…
AI / ML
ash-ai
Guidelines for integrating AI capabilities with Ash Framework including vectorization, exposing actions as LLM tools, prompt-backed actions, MCP servers, semantic search, and LangC…
DevOps
clawker-support
Expert guidance on clawker setup, configuration, troubleshooting, and onboarding. Covers config-to-Dockerfile mapping, packages, scripts, firewall architecture, MCP setup, and cont…
Engineering
mcp-server-patterns
Build MCP servers using Node/TypeScript SDK with tools, resources, prompts, Zod validation, and stdio or Streamable HTTP transport. Reference Context7 or official MCP docs for curr…
Automation
add-gcal-tool
Adds Google Calendar as an MCP tool (list, search, create events, free/busy queries) using OneCLI-managed OAuth. Supports multi-calendar and multi-account setups without exposing r…
Data
Audiense Insights
Marketing insights and audience analysis from [Audiense](https://www.audiense.com/products/audiense-insights) reports, covering demographic, cultural, influencer, and content engag…
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