godot-mcp-runtime
Control running Godot 4 games via an injected bridge: input simulation, screenshots, UI discovery and live GDScript execution.
★ 96
Connect your agent to docs, search, browsers and your stack with the Model Context Protocol. Every entry links to its source.
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Control running Godot 4 games via an injected bridge: input simulation, screenshots, UI discovery and live GDScript execution.
★ 96
Atlassian Jira operations: issue management, sprint planning and workflow transitions.
★ 96
Save and query agent memory in a distributed way with Membase.
★ 96
Serial port communication.
★ 96
Multi-database access for PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, SQL Server, BigQuery, Oracle and SQLite.
★ 95
Read-only merchant data from Tmall/Taobao, JD.com, Pinduoduo, Douyin, Kuaishou, Xiaohongshu and WeChat Store: orders, products, inventory and ad reports.
★ 95
Interact with the Perplexity API.
★ 95
Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection.
★ 94
Interact with issues and merge requests in your GitLab projects.
★ 94
Fix CircleCI build failures.
★ 94
Deep research agent from Octagon.
★ 94
Expose OpenAI's built-in web search tool.
★ 94
Manage and interact with the OPNsense open source firewall in natural language.
★ 94
Access Chess.com player data, game records and other public information.
★ 92
Real-time cryptocurrency prices and market information from CoinCap's public API.
★ 92
Meta Marketing API: manage Facebook and Instagram ad campaigns, audiences, creatives, insights, catalogs and automated rules.
★ 92
PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis.
★ 92
Anime and manga information from the AniList API.
★ 91
Learning engine for Claude Code: extracts signals from sessions, runs periodic reflections and promotes or retires behavioral frameworks based on evidence.
★ 91
JVM-based MCP server implementation.
★ 91
Real-time system metrics: CPU, memory, disk, network, host and process information.
★ 91
Improve AI-generated code quality with prompt-based analysis across 10 dimensions, from complexity to security vulnerabilities.
★ 90
Discover and explain OpenAPI specifications and generate code or mock data from them.
★ 90
Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira.
★ 90
Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.
★ 90
Structured, model-driven interaction with network devices via Cisco pyATS.
★ 90
Self-hostable Markdown team wiki that agents can search, read and write, plus Atlas, which generates a cited wiki from git repos and Jira.
★ 90
Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and STEP models.
★ 89
Cybersecurity assessment of documents, questionnaires and reports: multi-format parsing, RAG knowledge base, risks, compliance gaps and remediations.
★ 89
Convert source code into an AST, regardless of language.
★ 89
Automate cybersecurity assessment of documents, questionnaires and reports to surface risks, compliance gaps and remediations, using a RAG knowledge base.
★ 89
Orchestrate hyperparameter search and other optimization tasks with Optuna.
★ 89
Drive a running OrcaSlicer 3D-printing slicer: load models, tune settings, slice, compare variants and render the plate, with an offline settings reference.
★ 89
Lossless archive and search for AI agent sessions across clients.
★ 89
Trade on Tastytrade via the Tastyworks API.
★ 89
Interact with Alchemy's blockchain APIs.
★ 88
Read and manage Copilot Money data: transactions, budgets, accounts, recurring charges, investments and goals, with local reads and opt-in writes.
★ 88
ESPN fantasy football tools: draft simulations, lineup recommendations and browser actions within configurable user limits.
★ 88
Query multiple Ollama models and combine their responses for diverse perspectives on a single question.
★ 88
Security-hardened Google NotebookLM access: session-based conversations, notebook library management and source-grounded answers, with post-quantum encryption.
★ 88
Self-hosted decision memory for coding agents: captures architectural decisions and rejected alternatives, and warns before a rejected approach is re-proposed.
★ 88
Generate and edit SVGs via natural language, with real-time updates and secure file handling.
★ 88
Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
★ 88
Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data.
★ 87
Self-hosted documentation indexer that serves docs from various sources to agents with semantic search.
★ 87
Install a large security toolset and discover and run it through an authorization-gated server for CTF, pentesting, bug bounty and DFIR.
★ 87
Web search via DuckDuckGo.
★ 87
Naver Search API integration: blog, news and shopping search plus DataLab analytics.
★ 87
Feishu document management with built-in Feishu OAuth: create blocks, update content and more.
★ 87
Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.
★ 87
Control the Unitree Go2 robot with natural language commands interpreted by an LLM.
★ 87
Access computational knowledge and data via the Wolfram Alpha API.
★ 86
Natural-language patent and scientific literature search via Patsnap: semantic and BM25 search, structured filters and record retrieval.
★ 86
PDF extraction router that classifies each page and routes it to PyMuPDF, Docling, OCR or an LLM fallback, re-extracting pages with low confidence scores.
★ 86
Persistent, encrypted cognitive memory that works offline.
★ 85
Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.
★ 85
Multi-currency double-entry accounting on local GnuCash books: transactions, invoices, bills, budgets, investment lots, reconciliation and reports.
★ 85
Interact with the Keboola Connection data platform: list and access data from the Keboola Storage API.
★ 85
Real-time and historical financial market data from the Twelve Data APIs.
★ 85
MCP gateway with single-port multiplexing and meta-tools that replace individual tool registrations, plus hot-reloadable capabilities and OpenAPI import.
★ 85
Local-first Proton Mail MCP server and CLI via Proton Mail Bridge: search, read, draft, send, triage threads, answer calendar invitations, reply reminders,
★ 85
Build iOS Xcode workspaces or projects and feed errors back to the LLM.
★ 85
Query OpenAI models.
★ 84
Manage MikroTik RouterOS devices: interfaces, firewall, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF and VLANs, with dry-run previews, RBAC and rollback.
★ 84
VMware vSphere/vCenter management: VM lifecycle, deployment, guest operations, snapshots and clusters, with confirmation gates, dry-run mode and audit logging.
★ 84
Record development decisions as structured JSON with Gemini embeddings and search them semantically from a local store shared across AI tools.
★ 83
Text-to-speech with the open-weight Kokoro TTS models, saving MP3s locally or uploading them to an S3 bucket.
★ 83
Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.
★ 82
Query network asset information from ZoomEye.
★ 82
Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations.
★ 82
Web search using the Microsoft Bing Search API.
★ 81
Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling.
★ 81
Image, video and object-detection analysis with Google Gemini and Vertex AI for UI/UX evaluation, visual regression testing and interface understanding.
★ 80
Android automation tool suite for developer workflows and testing.
★ 80
Real-time Fantasy Premier League data and analysis.
★ 80
QuantConnect API access: create projects, backtest strategies, manage collaborators and deploy live trading.
★ 80
Multi-agent orchestration with a race-condition-safe shared blackboard, agent spawning, FSM transitions, budget and token tracking, and audit logs.
★ 80
Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture.
★ 79
Discourse forum integration: search topics, read posts, manage categories and tags, discover users and interact with communities.
★ 79
Local-first access to the Google Health API for Fitbit and Pixel Watch activity, sleep, heart, nutrition and reconciled health data.
★ 79
Control Xiaomi/Mijia smart home devices (lights, AC, heaters, robots, cameras), with a web dashboard, REST API, CLI, energy monitoring and automation rules.
★ 79
Signed geospatial facts with citable receipts for place-based questions: elevation, land cover, surface water, vegetation and built-up areas.
★ 78
Generate images from text prompts with Google's Imagen 3 API, with photography, artistic and photorealistic controls.
★ 78
Atlassian Jira Cloud: work with projects, issues, comments and related development information.
★ 78
Interact with smart contracts and query transaction and token information via the Bankless Onchain API.
★ 78
Tailwind CSS palettes (50–950) from any color for Tailwind v4, v3, v2 and v1, computed in OKLCH, plus the closest Tailwind color to any color.
★ 78
Interact with Bitcoin: generate keys, validate addresses, decode transactions and query the blockchain.
★ 77
Chat with OpenAI models.
★ 77
Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.
★ 77
Google PageSpeed Insights, CrUX and Lighthouse analysis: page comparison, real-user data, batch runs, regression tracking, diagnostics and recommendations.
★ 77
Connect to multiple databases at once (MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, Oracle) for operations, health analysis and SQL optimization.
★ 77
Neuroscience-inspired memory for Claude Code on PostgreSQL/pgvector: decay, consolidation, a predictive-coding write gate and lifecycle hooks.
★ 76
Search Hacker News, get top stories and more.
★ 76
Token-efficient access to OpenAPI/Swagger specs via MCP Resources.
★ 76
Query the Wolfram Alpha API.
★ 76
NocoDB database integration with read and write capabilities.
★ 76
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Setup instructions and compatibility are compiled from publisher docs and community reports, not hands-on testing, unless a step is marked Tested. Check the source before relying on a setup.