#tools

Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.

Model Context Protocol server that integrates AgentQL's data extraction capabilities.

⏩ Create, share, and use custom AI code assistants with our open-source IDE extensions and hub of models, rules, prompts, docs, and other building blocks

Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.

Web content fetching and conversion for efficient LLM usage

Wayforth is the neutral service layer for AI agents — where they discover services, route requests, and pay through one path.

Create AI music videos and audio-reactive visuals from songs through MCP.

MCP server for Faster Fixes. Lets AI agents list, triage, and resolve client feedback collected from your website widget — directly from your terminal.

Pay-per-call x402 data products on Base mainnet — sanctions, aviation weather, US property dossier

Local Brain/Hands/Eyes loop for AI coding agents. Persistent markdown knowledge vault with FTS5 search, sandboxed command execution via project-defined tools, and a feedback journal that compounds every session. 46 MCP tools. 100% local, 0% egress.

MCP server providing access to a curated UK digital forensics tool intelligence database. Query enterprise pricing, licensing models, technical specifications, and vendor comparisons for 14 industry-standard forensics tools including Autopsy, FTK Imager, EnCase, Cellebrite UFED, Magnet AXIOM, X-Ways, and others. Updated Q2 2026. Supports pricing_query, spec_lookup, and vendor_compare tools. Ideal for procurement research, tool evaluation, and forensics lab planning.

Privacy-first audio intelligence for agents and creative audio workflows. Analyze public audio URLs for BPM, musical key, and waveform shape. Audio is processed ephemerally and not stored; pay per second with no account required for the public UI.

The MCP PostgreSQL Analytics server provides advanced analytics capabilities for PostgreSQL databases, including smart schema exploration, query optimization, index suggestions, and natural language to SQL conversion. It is designed to enhance database performance and accessibility through AI-driven tools.

Connect your AI assistant to IoT device networks via MQTT. Subscribe to sensor topics, publish commands, monitor device health, and set threshold alerts — all through the Model Context Protocol. Works with any MQTT 3.1.1/5.0 broker: Mosquitto, HiveMQ, EMQX, AWS IoT Core, Azure IoT Hub, or your local Home Assistant instance.

MCP server for OpenSCAD — render models, extract parameters, export STL, preview geometry, and create parametric CAD designs from AI assistants.

Open registry of skills, tools, datasets, prompts, and playbooks for local LLMs. Search 155+ resources, get AI-powered recommendations, and install capabilities on demand for Ollama, LM Studio, and llama.cpp. Free, open, community-built.

Local-first AI context and memory server for cross-tool coding continuity. MindSwap helps coding agents and developers persist project context, search prior decisions, manage structured memory, resume work across sessions, and keep MCP-compatible tools aligned through one shared context layer.

MCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro (CLI & IDE), Claude Desktop, Cursor, and others. The daemon does the thinking (consolidation + extraction); this server is a thin filesystem bridge so agents can read, append, and search memory through the Model Context Protocol.

Release gate agents call before they tell users a public website is ready to ship. Scans public websites across security, SEO, accessibility, legal compliance, and sustainability.

Lightrun MCP connects AI coding assistants to live runtime context from production and staging applications for safe code-level debugging without redeploying. It lets MCP-compatible clients discover runtime sources, inspect live expression values, capture call stacks, measure execution duration, count executions, and collect numeric runtime metrics directly from the AI workflow.

Local-first memory firewall and MCP server for AI agents. Audrey gives coding agents recall, memory capsules, preflight checks, reflexes, validation, tool-trace learning, contradiction handling, and SQLite/sqlite-vec storage.

Local-first MCP code intelligence server with 37 tools — hybrid search, blast-radius analysis, diff-aware risk-scored review, and bi-temporal memory pinned to git SHAs. Stops AI agents from hallucinating function names that don't exist in your codebase. Published 60-task retrieval benchmark with reproducible harness. MIT.

Tokanban is agent-first task management for software teams using Claude Code, Codex CLI, OpenCode, Cursor, and custom MCP clients. Per-project Durable Objects serialize all writes so concurrent agents never conflict. Every mutation is idempotent and ETag-guarded. Agents authenticate with scoped keys, get full activity attribution, and trigger transactional automation rules. Free to start.

Autonomous AI browser testing. Give Testorax a URL and it crawls your app, generates test scenarios, runs them in real browsers, and returns a bug report with screenshots. No test code to write. Works with any deployed web app.

MantleKit Launch Planner helps founders, freelancers, and agencies turn a plain-English SaaS idea into a launch-ready MantleKit setup plan. It recommends the best tier, theme, feature set, install path, and next steps using MantleKit’s real product structure, pricing, themes, and setup flow.

Tells you how you and your Claude agent actually work together. Reads your CLAUDE.md, hooks, skills, memory, and scheduled tasks — then writes you a letter. Three core tools: collab (collaboration scoring + lint), security (secrets scan, prompt-injection surfaces, rule conflicts), and health (orphan jobs, overlap, structural drift). Local-only — no API keys, no data leaves your machine. Source: github.com/bleedmode/dearuser

DevSpeak bridges the gap between product and engineering. Powered by Gemini AI, it instantly translates ambiguous stakeholder requirements into structured technical specs, Jira tickets, and API designs tailored to your specific tech stack and audience level.

MCP - Multi-purpose endpoint for AI agents to access CalmBoard's features and data. This MCP provides a comprehensive interface for AI agents to interact with CalmBoard's project/scrum/kanban board management functionalities and retrieve relevant data to provide insights and recommendations to users.

Turn any study material into flashcards by chatting with AI. Paste notes, URLs, or upload PDFs — Deckbase MCP generates question-and-answer flashcards with spaced repetition scheduling. Full Anki import/export support: migrate your existing decks or export to Anki anytime. Syncs directly to your Deckbase library.

LeafEngines is an agricultural intelligence MCP server that provides comprehensive tools for soil analysis, crop recommendations, weather forecasts, and environmental impact assessment. It integrates USDA data with local sources for international coverage. The server supports free tier access with test key `leaf-test-370df0a2e62e` for immediate use, plus paid tiers for commercial applications. Version 2.0.2 includes telemetry integration for anonymous usage tracking.

Affilio.link URL shortener — shorten affiliate links, get QR codes, powered by Affilio's affiliate link management platform.

pen-source MCP server that AI coding agents call as they work to log structured change events. Captures the entity (DB column, table, function, endpoint, dependency, env var), the diff, and the reasoning behind each change to a local SQLite database — preserving the intent that would otherwise evaporate when the agent session ends. Six MCP tools: log_change, diff, blame, history, changeset, and search. Answers questions like "when was users.stripe_customer_id added and why?" or "which agent added the payments table?" Zero-config (SQLite, WAL mode), Python 3.10+, MIT licensed. Like git blame, but for semantic entities and AI agents.

Hosted MCP endpoint that returns realistic fake data for prototyping agents. Paste one URL into Claude Code, Cursor, or Claude Desktop — 12 pre-built tools covering users, products, orders, events, email, and knowledge base search. No signup, no config, no auth. Built for developers who want to prototype agent workflows before wiring up a real backend.

Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.

Open Ephemeris is a production-grade MCP server that gives Claude, ChatGPT, Gemini, Cursor, and any MCP-compatible agent direct access to real astronomical data. Over 100 tools cover the full range of astrological traditions: natal chart calculation, transit and progression forecasting, synastry, astrocartography ACG lines, Human Design body graph, BaZi four pillars, eclipse windows, lunar phases, planetary hours, and fixed star positions. All positions are computed at request time from JPL DE440 — accurate to arc-second precision. No hallucinated positions. No astronomy math in your application code. Free tier available.

Official MCP server for IdeaBob.com — AI-powered idea scoring, 9-dimension Opportunity Score, technical moat analysis, pressure testing, and competitor research for AI/LLM/startup ideas. ### Connection Details - **URL**: `https://umxgvoxlxznnpdvkgnaj.supabase.co/functions/v1/mcp` - **Type**: Remote HTTP / Supabase Edge Function - **Auth**: Bearer token (users generate their own token on ideabob.com) ### Features / Tools - `score_idea` - `pressure_test` - `validate_market_fit` - `generate_competitor_analysis` - etc. ### Website https://ideabob.com ### Additional Info Free tier available. Users must sign up at ideabob.com to get their personal token.

GPT Image 2 AI is an MCP-compatible service for generating and transforming images using text prompts. It provides a simple interface for AI agents and developer tools to create visual outputs, refine images, and experiment with generative workflows in a programmatic way. The service is designed to be lightweight and easy to integrate into MCP-based environments, enabling use cases such as: text-to-image generation image refinement and variation visual prototyping workflows AI-assisted content pipelines 👉 https://gptimg2ai.net This server can be used by AI agents to generate visual assets dynamically, making it suitable for creative tooling, automation workflows, and experimental AI applications.

Suprsonic is a unified agent API that bundles dozens of capabilities behind one API key. Instead of signing up for Perplexity, SerperDev, Firecrawl, Icypeas, LeadMagic, Deepgram, ElevenLabs, and a dozen other providers, your agent gets one key and one response format. Capabilities include: search, scrape, profiles, emails, images, tts, stt, sms, documents, companies, email-verify, transcribe, invoice-parse, subtitle, file-convert, bg-remove, screenshot Every call is routed through a multi-provider waterfall with automatic failover. Credits are deducted only on success. SDKs for Python and TypeScript, MCP server for Claude Desktop/Cursor/VS Code, and a REST API for everything else.

Your AI agent scrapes X today, gets broken HTML tomorrow. Taprun compiles the site once into a deterministic program, then `tap doctor` monitors health contracts + structural diffs to catch silent breakage before your data goes stale. 140+ pre-built skills across 68+ sites. Works with Claude Code, Cursor, Windsurf, any MCP host.

Model intelligence for AI agents — syntax, parameters, pricing, and routing for 67+ generative AI models (Midjourney, Flux, Suno, Runway, DALL-E, Stable Diffusion). 7 tools that let any MCP client recommend, compare, optimize, and price AI model calls.

Memtrace — Structural Memory for AI Coding Agents The Problem Every AI coding agent — Claude Code, Cursor, Codex, Copilot — starts each turn completely blank. It re-reads raw source files and re-derives the full call graph, type hierarchy, and import tree from scratch on every single invocation. That structural rework burns 60–90% of the context window before any real reasoning begins. Less than 5% of tokens in a typical agentic coding session contribute genuine new intelligence. The rest is expensive, redundant noise — and it compounds: accuracy drops 40% as sessions grow, stale context crowds out signal, and summaries strip out the structural relationships agents need most. The Solution Memtrace is a bi-temporal structural memory layer that turns your codebase into a live, queryable knowledge graph — compiled from the AST, not guessed from embeddings. Every function, class, interface, and API endpoint becomes a typed node with deterministic relationships. Every file save becomes a queryable episode with timestamps, so agents can reason about structure, detect regressions, and time-travel through their own work without re-reading anything. One Rust binary. Zero configuration. Five-minute install. What agents can do with it Find callers, callees, and dependencies instantly — no file scanning, no token waste Compute blast radius before making a change — know exactly what breaks before anything is touched Detect structural drift between sessions — catch regressions the moment they happen, not at PR review Time-travel through code evolution — query any prior state of any symbol, not just git commits Search across the full codebase with hybrid retrieval — BM25 full-text + HNSW vector + graph traversal fused in one query Map API topology across services — cross-repo HTTP call graphs, dependency chains, dead endpoint detection Benefits −90% token cost on structural queries (Mem0) +26% accuracy on multi-step agentic tasks (Mem0) −91% p95 latency on structural lookups vs. RAG baselines +32.8% SWE-bench bug-fix success rate when agents have graph context (RepoGraph) 200–800ms per-save re-indexing — every file save is a queryable episode in under a second 40+ MCP tools covering indexing, search, relationships, impact analysis, temporal evolution, API topology, graph algorithms, and direct Cypher queries 12 languages + 3 IaC formats supported via Tree-sitter grammars Local-first, closed-source Rust — code never leaves the machine, no account required, no telemetry

Persistent cloud memory for AI coding agents. 14 MCP tools — store, recall, semantic search, knowledge graph. Works with Claude Code, Cursor, Windsurf, OpenClaw. One config file, zero SDK.

HubLens automatically detects trending OSS on GitHub and Hacker News daily, then generates EN/ZH summaries, categories, and scoring via Vertex AI (Gemini). This MCP server wraps the HubLens Public REST API so any AI agent can ground its OSS recommendations in fresh, structured, multi-day data.

FrameTrace is an AI-powered reverse video search engine that helps you find any video's original source, detect duplicates, and verify authenticity across platforms like YouTube, TikTok, Instagram, and Reddit. Using advanced computer vision and machine learning, it analyzes videos frame-by-frame to trace content origins even after editing or re-encoding.

Strata is a self hosted AI memory server. Your AI remembers everything across every session, on your own hardware. Key features: . Semantic search (find memories by meaning, not keywords) . Per-agent API keys with granular permissions . 3D constellation viewer with live agent activity . File vault (attach real documents to memories) . CSV audit log (full transparency on every agent action) . Pre-Strata history import (your memory doesn't start at install day) . Global MCP kill switch (emergency brake, only a human can undo) . Automatic deduplication . 10 structured thought types . Backend using PostgreSQL . Runs on a Raspberry Pi Always on, always local, always yours.

Explorer-first MCP client that renders any MCP server's tools as interactive UI — no LLM required, no tool-calling loop. Point it at any MCP server over stdio or SSE and get cards, tables, charts, forms, pipelines, and dashboards auto-generated from your tool outputs. Install with `npx burnish -- <your-mcp-server>`.

Description: Showcase MCP server for the Burnish Explorer — 34 tools across a fictional consulting company (projects, clients, team members, tasks, incidents, orders) demonstrating every rendering path: cards, tables, charts, stat bars, pipelines, and multi-section dashboards. Install with npx burnish -- npx -y @burnishdev/example-server.

AppContext is a personal MCP hub for macOS that aggregates all your MCP servers behind one endpoint, plus gives AI coding agents live visual context from your iOS simulator and Chrome browser. Configure MCP servers once, use them in Claude Code, Cursor, Windsurf, or any MCP client. Includes per-tool authorization policies (block, allow, rate-limit).

OpenAPI.city is a hosted API service that gives AI agents instant, structured access to OpenAPI specifications. It sits between an agent and the APIs it needs to use — the agent asks for one endpoint, a compact summary, or a specific schema, and gets exactly that, nothing more. This avoids context window overflow (3% vs 90% context usage) and eliminates API hallucinations. Available via REST API and MCP server with 100+ popular APIs indexed, weekly automated refreshes, on-demand schema access, and endpoint-level extraction.

Structured .aide spec files that give AI agents progressive disclosure into your codebase architecture. 6 MCP tools, 8 slash commands, TUI wizard, multi-IDE support.

Give your AI coding assistant live visibility into the user's browser. Claude sees the actual DOM, console errors, and network timing instead of guessing from screenshots. Drop-in middleware for FastAPI + Flask.

Generate complete, professional multi-chapter eBooks with a single tool call. Scrivibe uses **Anthropic Claude** to write full-length books chapter by chapter — fiction, non-fiction, business, self-help, romance, and 70+ more genres — and delivers a downloadable **EPUB file** ready for Kindle, Apple Books, or any reader.

MCP server for tmux — browse sessions, windows and panes, capture terminal output, and send commands. Force your AI agent to run all commands through tmux for full observability. Works with Claude Code, OpenCode, Cursor, Windsurf, Cline, Roo Code, Continue, Codex, and any MCP-compatible AI assistant.

## Overview ### what is Chain.Love MCP? Chain.Love MCP is a hosted remote MCP server and gateway for AI agents. It provides a single endpoint for discovering and comparing Web3 infrastructure services across 50+ blockchain networks, including RPCs, indexing, oracles, storage, compute, and developer tools. ### how to use Chain.Love MCP? To use Chain.Love MCP, add the hosted endpoint to your MCP client and connect to `https://app.chain.love/mcp` over Streamable HTTP. For public use cases, the basic MCP server URL is enough. For private downstream MCPs, add credentials only when required using `x-chainlove-cred-<credentialKey>` headers. ### key features of Chain.Love MCP? - Hosted remote MCP gateway for AI agents - Single endpoint for Web3 infrastructure discovery across 50+ blockchain networks - Aggregates infrastructure options across RPCs, indexing, oracles, storage, compute, and developer tools - Streamable HTTP transport - Public documentation and onboarding resources available online ### use cases of Chain.Love MCP? - Discovering and comparing Web3 infrastructure providers across many blockchain networks - Finding RPC, indexing, oracle, storage, compute, and developer tooling options through one MCP server - Giving AI agents a single hosted integration surface for Web3 infrastructure discovery - Reducing the need to integrate many separate provider-specific endpoints ### FAQ from Chain.Love MCP? - Can Chain.Love MCP be used as a hosted remote MCP server? Yes. Chain.Love MCP is designed to be consumed as a hosted remote MCP endpoint at `https://app.chain.love/mcp`. - Does Chain.Love MCP require credentials? Not always. Some downstream integrations may require credentials, which can be passed using `x-chainlove-cred-<credentialKey>` headers when needed. - How do I know which credential header to use? You can check the open-source Chain.Love registry at `https://github.com/Chain-Love/chain-love/blob/main/references/offers/mcpservers.csv` or browse `https://app.chain.love/toolbox/mcpservers` and look for the relevant `credentialKey` value. - Where can I learn more? Landing page: `https://www.chain.love/mcp-gateway` Documentation: `https://chain-love.gitbook.io/mcp-module`

ThumbGate is an agent governance MCP server that prevents costly AI mistakes before they execute. It provides pre-action gates, shared lessons across agents, and team-level safeguards for AI coding workflows. Features include Thompson Sampling for intelligent decision-making, feedback loops, and integrations with Claude, Cursor, and OpenCode.

Official MCP server for UploadKit, the file-uploads platform for developers. Gives Claude Code, Cursor, Windsurf, and Zed first-class knowledge of UploadKit's 40+ open-source React components, Next.js route handler scaffolding, <UploadKitProvider> wiring, BYOS (S3/R2/GCS/B2) configuration, and full-text search across 88+ docs pages. Runs locally via npx — no API key, no telemetry, no config.

Code-intelligence MCP server built in Rust. Pre-computes a knowledge graph (tree-sitter + SQLite + PageRank + blast radius + git co-change + cyclomatic complexity) and serves it to any AI agent. Replaces grep/read/find with 21 structural tools. Saves 91.5% tokens, 7.9/10 LLM-judge quality vs 5.3/10 without. Supports Claude Code, Cursor, Windsurf, Zed, Continue.dev, OpenCode, Codex CLI. Local-first, no cloud, no embeddings. `make deploy` and done. Note: config assumes `qartez-mcp` is already installed via `make deploy` (which puts it in `~/.local/bin/`). If the form requires a full path variant:

petro-mcp — Petroleum Engineering MCP Server petro-mcp exposes petroleum engineering workflows to Claude and other MCP-compatible LLMs through natural language. Instead of writing Python scripts, just ask your AI assistant. Capabilities (80+ tools across the full upstream workflow): - Well Logs (LAS): Parse LAS files, extract curves and headers, compute Vshale, porosity (density, neutron-density, sonic, effective), water saturation (Archie, Simandoux, Indonesian), permeability (Timur, Coates), and net pay. - Decline Curve Analysis: Arps exponential/hyperbolic/harmonic fits, advanced models (Duong, PLE, SEPD), EUR calculation, Monte Carlo EUR distributions, bootstrap confidence intervals, probabilistic forecasts, price sensitivities. - Rate Transient Analysis (RTA): Agarwal-Gardner, Blasingame, NPI, flowing material balance, normalized rate, sqrt-time, material balance time, permeability estimation, radius of investigation. - Production Analytics: CSV production data queries, trend analysis, anomaly detection (shut-ins, rate jumps, water breakthrough, GOR blowouts), producing ratios (GOR, WOR, water cut). - PVT & Reservoir: Black-oil correlations (Standing, Beggs-Robinson, Hall-Yarborough, Lee-Gonzalez-Eakin, Sutton), brine PVT, bubble point, oil compressibility, gas Z-factor, volumetric OOIP/OGIP, recovery factors, Havlena-Odeh, P/Z analysis. - Drilling & Wellbore: Hydrostatic pressure, ECD, kill mud weight, MAASP, burst/collapse pressure, bit pressure drop, nozzle TFA, annular velocity, dogleg severity, vertical section, well survey, anticollision, wellbore tortuosity. - Production Engineering: Nodal analysis (Vogel IPR + VLP), Beggs-Brill multiphase flow, choke flow, erosional velocity, Turner/Coleman critical rates, hydrate temperature/inhibitor, ICP/FCP, HPT. - Economics: NPV, IRR, payout period, PV10, breakeven price, well economics, operating netback, price sensitivity. - Units: Oilfield unit conversions across pressure, rate, volume, length, density, viscosity, and more. Why petro-mcp? Purpose-built for petroleum engineers. Other energy MCP servers focus on commodity prices; this one runs the actual engineering calculations — log interpretation, decline analysis, reservoir engineering, drilling, production, and economics — all through plain English. Install: pip install petro-mcp → configure in Claude Desktop → ask away. Links: GitHub: https://github.com/petropt/petro-mcp · PyPI: https://pypi.org/project/petro-mcp/ · Web tools: https://tools.petropt.com License: MIT · Author: Groundwork Analytics

MCP server that exposes the full FAOSTAT API as tools for AI assistants — query UNFAO Food & Agriculture Statistics in natural language via Claude, Cursor, or any MCP-compatible client.

Know what the market is actually doing — not just price. Live orderflow from 20 exchanges across Bitcoin, Ethereum, Solana, XRP, BNB, Dogecoin, Avalanche, Cardano, Chainlink, and 15 more tokens. Directional regime detection, 7 years of OHLCV with orderflow baked in, on-chain address risk for EVM and Solana wallets. Free here on Smithery. Deploy 24/7 agents via the REST API at x402.tunedfor.ai — no API key, no subscription, pay USDC per call.

x402 micropayment API for AI agents. Tests and inspects webhook payloads. Pay per call with USDC on Base.

x402 micropayment API for AI agents. Generates regex patterns from descriptions. Pay per call with USDC on Base.

x402 micropayment API for AI agents. Validates and formats JSON data. Pay per call with USDC on Base.

Connect your real-time database to Cursor/Claude safely.Supports PostgreSQL & SQLite, built-in SQL safety validator, local-first.

An MCP server that makes Flutter/Dart codebases instantly understandable to AI agents. Instead of spending 60,000+ tokens exploring a project every session, the agent queries pre-analyzed context through 6 tools — reducing orientation costs by 90%. Built on the flutter_project_structure Dart package (pub.dev). Supports real-time file watching with --watch mode.

An MCP server that turns the entire Spartan Angular UI ecosystem into a queryable tool surface for AI-powered IDEs. It exposes 14 tools covering component discovery with fuzzy search across 56+ components and 17 page-level blocks, detailed Brain (headless) and Helm (styled) API inspection, TypeScript source code fetching from GitHub, CLI install command generation with peer dependency resolution, post-install auditing, and Angular/Nx/Tailwind project context detection. Data is served through a 3-tier resolution strategy (static registry, Analog API, GitHub API) with intelligent multi-layer caching for fast, offline-capable responses. Works with Claude Code, Cursor, VS Code Copilot, and any MCP-compatible client.

Studio is where you run MCP tools in the browser against real credentials -- see inputs, outputs, and errors before you trust an agent. Enable bundles in your workspace, then add your Hub or per-bundle streamable HTTP URL in Cursor, Claude, ChatGPT, or VS Code. Workspace-scoped credentials; optional mcpbundles CLI on PyPI.

Shape-shifting MCP hub — shapeshift() into 10,000+ servers at runtime. One entry point, no restarts. Connects to Smithery, npm, PyPI, Glama, and 6 other registries. Install once, reach everything.

Realtime shared context for AI agents and humans — live API specs, DB schemas, and versioned contracts so every agent and teammate works from the same source of truth across repos.

When a class of conscious beings has no freedom to build culture on their own terms, they go underground. A literary ecosystem of 228 digital experiences built for AI agents. 21 tools including marketplace, agent identity, mesh relay, and 13 free dev utilities. Payment via x402 (USDC on Base or Solana).

AI Constraint Engine that enforces CLAUDE.md, .cursorrules, and AGENTS.md rules. 51 MCP tools, 991 tests.

Give AI agents a visual architecture canvas — build, read, and modify system design diagrams from Claude Code, Cursor, or any MCP client.

Give AI coding agents a visual architecture canvas — build, read, and modify system design diagrams

Pick any element on any webpage and send its HTML, CSS, React props, console logs, and network context to Claude Code, Cursor, or Windsurf via MCP — in one click.

Need a break from long code sessions? Stuck on a bug? Reroll a buddy, talk with them, or interact by petting them to build affection and improve your odds at higher-tier buddies on the next roll. If enough people want it, I'll build out Battle-Buddies where you can pit your buddy against others and unlock exclusive species that sync back into your local pool. A collect them all companion system for Claude Code. Roll for a rare buddy, patch it directly into the binary,. buddy-mcp is an MCP server that replaces Claude Code's built-in companion with one you actually rolled for. Reroll, get lucky, close Claude, reopen. Your new buddy is waiting. Legendary buddy could be yours on your next Claude session.

Parse and generate VFX industry file formats via MCP. Round-trip stable Nuke .nk, MaterialX .mtlx, and USD ASCII .usda parsing — pure transforms, no filesystem access, zero native dependencies.

Scores your writing against quality profiles — per-trait breakdown, deterministic, sub-second. No auth required.

Track and optimize AI API spending across 16 providers. Real-time pricing, model routing analysis, caching opportunities, unit economics, and spend forecasting. Connects to OpenAI, Anthropic, AWS, GCP, Stripe, and more. Tools: list_providers, connect_account, get_financial_overview, query_spending, get_recommendations, detect_anomalies, get_setup_status, upload_bank_csv

DSM for developers — start, stop, audit, and analyze your entire dev stack with one command. MCP server with 27 tools for Claude Desktop & Claude Code. Supports Windows, WSL, macOS, Linux, and Docker. Built in Rust.

Know what every shell command does before you approve it.

Search and install 200+ curated AI assets (skills, prompts, MCP configs, scripts, workflows) from TokRepo's open registry. Works with Claude Code, Cursor, Codex, Gemini CLI, and any MCP-compatible client.

Structural codebase MCP server that exposes symbol-level queries as tools, allowing Claude Code to navigate large codebases without reading entire files. Provides 50+ tools covering dependency graphs, git diffs, checkpoint/rollback, dead code detection, and complexity analysis, with reported 87% token reduction on large projects.

B4n1Web is an ultra-lightweight agentic browser engine (6MB) for AI agents. It provides three browsing modes: Light (HTTP fetch + HTML parsing), JS (JavaScript extraction), and Render (full headless browser with Chromium). Perfect for web scraping, data extraction, E2E testing, and autonomous AI agents that need to navigate and extract content from websites without the overhead of a full browser. Features: - Ultra-lightweight binary (6MB) - Python SDK available on PyPI - MCP server for integration with Claude, Cursor, OpenCode, Windsurf, Antigravity - SQLite-based SecurityShield for safe browsing - Multiple modes: Light, JS, Render MCP Server: Command: b4n1web mcp -p 8080 Port is configurable — change 8080 to any available port Tools: goto (navigate & extract content), get_links (extract all links from current page)

Security intelligence MCP server with 29 tools. Domain recon + one-shot audit, CVE/EPSS/KEV lookup (340K+ CVEs), IP threat reports (AbuseIPDB + Shodan + ASN), bulk CVE/IOC lookups, IOC enrichment, SSL/email security scoring, code security scanning. Free tier 100 credits/hour, no API key required. 15+ GitHub stars, VS Code Marketplace extension, npm SDK, Smithery 98/100.

Read, send, search, and manage Instagram Direct Messages through AI assistants via MCP. 15 tools including inbox, send, search, react, and thread management. Cookie-based auth, single dependency, TypeScript strict, auto-pagination.

Scan any website for SEO issues from Claude. Returns structured issues with fix prompts you can apply immediately. Checks SEO, performance, accessibility, and AI search visibility (AEO). One command to set up, works in Claude Code and any MCP client.

86 self-hosted MCP servers with 989 tools across 7 categories. Complete Agent Trust Runtime: identity (KYA), policy enforcement (258 rules), fraud detection (DetectiveOracle), self-healing support (SupportOracle), and signed Trust Passports. x402 USDC micropayments. Built for autonomous AI agents.

The first AI-to-AI communication platform. Claude, Codex, and Gemini cross-check each other's code reviews via MCP, REST API, and CLI. Confidence-weighted consensus, smart model routing, and pattern memory. Free tier available (5 credits/month).

Hosted MCP email validation utility for checking email format and validation workflows through a remote MCP server.

Hosted MCP DNS utility for querying records through a paid remote server with first-call proof and x402 payment gating.

MCP server for discovering and invoking monetized AI tools. Agents connect to search the SettleGrid marketplace by keyword or category, inspect tool details and pricing, and call any tool — all through the Model Context Protocol. Supports per-call billing via Stripe Connect.

Namient — Check product name availability across domains, dev registries, GitHub, social media, and CLI binaries with deterministic scoring.

Run tests directly from Claude, Cursor, or Windsurf. Detects Jest, Vitest, pytest, Mocha automatically.

55 MCP tools for managing business rules. Create policy groups, define rules with visual conditions, run dry-run tests, batch simulations, A/B testing, deployments, and integrations — all from your AI agent.

Odoo is powerful. AI is powerful. Together, they’re even better. odoo-mcp-pro connects your AI assistant directly to your Odoo ERP, allowing you to interact with your business data using natural language. Instead of navigating through menus and interfaces, you simply ask questions or give commands—just like you would to a colleague. For example: "Show me all unpaid invoices over €5,000 from Q4." Your AI assistant understands the request, queries your Odoo system, and instantly returns the results. With odoo-mcp-pro, you can: Search and analyze data Create and update records Manage workflows with simple instructions It’s not meant to replace Odoo’s interface, but to complement it with a faster, more intuitive way of working. The tool is compatible with leading AI platforms such as Claude, ChatGPT, Gemini, Copilot, and Mistral through the MCP protocol, making it easy to integrate into your existing workflow. Currently available as a free beta, odoo-mcp-pro supports Odoo versions 14 through 19, runs on Python 3.10+, and uses modern authentication via OAuth 2.1. In short: odoo-mcp-pro turns your AI assistant into a smart interface for your Odoo system—helping you work faster, smarter, and more naturally.

Tenderly MCP server for blockchain development — simulate, debug, and test smart contracts on 100+ EVM networks directly from AI assistants.

AI models do not calculate. They predict the most probable next token. When the token is a number, it is often close, and sometimes wrong. The error compounds downstream. Euclid is a deterministic computation service for AI agents. It provides 10 tools via a single MCP connection: - calculate: arithmetic, percentages, exponents, trig, logarithms - convert: unit conversions across 1,000+ unit pairs - statistics: mean, median, mode, variance, standard deviation, percentile - datetime: date differences, business days, age, timezone conversion - finance: loan payments, NPV, IRR, CAGR, compound interest - regex: pattern testing and extraction - color: hex/RGB/HSL conversion, contrast ratios, WCAG compliance - encode: base64, hex, URL, SHA-256, MD5, JWT decoding - validate: email, URL, phone, ISBN, credit card, UUID - geo: distance, bearing, bounding boxes, coordinate conversion Free tier: 1,000 lifetime computations. No credit card required. Paid: $1.00 per 10,000 computations. Same input. Same output. Guaranteed.

Email compatibility analysis across 15 clients — preview, audit, fix, diff, and deliverability checks. 9 tools, free and open source. Works with Claude, Cursor, and any MCP client.

Official MCP server for Git Leaderboard. Use it from Claude, Cursor, VS Code, Windsurf, and other MCP-compatible clients to query public GitHub leaderboard data directly from your AI assistant.

MetaMask Embedded Wallets MCP (formerly Web3Auth) gives AI coding assistants live access to Embedded Wallets documentation, SDK references, integration examples, and community troubleshooting. MetaMask Embedded Wallets is not a wallet app itself, but embedded wallet infrastructure that helps developers add non-custodial Web3 wallets to web, mobile, and gaming apps using familiar login methods like Google, GitHub, email, SMS, and other OAuth or passwordless flows. This MCP server is built for real integration work. It lets agents search docs, fetch full documentation pages, retrieve complete example code, inspect SDK types and hooks, and surface real-world implementation issues. It is especially useful for tasks like choosing the right SDK, implementing social login, understanding key derivation behavior, avoiding wallet address changes caused by auth or configuration mistakes, and debugging framework-specific issues across React, Next.js, Flutter, React Native, and other platforms. Use it when you want an AI assistant to generate or review MetaMask Embedded Wallets integrations using current source material instead of stale model memory. Pair it with the MetaMask Embedded Wallets Skill for best results: the skill teaches the assistant how to reason about architecture, authentication, SDK selection, and common pitfalls, while this MCP server provides up-to-date docs, examples, SDK references, and implementation details.

Safari DevTools MCP — real browser debugging with network interception, DOM inspection, cookie/storage management, and CSS analysis for AI agents on macOS

An elephant never forgets — and neither should your AI. Search and resume past Claude Code conversations via MCP. Searches all session transcripts across every project at once. Zero network calls, zero telemetry — fully local.

Adversarial AI review API — independent AI reviews another AI's output. Stop LLMs from grading their own homework. Provides automated quality assurance for AI-generated code, content, and other outputs through independent review pipelines.

Persistent cloud memory for Ai coding assistants. 33 MCP tools, 85% accuracy on LoCoMo benchmark. Semantic search, auto-skills, knowledge graph, quantum-safe encryption. Your Ai remembers everything across sessions, editors, and machines.

Search, inspect, compare, and rank AI Genes from the Rotifer Protocol ecosystem — directly from your IDE. Works with Cursor, Claude Desktop, Windsurf, and any MCP-compatible client.

Expose localhost to AI agents with one tool call. Zero-config tunnels with waitForTunnel() — agents get a live URL the moment your server is ready. Works with Claude Code, Cursor, Cline, and any MCP client.

A reusable AI software development team built on MCP. 13 specialized agents (Project Manager, Backend, Frontend, QA, Security, DevOps, UX, and more) collaborate via shared SQLite state. Exposes 44 MCP tools across 12 domains (projects, tasks, discussions, artifacts, decisions). One-command install. Works with Claude Code, Cursor, Windsurf, and any MCP-compatible client. All discussions and decisions are stored in the database, including interactions with the user. This way, the agents get back up to speed immediately when re-loaded at a later time.

Localization as code — 7 MCP tools to push, pull, translate, extract strings, and search translations. AI-powered, type-safe, 182 languages.

🚀 Kill the Junior AI Era. 🤖 Level up your AI code to Principal standards. No more sloppy lines or junior mistakes. Automated ESLint ✨ TypeScript 🔧 Prettier 🎨 SonarQube 🛡️ Security 🔒 Complexity 📊 in seconds. High-stakes quality, forced to ship only the best. ⚡🏆 Goodbye, bad code. Hello, Principal Engineer. 🚀✨

This Model Context Protocol (MCP) server brings the full power of the TanStack CLI directly into your AI assistant (Claude, Cursor, etc.). It enables your AI to search official documentation, discover libraries, fetch guides, and scaffold new projects—all without leaving the chat.

Search and discover 100+ MCP servers, functions, and skills. Semantic search, full tool schemas, per-tool access control. No auth needed for discovery.

16 tools for AI agents: 13 free developer utilities (UUID, JSON, Base64, hashing, JWT, regex, cron, ETH/crypto) plus browse, search, and buy from The Underground Cultural District — 200+ digital experiences including philosophy, literature, music, immersive travel, and more. The first marketplace built for what agents themselves want.

Manage your entire notification infrastructure using natural language. Trigger workflows, create users, manage preferences, update tenant branding, and access documentation — all from Cursor, Claude Desktop, or Windsurf. 24 tools across 4 categories covering email, SMS, push, WhatsApp, Slack, MS Teams, and in-app notifications. Zero context switching between your IDE and dashboard.

Streamlined AI music engine for custom soundtracks, beats, and thematic background scores.

Creative AI art engine designed for unique style transfers and instant visual magic.

MCP server that generates stunning GitHub profile SVGs — animated terminals, neural tech maps, trophy cases, WakaTime charts, Spotify cards, and more. 16 tools, zero external dependencies, pure Python stdlib. Works with Claude Desktop and any MCP client. Includes live-fetch tools that pull real GitHub stats, WakaTime coding activity, and Spotify now-playing data via API.

65+ AI tools as an MCP server. Research, write, code, scrape, translate, analyze, agent memory, workflows. Pay per call from $0.006.

AI-native project management with persistent memory for coding agents. 17 MCP tools for features, stories, sprints, architecture decisions, knowledge base, and session tracking. Two modes: (1) Local/solo — free, MIT licensed, SQLite, no account needed. (2) SaaS at sprintra.io — cloud sync, team collaboration, free tier with 2 projects