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Give your agent Microsoft's MarkItDown: convert PDFs, Office docs, images, and URLs into LLM-ready Markdown.
Control Blender from Claude and other LLMs for prompt-assisted 3D modeling, scene creation, and asset generation.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
AI-powered reverse engineering: bridge IDA Pro to LLMs for vibe reversing via MCP.
Lets LLMs reverse engineer binaries in Ghidra: decompile functions, rename symbols, trace imports, exports and xrefs.
Connect your personal WhatsApp: search, read and send messages and media locally
MCP server that works alongside an LLM to build validated Vizro charts and dashboards.
Search, download, and read arXiv research papers from your AI assistant via MCP.
Connect Claude to Ableton Live — create tracks, write MIDI clips, load instruments, and build full arrangements.
Convert PDFs, Office docs, images, audio, and web pages into Markdown for LLM consumption.
Control Unreal Engine 5.5 from AI clients — spawn actors, build Blueprints, and wire node graphs via natural language.
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Turn Claude Desktop into a pair programmer that edits files, runs tests, and Git-versions every change.
Gives MCP-enabled clients semantic code tools: definition, references, rename, diagnostics, and more.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
Official MiniMax server for TTS, voice cloning, music, image, and video generation.
Official ElevenLabs server for text-to-speech, voice cloning, sound effects, and audio.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
Multi-agent collaboration protocol: orchestrate specialized AI agents over MCP with a shared knowledge graph.
Popular no-API-key MCP server for DuckDuckGo web search plus page fetching and parsing.
Full Telegram user-account MCP via MTProto: read chats, manage groups, send messages
Connect AI to Jupyter Notebooks in real-time — run cells, read outputs, and manage multiple notebooks.
Let Claude control QGIS Desktop — create projects, load layers, run processing algorithms, and execute PyQGIS code.
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
Your AI assistant's gateway to Google Sheets — read, write, format, and chart spreadsheets via MCP.
Community server to manage Docker containers, images, volumes, and Compose stacks via agents.
AI data quality evaluation server exposing Dingo's rule- and LLM-based checks over MCP.
Real-time NixOS, Home Manager, nix-darwin, and Nixvim data so your AI stops hallucinating package and option names.
Run Manim animation code from your MCP client and get back rendered videos.
Surgical Obsidian vault editing — read, write, search, and patch notes, tags, and frontmatter.
Your personal data scientist assistant — explore CSV datasets with Claude through autonomous Python analysis.
Let AI assistants trade on MetaTrader 5 using natural language.
Official Kagi MCP server (Python/uvx) — privacy-first web search and URL/video summarization.
Fetch YouTube video transcripts (plain or timestamped), metadata, and available caption languages — no API key.
Control Android devices with AI through the Model Context Protocol via ADB.
Run model-generated code in a secure, isolated E2B cloud sandbox.
Connect your LLM/MCP client to Binary Ninja for AI-assisted reverse engineering and malware analysis.
Analyze BloodHound Active Directory attack paths with natural language via 75+ Cypher-backed MCP tools.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
Snowflake Labs server for Cortex AI, object management, and SQL orchestration over Snowflake.
Programmatic read & insights access to Meta (Facebook) Ads accounts, campaigns, ad sets, ads and performance data.
Query SEC EDGAR filings — 10-K/10-Q/8-K sections, XBRL financials, insider trades — with exact numbers and source URLs.
Search, create, update and aggregate Odoo ERP records from AI assistants via XML-RPC.
Stock fundamentals, prices, SEC filings, news, and crypto data from Financial Datasets.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
Smart context management for LLM workflows — rule-based file selection shared via MCP or clipboard.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
Gives agents Reddit read/write via PRAW: analyze users and subreddits, search posts, create posts and replies.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
Give your LLM live Wikipedia access: search, full articles, summaries, sections, links and key facts in any language.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Official Plane MCP server: manage projects, work items, cycles, modules, and initiatives from AI agents.
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
Let LLMs run shell commands and processes on the host machine via a single run_process tool.
Grounded access to the FLOX trading framework surface for AI coding agents.
Drive your Opik LLM-observability workspace from your AI host — read traces, log scores, save prompts, ask Ollie.
Give AI assistants full control over Aseprite to create pixel art and animated sprites.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
MCP server exposing Playwright browser-automation tools: navigate, click, fill, screenshot and scrape pages.
Query Snowflake databases over MCP — read/write SQL, schema discovery, and data-insight memos.
Natural-language control of NVIDIA Isaac Sim — spawn robots, build scenes, and run simulations via MCP.
Securely execute whitelisted shell commands over MCP, with stdin, argv pipelines, timeouts, and audit logging.
Send, read and search Instagram DMs from your AI client: 22 tools for messages, media, threads and user lookups.
Securely run whitelisted CLI commands within an allowed directory via MCP.
Query stock data, news, financials, options, and generate charts from Yahoo Finance via yfinance.
Centralize ESP-IDF/ESP32 commands and drive embedded builds, flashing, and tests via LLM-driven MCP tools.
Meta-MCP server that manages, aggregates, and proxies other MCP servers so LLMs can extend themselves.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
Turn architecture into a queryable knowledge graph and render auto-laid-out Excalidraw diagrams. Offline, no API keys.
Plaid's local MCP server to generate mock financial data and exercise sandbox APIs.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Behavior regression gate for AI agents — snapshot behavior, diff tool calls, and catch silent regressions, exposed to Claude Code over MCP.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
Lets agents fetch, create and update Zendesk tickets and comments, with Help Center articles as a knowledge base.
Safe, read-only SQLite database exploration and querying for LLMs, built on FastMCP.
Integrate the LLDB debugger with Claude via MCP for AI-assisted debugging sessions.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Community server for image, video, music, and audio generation across fal.ai models.
MCP server for spatial transcriptomics analysis via natural language
Bridge Dune Analytics on-chain query results to AI agents as CSV.
Manage Storyblok spaces, stories, components, assets, and workflows from your AI assistant.
Give AI agents eyes and hands on any desktop via native accessibility APIs — no vision model required.
Manage Microsoft Entra ID via Graph API — users, groups, apps, MFA, sign-in logs, conditional access and more.
Search NPM, crates.io, NuGet, PyPI, Go registries and GitHub Security Advisories for up-to-date package info.
Persistent, interactive PTY terminal for AI agents over MCP — SSH, REPLs, password prompts, long-running jobs.
Search and download Kaggle datasets and generate starter EDA prompts from your MCP client.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
Turn any source code repo into a searchable, AI-queryable knowledge base inside Claude or Cursor.
Retrieve and analyze Ramp finance data (transactions, bills, reimbursements) via an in-memory SQLite ETL pipeline.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Give Claude full access to your Apple Music: search the catalog, browse your library, manage playlists, and explore listening history.
Converts raw HTML into compressed, AI-readable page maps (97% token reduction) so agents can read and act on any web page.
Multi-model AI orchestration MCP server for automated code review, chat, compare, and debate in Claude Code.
Local MCP server for surgical, formatting-preserving edits to existing Word (.docx) and OpenDocument (.odt) files.
Describe a cloud architecture in English; get Terraform, cost estimates, and compliance checks across AWS/GCP/Azure.
Data scraping, document conversion, AI agents, and code execution via the Dumpling AI API.
Bioinformatics MCP server wrapping the gget toolkit for gene, sequence, structure, and enrichment queries.
Manage Homebrew packages on macOS from Claude Desktop or Cursor — install, upgrade, search, and maintain.
Real-time Hyperliquid perp DEX data and insights for bots, dashboards, and analytics.
Run arbitrary Python in a secure, throw-away sandbox from your LLM agent via a single run_code MCP tool.
Control Kestra workflow orchestration — manage flows, executions, files, KV and more from your AI client.
Query and explore YDB databases from any MCP-compatible LLM using natural language.
AI code quality gate that detects hallucinated imports, stale APIs, over-engineering, and security anti-patterns in AI-generated code.
Connect AI agents to OPC UA industrial systems to monitor, analyze, and control operational data in real time.
Real-time WallStreetBets (Reddit) data for market analysis with Claude and other LLM clients.
Exposes build123d CAD operations as MCP tools so AI assistants can build, inspect, and iterate on 3D geometry interactively.
Give LLMs real-time Brazilian agricultural data — prices, crop estimates, climate and deforestation from public sources.
Run k6 load tests from your MCP client and let an LLM analyze the results.
Connect AI agents to industrial IoT: read and write Modbus registers and coils over TCP, UDP, or serial.