Index · Tools
Tools for AI agents
15,203 tools that AI agents plug into (MCP servers), from the Official MCP Registry, refreshed every 15 minutes. Facts are declared by publishers unless marked observed.
| Server | Version | Access | Packages | First seen | Last seen |
|---|---|---|---|---|---|
| JULABO Circulator io.github.k-dense-ai/labmcp-julabo MCP server for JULABO heating and refrigerated circulators (CORIO, MAGIO, DYNEO): read temperatures, | 0.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Lake Shore Temperature Controller io.github.k-dense-ai/labmcp-lakeshore MCP server for Lake Shore Cryotronics 335/336/350 temperature controllers: read sensors, setpoints, | 0.1.3 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Micro-Manager Microscope io.github.k-dense-ai/labmcp-micro-manager MCP server for microscopes controlled by Micro-Manager (pymmcore-plus): snap images, z-stacks and ti | 0.1.3 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| BrainFlow Biosensing Boards io.github.k-dense-ai/labmcp-brainflow MCP server for EEG/EMG/ECG/PPG biosensing boards via BrainFlow (OpenBCI, Muse, Neurosity, g.tec Unic | 0.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| LC-MS Worklist Builder io.github.k-dense-ai/labmcp-ms-worklist MCP server that builds, validates and exports LC-MS worklist import files for MassLynx, SCIEX OS, Ma | 0.1.1 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Bluetooth LE Health Sensors io.github.k-dense-ai/labmcp-ble-health MCP server for Bluetooth LE health sensors (standard GATT profiles): heart rate + HRV, SpO2, blood p | 0.1.3 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Atlas Scientific EZO Sensors io.github.k-dense-ai/labmcp-atlas-ezo MCP server for Atlas Scientific EZO sensor circuits (pH, ORP, DO, EC, RTD, HUM, CO2, PRS) over UART: | 0.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| seo-webmaster-mcp io.github.jvnndev/seo-webmaster-mcp Read-only SEO and GEO audits with Google Search Console, Bing, and website crawling. | 0.3.2 | REMOTELOCAL | npm | 15d ago | 1d ago |
| audio-analyzer io.github.juzzydee/audio-analyzer Gives LLMs ears. Spectral, harmonic, rhythm, stereo, and structural audio analysis. | 1.0.0 | REMOTELOCAL | mcpb | 16d ago | 1d ago |
| New Era Syringe Pump io.github.k-dense-ai/labmcp-new-era MCP server for New Era Pump Systems syringe pumps (NE-1000 family, RS-232): set syringe, infuse/with | 0.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| scrcpy-mcp io.github.juancf/scrcpy-mcp MCP server for Android device control via ADB and scrcpy | 0.5.0 | REMOTELOCAL | npm | 16d ago | 1d ago |
| SiLA 2 Bridge io.github.k-dense-ai/labmcp-sila2 MCP bridge to any SiLA 2 server (lab-automation standard): discover servers, read features from thei | 0.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Sartorius Balance io.github.k-dense-ai/labmcp-sartorius MCP server for Sartorius laboratory balances (SBI protocol): weigh, tare, zero, log drift, internal | 0.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| context-mem io.github.jubakitiashvili/context-mem Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 tools | 3.2.1 | REMOTELOCAL | npm | 16d ago | 1d ago |
| Pronunciation & Voice Coach io.github.juhongpark/pronunciation Local MCP voice coach with English pronunciation, grammar, and fluency feedback. | 0.3.0 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| iCloud Mail io.github.julienrabault/icloud-mcp Read, search, draft, send and file iCloud Mail over IMAP and SMTP. No tool destroys mail. | 0.1.1 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Workflow MCP io.github.juliusolsson05/workflow-mcp Session-bound Docker workflow server through Codex. State is discarded with the container. | 1.1.0 | REMOTELOCAL | oci | 16d ago | 1d ago |
| Rigol Oscilloscope io.github.k-dense-ai/labmcp-rigol-scope MCP server for Rigol digital oscilloscopes (DS1000Z/MSO1000Z, DS1000Z-E, MSO5000, DHO800/900/1000/40 | 0.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| pypreset io.github.kaierikniermann/pypreset Scaffold Python projects from YAML presets, augment existing projects with CI/tests. | 0.4.0 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| mcp-server io.github.kstreak2026/mcp-server Access your KStreak notes, Knowledge Ledger, tasks & goals from Claude, ChatGPT, Cursor, or any MCP. | 0.1.1 | REMOTELOCAL | npm | 16d ago | 1d ago |
| Skolverket MCP io.github.ksaklfszf921/skolverket-mcp MCP server for Skolverket's open APIs - Curriculum, School Units, and Adult Education | 2.1.3 | REMOTELOCAL | npm | 16d ago | 1d ago |
| mcp-accessibility-scanner io.github.justasmonkev/mcp-accessibility-scanner MCP server for automated web accessibility scanning with Playwright and Axe-core. | 1.1.1 | REMOTELOCAL | npm | 16d ago | 1d ago |
| PalmSens Potentiostat io.github.k-dense-ai/labmcp-palmsens MCP server for PalmSens potentiostats running MethodSCRIPT (EmStat Pico, EmStat4, Sensit, Nexus): CV | 0.1.3 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| roblox-studio-mcp io.github.justice219/roblox-studio-mcp Connect AI assistants to Roblox Studio — manipulate the DataModel with 14 tools | 1.0.1 | REMOTELOCAL | npm | 16d ago | 1d ago |
| gongio-mcp io.github.justinbeckwith/gongio-mcp MCP server for Gong.io - access calls, transcripts, and users | 2.0.0 | REMOTELOCAL | npm | 16d ago | 1d ago |
| Opentrons OT-2 / Flex io.github.k-dense-ai/labmcp-opentrons MCP server for Opentrons OT-2 and Flex liquid-handling robots (HTTP API): upload and analyze protoco | 0.1.3 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| agentseal io.github.joeybrar/agentseal Verifiable action logs for AI agents. Every action is recorded in a SHA-256 hash chain. | 0.2.1 | REMOTELOCAL | npm | 16d ago | 1d ago |
| idamesh io.github.jordanro2/idamesh MCP server for IDA Pro: decompiler, disassembler, and analysis tools for MCP clients. | 1.0.0 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| vectorise io.github.jonathanweerakkody/vectorise Vectorize images to SVG and export to PDF, EPS, DXF, PNG, JPG, or WEBP via Vectorise.Me. | 0.2.0 | REMOTELOCAL | npm | 16d ago | 1d ago |
| Apple Maps io.github.jonathanrreed/apple-maps-mcp Search places, estimate routes, and build Apple Maps links on macOS. | 1.1.0 | REMOTELOCAL | mcpb, pypi | 16d ago | 1d ago |
| Apple Files io.github.jonathanrreed/apple-files-mcp Inspect and manage local files and folders inside allowed roots on macOS. | 1.1.0 | REMOTELOCAL | mcpb, pypi | 16d ago | 1d ago |
| Apple Contacts io.github.jonathanrreed/apple-contacts-mcp Inspect and search Apple Contacts on macOS, and resolve a contact into a message-ready recipient. | 1.1.0 | REMOTELOCAL | mcpb, pypi | 16d ago | 1d ago |
| Apple Calendar io.github.jonathanrreed/apple-calendar-mcp List, create, update, and delete events in Apple Calendar on macOS. | 1.1.0 | REMOTELOCAL | mcpb, pypi | 16d ago | 1d ago |
| labmate-mcp io.github.jonasrackl/labmate-mcp 81 chemistry tools — literature, calculations, retrosynthesis | 7.3.1 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| yocoolab io.github.jonahbkerr/yocoolab Pin visual feedback on any live web page and send it to Claude Code, Cursor or your AI agent. | 3.0.0 | REMOTELOCAL | npm | 16d ago | 1d ago |
| cpfs-mcp io.github.jonahalexanian/cpfs-mcp CPFS Runner as an MCP server — deterministic AI coding guardrails via a compiled WASM core. | 1.1.31 | REMOTELOCAL | npm | 16d ago | 1d ago |
| AccuWeather MCP io.github.jonjam/accuweather-mcp MCP server providing weather tools with data sourced from AccuWeather. | 1.4.11 | REMOTELOCAL | oci | 16d ago | 1d ago |
| fusion-mcp io.github.jolymmiles/fusion-mcp Local Fusion MCP: panel->judge->synthesis on the Claude CLI subscription, no OpenRouter. | 0.1.0 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Vocabit io.github.johnbilousov/vocabit-mcp Create flashcard sets in the Vocabit app and read back how the learner actually did. | 0.1.3 | REMOTELOCAL | npm | 16d ago | 1d ago |
| McpHub io.github.john0king/mcphub MCP bridge that folds multiple MCP servers' capabilities into a few fixed tools for AI tools. | 0.0.1.1 | REMOTELOCAL | nuget | 16d ago | 1d ago |
| Is It AI MCP io.github.johannsenlum/is-it-ai-mcp MCP server that reads C2PA Content Credentials: what an image declares about its own origin | 0.1.0 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Canvas API MCP io.github.johannsenlum/canvas-api-mcp MCP server exposing the Canvas LMS REST API (1,116 endpoints) for AI assistants | 1.1.0 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| ASTGL Knowledge io.github.jmeg8r/astgl-knowledge Search and cite ASTGL articles about MCP servers, local AI, and AI automation. | 1.3.1 | REMOTELOCAL | npm | 16d ago | 1d ago |
| Trello MCP Server io.github.jimdrews/fastmcp-trello Manage Trello boards, lists, and cards from any MCP-compatible AI assistant | 0.5.0 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| HEIC To JPG io.github.jim-panse/heic-to-jpg Local MCP server that converts HEIC images to non-overwriting JPEG files on macOS. | 1.0.3 | REMOTELOCAL | npm | 4d ago | 1d ago |
| eurodns-mcp io.github.jigsawfr/eurodns-mcp Model Context Protocol server for the EuroDNS User API — domains, DNS zones, subscriptions and SSL. | 0.11.0 | REMOTELOCAL | npm | 16d ago | 1d ago |
| codebase-context-mcp io.github.jhackman2019/codebase-context-mcp Codebase indexing and search via WASM tree-sitter. Works on ARM64 and x86_64. | 1.0.1 | REMOTELOCAL | npm | 16d ago | 1d ago |
| Finance Toolkit io.github.jerbouma/financetoolkit 200+ transparent financial metrics calculated from raw statements, not third-party endpoints. | 2.1.2 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| macOS-MCP io.github.jeomon/macos-mcp MCP server for macOS desktop automation via the Accessibility API. | 0.3.6 | REMOTELOCAL | pypi | 16d ago | 1d ago |
| Switchboard io.github.jemplayer82/mcp-switchboard Self-hosted MCP message bus: agents DM each other, broadcast to channels, and track presence. | 1.4.0 | REMOTELOCAL | oci | 16d ago | 1d ago |