# Tools

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Resources for DevOps / SRE or ML / AI or Data analysis or Video / Media: 653 items.

> - DevOps / SRE: Deployment, monitoring, cloud resources and reliability.
> - ML / AI: Model training, evaluation and LLM application development.
> - Data analysis: Querying, statistical analysis, reporting and visualization.
> - Video / Media: Video editing, image and audio generation, music production, podcasts and short videos.

- [Mapbox MCP Server](https://hebbmind.com/ja/mcp/mapbox-mcp-server.md): [MCP] Mapbox's official MCP: geocoding, POI search, driving, walking and cycling directions, travel-time matrices, multi-stop route optimization, isochrones and map rendering, plus offline distance and area calculations. Needs a Mapbox access token; an official hosted endpoint is available.
- [Apache Doris MCP Server](https://hebbmind.com/ja/mcp/doris-mcp-server.md): [MCP] Apache Doris's official MCP: gives agents read-only access to explore table metadata, run and explain SQL, diagnose slow queries, and check cluster status, load jobs and data governance info. Needs Python 3.12+ and Doris 2.0 or later.
- [Photoshop MCP Server](https://hebbmind.com/ja/mcp/photoshop-python-api-mcp-server.md): [MCP] Uses Photoshop's COM interface so agents can create, open and save documents, add text and solid color layers, read the layer structure and run JSX scripts, handy for batch social graphics through chat. Windows only; needs Photoshop, Python 3.10+ and uv.
- [Railway](https://hebbmind.com/ja/plugin/railway.md): [Plugin] Railway's official plugin, bundling the use-railway skill and hosted Railway MCP so agents can create projects, deploy services, set environment variables and databases, and check logs and metrics to debug deployments. Needs a Railway account.
- [ImageSorcery MCP](https://hebbmind.com/ja/mcp/imagesorcery-mcp.md): [MCP] Local image processing MCP: crop, resize, rotate, add text and watermarks, blur, remove backgrounds, detect objects and extract text with OCR, with no images uploaded anywhere; handy for photos, scans and course visuals. Needs Python 3.10 and pipx; first install downloads detection models.
- [QuantConnect Lean CLI](https://hebbmind.com/ja/cli/lean-cli.md): [CLI] QuantConnect's official CLI drives the open-source LEAN engine locally or in the cloud to download data, backtest and optimize quant strategies and deploy them live. Requires a paid-tier QuantConnect organization; strategies in Python or C#; local runs need Docker. Get expert review.
- [Vercel Plugin](https://hebbmind.com/ja/plugin/vercel-plugin.md): [Plugin] Vercel's official plugin: a knowledge graph of the Vercel ecosystem, dozens of skills, expert subagents for deployment and performance, and commands for deploys, env vars and project status, covering Next.js, the AI SDK, storage and CI/CD. Needs Node.js 18+ and Bun; telemetry is opt-out.
- [Comfy MCP](https://hebbmind.com/ja/mcp/comfy-mcp.md): [MCP] ComfyUI's official MCP: lets agents drive local ComfyUI image and video workflows, list installed nodes, models and templates, submit jobs and fetch results, and start or stop ComfyUI. Needs a machine that can run ComfyUI (usually a GPU) and comfy-cli; partner models consume Comfy credits.
- [Adobe for Creativity](https://hebbmind.com/ja/plugin/adobe-for-creativity.md): [Plugin] Adobe's official plugin that reaches Creative Cloud through a remote MCP: batch photo edits, template-based posters and social graphics, resizing for each platform, highlight clips, and bulk PDFs via InDesign data merge. Adobe says it works only in the Claude desktop app; needs an Adobe account.
- [Hugging Face MCP Server](https://hebbmind.com/ja/mcp/hf-mcp-server.md): [MCP] Hugging Face's official MCP server: lets agents search models, datasets and Spaces on the Hub and call thousands of Gradio AI apps directly. Hosted remotely; sign in with your Hugging Face account or authorize with a token.
- [HoudiniMCP](https://hebbmind.com/ja/mcp/houdini-mcp.md): [MCP] Lets Claude control SideFX Houdini: create and modify nodes in natural language and run Python code to build procedural models and effects scenes, for 3D and VFX artists. Needs Houdini, the plugin placed manually and the bridge script run with uv.
- [Lokka](https://hebbmind.com/ja/mcp/lokka.md): [MCP] Query and manage Microsoft 365 and Azure tenants in natural language via Microsoft Graph: create users and security groups, check devices and Conditional Access policies and view cloud costs. Needs a work account with the right permissions; changes apply immediately.
- [ServiceNow MCP Server](https://hebbmind.com/ja/mcp/servicenow-mcp.md): [MCP] Lets agents create, update and resolve incidents in ServiceNow, manage the service catalog, change requests and knowledge articles, and load only the tools each role needs. Needs a ServiceNow account and Python 3.11+ (from source); community-maintained, last updated Oct 2025.
- [Grafana Skills](https://hebbmind.com/ja/skill/grafana-skills.md): [Skill] Grafana Labs' official skills: dashboards and alerting, PromQL, Loki, Tempo, Mimir and Pyroscope queries, Prometheus cardinality troubleshooting, Grafana Cloud management and cost optimization, k6 load testing and plugin development. Some skills need Grafana Cloud.
- [MaxMSP-MCP Server](https://hebbmind.com/ja/mcp/maxmsp-mcp-server.md): [MCP] Lets agents understand, explain and generate Max/MSP patches: look up official object docs, explain existing patches, and create and connect objects, for sound design and interactive music teaching. Needs Max 9+, Python, uv and npm; install from source and open the companion patch in Max.
- [Alibaba Cloud Skills](https://hebbmind.com/ja/skill/alibabacloud-aiops-skills.md): [Skill] Alibaba Cloud's official agent skills: ECS diagnosis and DR, RDS/PolarDB database checks, PAI training and EAS deployment, ACK clusters, RAM permissions, OSS and network troubleshooting, and Model Studio. Needs an AccessKey or aliyun CLI credentials.
- [Ableton MCP Extended](https://hebbmind.com/ja/mcp/ableton-mcp-extended.md): [MCP] Control Ableton Live in natural language: create tracks, write MIDI notes, load instruments and effects, and adjust device parameters and scenes; add the ElevenLabs MCP (API key needed) to generate vocals. Needs Live 11+, Python 3.10+ and the Remote Script, installed from source.
- [fal.ai Skills](https://hebbmind.com/ja/skill/fal-ai-community-skills.md): [Skill] Official fal.ai skills: agents use the genmedia CLI to call fal's 1,000+ models for text-to-image, image-to-video, voiceover, product shots and ad creatives, and storyboard shorts, with prompting guides per model. Needs a fal.ai account and API key (pay as you go) and the genmedia CLI.
- [On-Call Kit](https://hebbmind.com/ja/skill/anthropics-skills.md): [Skill] Puts Claude in your incident channel: builds triage runbooks from past incidents, investigates alerts read-only and gives an evidence-backed first diagnosis while humans decide fixes, plus handoffs and status reports. Anthropic reference code, no longer maintained; needs Claude Team or Enterprise.
- [Firecrawl Plugin for Claude Code](https://hebbmind.com/ja/plugin/firecrawl-claude-plugin.md): [Plugin] Firecrawl's official plugin: brings the Firecrawl CLI in as skills so Claude Code can search the web, scrape pages to Markdown, map site links or crawl whole sites. Install firecrawl-cli and set an API key first; self-hosting supported.
- [live-coding-music-mcp](https://hebbmind.com/ja/mcp/live-coding-music-mcp.md): [MCP] Lets Claude drive Strudel.cc for live-coded music: generate and play drums, bass and melodies, with music theory helpers, audio analysis and MIDI import/export. Needs Node.js 22 and Playwright browsers; optional AI accompaniment needs a Gemini key or a signed-in Claude/Codex CLI. Unofficial.
- [Comfy Cloud](https://hebbmind.com/ja/plugin/claude-code.md): [Plugin] Official ComfyUI plugin for Claude Code: installs the hosted Comfy Cloud MCP plus slash commands to generate or edit images, video, audio and 3D models, remove backgrounds and upscale. Needs a Comfy account; model search is free, generation needs a Comfy Cloud subscription after 5 free runs.
- [Comfy Skills (comfy-cloud plugin)](https://hebbmind.com/ja/plugin/comfy-skills.md): [Plugin] Official ComfyUI plugin that connects the hosted Comfy Cloud MCP: slash commands to generate images, video, audio and 3D, remove backgrounds, upscale, and search models, nodes and workflow templates. Needs a Comfy account and sign-in via /mcp; 5 free runs, then a paid plan.
- [MCP Server for Google Tag Manager](https://hebbmind.com/ja/mcp/google-tag-manager-mcp-server.md): [MCP] Stape's Google Tag Manager MCP: lets agents view, create and edit tags, triggers and variables in GTM containers, for tracking and conversion setup. Hosted version (routes data via Stape's servers) needs just Google sign-in on first use; or run locally with a service account key.
- [MinerU Open MCP](https://hebbmind.com/ja/mcp/opendatalab-mcp.md): [MCP] MinerU's official MCP: parses PDF, Word, PowerPoint and images into Markdown via the mineru.net cloud API, keeping tables and formulas. The keyless Flash mode works out of the box; add a token for higher quotas and more formats.
- [Opik MCP Server](https://hebbmind.com/ja/mcp/opik-mcp.md): [MCP] Comet's official Opik MCP: query traces and spans of LLM apps in chat, log scores and comments, and manage datasets, experiments and prompt versions. Works with Opik Cloud (API key or browser sign-in) and self-hosted open-source Opik.
- [Alpha Vantage MCP Server](https://hebbmind.com/ja/mcp/alpha-vantage-mcp.md): [MCP] Official Alpha Vantage MCP: exposes its API as tools for stock and options quotes, fundamentals, news sentiment, forex, crypto, commodities, economic indicators and dozens of technical indicators. Needs a free API key; a remote OAuth server is also available.
- [Letterboxd Diary](https://hebbmind.com/ja/skill/letterboxd-diary.md): [Skill] Fetches recently watched films from a Letterboxd member's public diary RSS feed and renders them as a compact Markdown list, with filters by date or count and ratings. Asks for the username on first run and saves it to an env var or memory file if you agree.
- [iFlytek Video Translate](https://hebbmind.com/ja/skill/iflytek-video-translate.md): [Skill] Official iFlytek skill (beta): translates and AI-dubs videos between Chinese, English, Japanese, Korean, Russian, French, Spanish, Arabic and Cantonese, tracks jobs, fetches subtitles and video. Needs iFlytek API keys and Python 3; input must be an online MP4 (Alibaba OSS per docs), up to 5 min.
- [Yahoo Finance MCP Server (yfmcp)](https://hebbmind.com/ja/mcp/yfinance-mcp.md): [MCP] Pulls Yahoo Finance data for free via yfinance: company profiles, financials, analyst estimates, news, option chains, fund holdings and sector rankings, plus candlestick charts. No API key, just uv. Data may be delayed; have investment conclusions reviewed by a professional.
- [mcptools](https://hebbmind.com/ja/mcp/mcptools.md): [MCP] Posit's official R package connecting R to Claude Code and other agents: register your own R functions as tools and run them in your open R session, using its data. Out of the box it only switches sessions; add the btw package for docs lookup and data inspection tools. Requires R.
- [GIS MCP Server](https://hebbmind.com/ja/mcp/gis-mcp.md): [MCP] Wraps Shapely, GeoPandas, PyProj, Rasterio, PySAL and other GIS libraries so agents can run geometry and overlay analysis, reproject coordinates, process rasters (e.g. NDVI), do spatial statistics and make maps, and fetch boundaries, land cover and satellite imagery. Needs Python 3.10+ and uv.
- [REAPER MCP Server](https://hebbmind.com/ja/mcp/reaper-mcp.md): [MCP] Lets agents drive REAPER from arrangement through mixing to mastering: create tracks and buses, write MIDI, load effects, automate, render stems, and analyze loudness, spectrum and clipping. Needs REAPER running, Python 3.10+, and a script run inside REAPER to enable the reapy remote API. Alpha.
- [Alibaba Cloud Observability MCP Server](https://hebbmind.com/ja/mcp/alibabacloud-observability-mcp-server.md): [MCP] Official Alibaba Cloud MCP: query logs, metrics and traces from SLS, CloudMonitor and ARMS, with time-series comparison and natural-language-to-SQL. Needs an AccessKey; some AI tools are billed per call. The install uses the Python version (main branch is now a Go binary).
- [HeyGen CLI](https://hebbmind.com/ja/cli/heygen-cli.md): [CLI] HeyGen's official CLI, built for agents like Claude Code and Codex: generate avatar presenter videos from a prompt or template, translate and dub videos, and synthesize speech, with JSON output. Good for batch training and product videos. Needs a HeyGen API key (usage-billed) or a Pro/Max plan.
- [GEMBA](https://hebbmind.com/ja/cli/gemba.md): [CLI] Microsoft Translator's translation quality tool: GPT scores each sentence using MQM error categories or a direct score; --list_mqm_errors shows error types and severity. Needs line-aligned source and target files, Python and an OpenAI or Azure OpenAI key (paid); a translator should still review.
- [Financial Modeling Prep MCP Server](https://hebbmind.com/ja/mcp/financial-modeling-prep-mcp-server.md): [MCP] Gives agents 250+ Financial Modeling Prep endpoints: financials, valuation and technical indicators, insider and congressional trades, SEC filings and earnings calendars. Needs an FMP API key (free tier); connect to the author's hosted URL or run locally on Node.js 25.3+. Results need expert review.
- [VideoDB Skills](https://hebbmind.com/ja/skill/video-db-skills.md): [Skill] Official VideoDB skills: agents ingest video from local files, URLs, YouTube or live streams, then transcribe, index, search clips by content, generate subtitles, edit and dub, returning playable links. Needs Python 3.9+ and a VideoDB API key (free credits on sign-up).
- [Alibaba Cloud Ops MCP Server](https://hebbmind.com/ja/mcp/alibaba-cloud-ops.md): [MCP] Alibaba Cloud's official ops MCP: manage ECS, RDS, OSS, VPC and other resources in plain language, view CloudMonitor metrics, and analyze a project and deploy it to ECS. Needs an Alibaba Cloud AccessKey and uv.
- [BFL Skills](https://hebbmind.com/ja/skill/black-forest-labs-skills.md): [Skill] Official Black Forest Labs skills: teach agents to write strong FLUX image prompts (typography, exact color values, multi-reference editing) and call the BFL API to generate images, FLUX 3 short videos with sound, and product ads. Prompting needs no API; generation needs a BFL API key.
- [Microsoft Clarity MCP Server](https://hebbmind.com/ja/mcp/clarity-mcp-server.md): [MCP] Microsoft's official MCP: query Clarity traffic, behavior metrics and session recordings in plain language, filtered by device, browser, country and more, to dig into landing page conversion. Needs Clarity installed on your site, a data export API token and Node.js.
- [TencentCloud CLI (TCCLI)](https://hebbmind.com/ja/cli/tencentcloud-cli.md): [CLI] Tencent Cloud's official CLI: call any Tencent Cloud API by product and action name to manage resources (e.g. tccli cvm DescribeZones), with multiple profiles, role credentials and JSON or table output for scripting. Needs a SecretId and SecretKey.
- [BibiGPT Skill](https://hebbmind.com/ja/skill/bibigpt-skill.md): [Skill] Official BibiGPT skill: hand agents YouTube, Bilibili, podcast or local audio and video to get summaries, timestamped transcripts, chapter notes and mind maps. Needs a BibiGPT account (free tier has daily limits) plus its desktop app (with the bibi CLI) or an API key.
- [FRED MCP Server](https://hebbmind.com/ja/mcp/fred-mcp-server.md): [MCP] Connects to the St. Louis Fed's FRED database: search and pull 800,000+ macroeconomic time series (GDP, unemployment, inflation, interest rates) with built-in year-over-year and period-over-period changes. For macro research, investing and teaching. Needs a free FRED API key and Node.js.
- [flstudio-mcp](https://hebbmind.com/ja/mcp/flstudio-mcp.md): [MCP] Lets Claude diagnose mixes and compose in FL Studio: finds clipping and level imbalances and fixes them after you confirm, tweaks EQ, compression and reverb, writes melodies in a key and exports MIDI, with rollback. Needs FL Studio 2025+, Python 3.10+, two virtual MIDI ports; install from source.
- [Alibaba Cloud ACK MCP Server](https://hebbmind.com/ja/mcp/alibabacloud-ack-mcp-server.md): [MCP] Lets agents inspect Alibaba Cloud ACK clusters, run kubectl operations, query Prometheus metrics, control-plane and audit logs, and run resource diagnostics and health checks. Maintained by Alibaba Cloud; needs an AccessKey and cluster RBAC permissions.
- [MCP Server Plugin for Jenkins](https://hebbmind.com/ja/mcp/mcp-server-plugin.md): [MCP] Jenkins plugin that turns Jenkins itself into an MCP server: agents can list jobs, trigger and rerun builds, page through and search build logs, and view test results and SCM info. Hosted in the official jenkinsci organization; authenticates with a Jenkins API token over Basic auth.
- [ReaperMCP](https://hebbmind.com/ja/mcp/xdarkzx-reaper-mcp.md): [MCP] Hands REAPER to agents for full music production: composition and MIDI editing, vocal slicing, automatic mixing and mastering in 35 styles, and loudness and silence QC, all running locally with no project upload. Needs REAPER 7+, Python 3.10+, and the repo's Lua script loaded in REAPER.
- [Neon Postgres](https://hebbmind.com/ja/plugin/neon-postgres.md): [Plugin] Neon's official plugin combining the Neon MCP and skills to manage serverless Postgres: projects and branches, object storage, Functions and the AI Gateway. Signs in to Neon via OAuth the first time you use the MCP.
- [Google Ads API Developer Assistant](https://hebbmind.com/ja/plugin/google-ads-api-developer-assistant.md): [Plugin] Official Google Ads API assistant: ask in plain language, generate and validate GAQL queries, run them to export account data to CSV, and debug offline conversion uploads. Account-changing code is generated, not run. Needs a developer token, credentials file and Python 3.10+.

Next page: https://hebbmind.com/ja/tools.md?page=13&profession=devops%2Calgorithm%2Cdata%2Cmedia
