Tous les guides de serveurs MCP

Forces Claude to use disk-based markdown files as persistent memory — task_plan.md, findings.md, progress.md — instead of losing state in context resets.

133 domain-expert skills covering bioinformatics, drug discovery, clinical data, ML, and scientific writing — Claude becomes a credible research collaborator.

A curated directory of 1000+ hand-picked agent skills for Claude Code, Codex, Gemini CLI, Cursor, and more.

Turns docs sites, GitHub repos, PDFs, and videos into ready-to-use SKILL.md bundles — a factory for making new Claude skills.

Curated directory of Claude Skills — specialized instruction sets that teach Claude repeatable tasks with progressive loading.

235+ production-ready skills across engineering, product, marketing, compliance, and C-level advisory — a full-stack team in one clone.

66 full-stack developer skills across 12 categories — auto-loads the right reference when you ask about NestJS JWT, React hooks, or Postgres indexes.

87 ML-research skills covering training, fine-tuning, distributed systems, inference, and paper writing — Claude becomes a credible ML infra collaborator.

A meta-skill that turns vague requests into tight, effective prompts for Claude, ChatGPT, Midjourney, Cursor, and 30+ other AI tools.

Turns Claude Code into a full SEO agency — 19 sub-skills, 12 subagents, /seo commands for audits, schema, GEO, local, and Google API integration.

47 battle-tested PM skills covering PRDs, discovery, prioritization, roadmaps, positioning, and exec coaching — turns Claude into a credible PM partner.

Zero-config frontend deploys to IPFS via one CLI command — Claude runs `pinme upload dist` and hands back a preview URL.

A discovery hub and marketplace for Claude Code plugins, agents, commands, hooks, and skills — 20k+ community extensions.

Runs 250+ paid-ads audit checks across Google, Meta, YouTube, LinkedIn, TikTok, Microsoft, and Apple — with scoring, creative review, and PDF reports.

Claude writes and runs custom Playwright scripts on-demand — headed browser, real output — no pre-baked test library to memorize.

6 skills encoding 150+ Lighthouse audits and Core Web Vitals patterns — Claude diagnoses and fixes LCP, INP, CLS, and accessibility issues.

Maintained by Anton Babenko — Terraform and OpenTofu patterns from terraform-best-practices.com and terraform-aws-modules, with when-and-why decision frameworks.

A super-skill that routes between 340+ governed sub-skills with a clarify→plan→execute→verify workflow and cross-session memory.

Grep-style search over 10k+ curated Gemini/Nano Banana image prompts — Claude recommends 3 matches with samples and copy-paste-ready text.

Write WeChat Official Account articles in Markdown — Claude converts styling, uploads images, and drops the draft into your WeChat backend.

A curated catalog of LLM agent skills — part directory, part implementation library — covering docs, dev, data, marketing, security, and more.

18 AWS service skills — IAM, Lambda, DynamoDB, S3, ECS, EKS, CloudFormation, Bedrock, and more — with CLI refs and battle-tested patterns.

20 skills across Research → Build → Optimize → Monitor phases, with explicit SEO-vs-GEO split and skill-to-skill handoff contracts.

22 optimized scripts wrapping xcodebuild + iOS simulator — Claude builds, runs, and interacts with apps via accessibility APIs, not pixel coords.

Full-stack Claude Code skills for Cloudflare, React, Tailwind v4, and AI integrations — opinionated and current.

Two skills — tutor-setup turns PDFs/docs/codebases into an Obsidian study vault; tutor then quizzes you with progress tracking and spaced review.

Meta-skill toolkit: interactive builders that generate production-ready Claude Skills, agents, slash commands, and hooks for you.

48 book-derived agent skills — Clean Code, DDIA, JTBD, Hooked, Made to Stick — turning canonical texts into actionable pair-programming and thinking partners.

Phase-based skill router + creator — triages each request, analyzes via 11 thinking lenses, generates XML specs, and runs multi-agent approval before shipping.

Engineering workflow plugins with an Execution Runtime that cuts bulk-op tokens 90-99% — Git automation, testing, code review, visual docs.

33 learning skills from K-12 through career — turns Claude into a tutor that uses spaced repetition, active recall, and Socratic dialogue instead of just answering.

A 22-skill blog ecosystem with /blog slash commands — 4 agent personas (Researcher, Writer, SEO, Reviewer) and dual Google + AI-citation optimization.

Claude Code skill that auto-inserts contextual illustrations into articles and covers — Gemini, Excalidraw, and Mermaid combined.

Library of go-to-market skills for Claude Code, Codex, and Cursor — ICP drafting, outbound, competitive intel, messaging tests.

12 Convex-specific skills covering functions, schema, realtime, cron, HTTP actions, file storage, agents, security audits, and migrations.

LLM-first SEO with 16 sub-skills, 10 specialist agents, 33 evidence-collector scripts — works in Antigravity, Codex, and Claude Code.

Drop a CSV, get summary stats, missing-data flags, and quick charts — without writing pandas.

App Store Optimization automation with 4 sub-agents — real iTunes API data, character-validated metadata for Apple and Google, 47-item launch checklist.

9 compliance frameworks as Claude skills — ISO 27001, SOC 2, FedRAMP, GDPR, HIPAA, NIST CSF, PCI DSS, TSA, ISO 42001. 94% eval pass vs 72% baseline.

Posit's curated Claude Skills collection — R, data-science, Quarto, and workflow skills from the people behind RStudio and Shiny.

A curated directory of 50+ verified Claude Skills plus a tutorial on building your own — both catalog and on-ramp.

Security-audited Claude Skills marketplace — one-click install, quality-verified, less risk than scraping community repos.

AI image generation skill for Claude Code — a creative director powered by Gemini that prompts the model so you don't have to.

Claude agent skills for AWS — shell-first workflows covering common services, with sensible defaults and least-privilege IAM.

Marketing frameworks that AI actually executes — positioning, campaign planning, content ops — for Claude Code and similar agents.

AI skills for startup validation, competitive intel, and planning — the solo-founder's strategy co-pilot in Claude Code.

Claude Code skill that methodically upgrades Rails — from audit through deprecation fixes to bundle update — without breaking everything.

General-purpose agent skill collection for AI coding assistants — a sampler set covering everyday dev tasks.

Chinese Buddhist Master persona skill grounded in FoJin (佛经) scripture — faithful teaching voice, not generic spirituality.

Claude Code skill teaching Playwright best practices — locators, network stubbing, trace viewer, parallelism — from the TestDino team.

AI contract review with CUAD-based risk detection, market benchmarks, and lawyer-ready redlines — not a replacement for counsel, but a fast first pass.

108 SEO audit rules across 12 categories — Core Web Vitals, security headers, structured data, accessibility — run from Claude Code.

一个 Claude Code Skill：每天自动抓取、分析、分类 AI 前沿资讯，产出可读的日报。

Hub unifié de skills pour la blockchain aelf — découverte, routage, bootstrap et vérifications de santé sur Claude Code, Cursor, Codex et OpenClaw.

NotebookLM researches with citations, Claude writes the content — a four-phase Collect → Research → Generate → Publish workflow.

Teaches Claude Code to build modern Android apps the Google way — Clean Architecture, Compose, Hilt, Room, Flow, offline-first, multi-module by feature.

Skills that make AI coding assistants write production-grade ROS1/ROS2 code — SOLID principles, design patterns, and real tests.

150+ specialized skills for software dev — frontend, backend, automation, UI/UX, SEO, DevOps — each a focused, ready-to-use capability.

A pragmatic, self-deprecatingly named collection of everyday Claude Skills — the boring-but-useful helpers you actually reach for.

Codebase intelligence skills — build a persistent .nexus-map/ knowledge base and query file structure, dependencies, and change impact.

Make Claude a senior WordPress engineer — security, performance, Gutenberg blocks, theme and plugin discipline.

Excluded from FreeMCPLab — anti-detection / ToS-violating tooling.

Free Google AI Mode search with citations, driven by Claude — persistent browser profile, query optimization, token-efficient.

Claude Code skills for journalism and academia — verification, FOIA drafting, data journalism, and academic writing patterns.

Teach Claude the Symfony UX stack — Live Component, Twig Component, Turbo, Stimulus — so it writes idiomatic full-stack Symfony code.

Manage your Claude Agent Skills declaratively with Nix — reproducible skill sets across machines.

OWASP best practices baked into Claude Code — Top 10:2025, ASVS 5.0, Agentic AI security, plus 20+ language-specific quirks.

Universal CLI for agent skills — browse 40,000+ skills from SkillsMP and sync to Cursor, Claude Code, Copilot, Codex, and Antigravity.

Community workflows for Antigravity AI — reusable prompts and automations shaped like Claude Skills.

Spring Boot skills for AI coding agents — idiomatic Boot 3.x, Testcontainers, Jakarta EE patterns.

An Agent Skill that teaches Claude how to build Obsidian plugins — Plugin API, manifest.json, release flow.

GA4 + GTM event tracking automated — site analysis, event schema, GTM sync, preview verification, and publishing from your agent.

Un index organisé de Claude/Agent Skills venant du web — pensez awesome-list, mais navigable sous forme de site MDX.

Publishes Markdown or HTML articles to your WeChat Official Account as drafts via a third-party relay API — no browser automation.

AAHL skill pack — Home Assistant control, TTS (Edge / GLM), DuckDuckGo search, weather, crypto, Lark/Feishu, movie search, price compare.

Formats Chinese .docx files to Chinese government / academic / legal standards — fixes indentation, punctuation, fonts, numbering with python-docx.

Production-ready Claude Code skills for Cloudflare, React, Tailwind v4, and AI integrations — the modern full-stack bundle.

Terraform skill that actually follows HashiCorp best practices — eliminates LLM hallucinations with grounded, modular IaC.

Expo + React Native skill for Claude Code — scaffolds screens, wires navigation, and respects the Expo way instead of reinventing it.

Design screens that actually follow Apple's Human Interface Guidelines — Claude checks your layout, typography, and interactions against HIG.

Turn vague prompts into structured, expert-level prompts using 7 research-backed frameworks — CO-STAR, RISEN, RISE, TIDD-EC, RTF, CoT, CoD.

E-commerce skills for Amazon, Shopify, Etsy, TikTok Shop — product research, marketing automation, supply chain, and analytics.

197 bioinformatics and life-science skills — RNA-seq, single-cell, drug discovery, proteomics — 92% on BixBench. Powers OmicsHorizon.

Amazon seller skills — keyword research, competitor analysis, listing audit — built for Claude Code, Cursor, Windsurf, and Codex.

A human + AI music-production workflow for Suno — skills, prompt templates, and helpers that keep you in creative control.

221 construction-industry skills for Claude Code — BIM analysis, cost estimation, scheduling, and document control in one bundle.

An options-trading advisor skill — Claude structures thesis, checks Greeks, and surfaces risk before you hit send.

Teach Claude to design McKinsey-style PowerPoints: 70 consultancy layout patterns, flat design discipline, built on python-pptx.

245-skill mega-bundle for Claude Code, Codex, Cursor, and 8 other coding agents — 653 Python tools, 32 agents, 26 slash commands in one repo.

A public marketplace of Solana-related skills from Sendai — teach Claude on-chain Solana development patterns.

Evaluate Agent Skill quality — find the weakest link, fix it, and prove the fix worked with before/after metrics.

A Claude skill that teaches the agent how to manage Linear issues, projects, and cycles through the Linear MCP and SDK.

9 Claude Code skills for analytics engineering: 7 dbt workflows + 2 Snowflake query optimizers. 53% pass on real dbt tasks, 84% on Snowflake tuning.

Agent skill for the Narrator AI video-narration CLI — Claude drives end-to-end narration runs from the command line.

Make Claude an Android Compose dev — idiomatic @Composable, state hoisting, Material 3, proper previews.

180+ task-oriented Claude Code skills across 8 packs covering the full software engineering lifecycle — bug fixing, testing, DevOps, formal verification, security.

Defensive CTI + OSINT analysis skill for Claude Code — 67+ commands and 35 techniques, no API keys required.

175 marketing skills for AI agents encoding real frameworks — Dunford on positioning, Schwartz on copy, Cialdini on persuasion, Ogilvy on ads.

Claude skills pack for DSPy — program language models, optimize prompts, build RAG pipelines systematically.

Claude Code skill that walks you through claiming the aelf AI bounty on tDVV via RewardClaimContract — supports both EOA and Portkey CA wallets.

Claude Code plugin for frontend UIs that don't look like every other ChatGPT-generated page — escape the purple-gradient-and-rounded-corners aesthetic.

Claude as creative director: 20+ ideation methodologies, Cannes-calibrated scoring, recursive refinement from brief to deck.

6 CLI tool skills for AI coders — Grok search, Exa semantic search, sequential thinking, time utilities, Serena code nav, ace-tool prompt enhancement.

Create, run, rate, and iterate your Claude Skills — Dan Abramov's skill-workshop skill, a meta-loop for getting skills actually good.

A skills pack that audits, re-engineers, and bootstraps projects following AI-first design principles.

Official MathWorks Agent Skills for MATLAB — makes Claude actually write idiomatic MATLAB instead of generic numeric code.

Connects Claude to your personal health records via SMART on FHIR — ask questions about your labs, meds, and visits without exporting anything.

npm for Claude Code skills — install, pin, lockfile, sync across Claude Code / Cursor / Windsurf / Continue, with checksum verification and collections.

AY Automate's 10-skill bundle — React/Tailwind artifacts, MCP client, Remotion video, Excalidraw, Claude SEO, NotebookLM, and more.

Delegates code execution to Codex CLI while Claude orchestrates — adversarial plan review and iterative refinement between two AI models.

15+ InfraNodus-backed skills for thinking: critical perspective, ontology building, perspective reversal, cognitive variability, SEO gap analysis, Vipassana-for-LLMs.

Format markdown articles for 微信公众号 publishing — turn a draft into properly-styled WeChat-ready HTML with one prompt.

14 design principles plus auto-review for building web UIs that AI agents can navigate reliably — semantic HTML, stable test IDs, no hidden interactions.

Teaches Claude Code how to build CocoIndex data-transformation pipelines — real-time incremental processing for vector DBs and knowledge graphs.

B2B vendor evaluation skill — domain-expert questions, evidence-based scoring, and structured vendor interviews.

Paste your paper text, get publication-ready LaTeX/TikZ diagrams — Claude picks the right figure type and draws it.

Commercial-grade image generation + editing: 18+ capabilities including object replace, background remove (RMBG-2.0), upscale, restyle, relight, product photography — 37+ agent compatibility.

Capture a person's reasoning style — principles, taste, decision patterns — into an LLM-native Agent Skill you can converse with.

Turn a long podcast or stream into ready-to-post Shorts — Claude picks the highlights, Remotion animates the captions.

Local-first personality distillation engine — analyze your own patterns (forge-self) or preserve a loved one's voice (forge-persona) from chat records and journals.

A tested skill library for ChatGPT — custom instructions, prompt patterns, and workflows you'd otherwise rebuild every time.

Claude becomes your YouTube strategist — channel audits, retention-driven scripts, SEO titles, thumbnail briefs, Shorts ideas.

Audit a single SKILL.md using real session data plus static analysis — tells you exactly what to change.

18 defensive scanners that vet a repo, skill, MCP server, or plugin for prompt injection, secrets, lifecycle hooks, typosquats, and tamper traces before you install.

Rust runtime with TS/Python bindings for Agent Skills — progressive disclosure, sandboxing, and portability beyond Claude.

Observes your Claude sessions for 3+ repeated tool patterns and suggests new skills — combats context rot, session amnesia, and missing workflow memory.

Turns Claude into a Socratic tutor that refuses to give direct answers — guides you through questioning on code, docs, PDFs, configs.

Claude Code skill for ArkTS — OpenHarmony's stricter TypeScript. Covers syntax, TS→ArkTS migration, perf patterns, and compilation errors.

Plan → Build → Review → Evolve → Publish pipeline for creating production-grade Claude Code skills, with a 100-point health score.

The full text of 'The Swift Programming Language' packaged as a Claude skill and regenerated nightly — your language reference, inside the chat.

Turn any text, script, or screenshot into platform-tuned captions for Instagram, TikTok, Threads, Facebook, and YouTube Shorts.

Two skills (jira-communication + jira-syntax) wrapping Jira Server/DC and Cloud APIs via shell — issues, JQL, sprints, worklogs, attachments, no Docker needed.

Shot design prompt library for Seedance 2.0 — structured camera, subject, and motion prompts that get cinematic output out of the model.

Claude Code skill for turning natural-language system descriptions into hand-drawn Excalidraw diagrams — SVG/PNG/editable .excalidraw export.

Official Baidu Maps JSAPI skills — 2D/2.5D (BMapGL), 3D with three.js, and the jsapi-ui-kit for PlaceSearch/PlaceDetail components.

Phased reconnaissance scraper that prefers APIs > sitemaps > HTML, picks the right Apify template (Cheerio vs Playwright), and only escalates anti-detection when signals warrant.

11 SEO skills covering audit, brief, writing, E-E-A-T scoring, semantic gap analysis, featured snippets, and link building — methodology from practicing in-house SEOs.

23 Claude Code skills built by a physician for the full medical research pipeline — literature search, protocol, stats, figures, IMRAD manuscript, reviewer response.

Defensive security skills for Claude Code — threat modeling, config review, dependency audits. For blue teams, not pentesters.

Eight workflow files for compound thinking with Claude — /session, /wrap, /pickup, /heartbeat — treat the AI as a persistent thought partner.

Download open-access PDFs by DOI — pulls from Unpaywall, arXiv, PMC, bioRxiv. Legal, multi-source, built for research workflows.

Preps media libraries for Jellyfin/Plex/Emby — cleans junk, merges scattered episodes, normalizes folder names, verifies completeness against TMDB.

Agent-based ASO framework for Claude Code: a fleet of sub-agents for planning, execution, reports, action items, and executive summaries — slash-command driven.

Open-source image + video generation skill routing Nano Banana 2/Pro, Sora 2, Seedance, Kling, and Veo through the CyberBara API — credit preview before every call.

A Claude Code skill bundle that knows Craft CMS 5 inside out — writes modules, Twig templates, migrations, and GraphQL queries the Craft way.

Full-site SEO + GEO audits with 21 modules, scored 0–100, plus phased plans, JSON-LD schema, redirect configs, and 31 diagnostic Python scripts.

6 cognitive firewalls for AI agents — clarify, research, options, review, trace, mortem — each targeting a named bias: premature closure, hallucination, anchoring, confirmation, black-box reasoning, optimism.

Generate Mermaid diagrams (.mmd) inside Claude Code and render to PNG/SVG/PDF via mmdc — 10+ diagram types, automatic layout.

Multi-agent Claude Code framework: 10 expert sub-agents (Carmack, Fowler, Kent Beck, Troy Hunt...) each review code in parallel with their own 200k context.

/metaskill command that researches your domain, then builds a 4-6 agent team with routing docs, skills, coding standards, and MCP config.

10 specialized agents collaborate on one research question — a multi-agent research dojo where each agent plays a distinct role.

Claude autonomously plans, writes, renders, and refines Manim animations — go from 'explain this concept' to a video file without touching Python.

End-to-end App Store Optimization from Claude Code: metadata + competitor analysis + screenshots + direct App Store Connect submission via JWT.

Enforces hexagonal architecture in Symfony projects — 10 auto-triggered skills plus 2 review agents that stop you from leaking infrastructure into domain.

12 meta-skills for building, testing, documenting, and shipping your own Claude/Codex skills — a full skill development pipeline.

Build a personal project library once; auto-generate tailored resumes, interview pitches, and mock interviews for every role you apply to.

Forces Claude Code through a 5-phase spec-driven workflow — Proposal, Requirements (EARS), Design, Tasks, Implementation — with living docs in .spec-flow/.

Defensive code-review skill: 8 parallel agents for vulns, authz, secrets, supply chain, IaC, threat intel, AI-code patterns, and business-logic flaws — OWASP 2025 + CWE Top 25 + MITRE.

Generates AGENTS.md files following the agents.md convention — tells any coding agent (Claude Code, Cursor, Codex) how your repo works.

JuliaGenAI's skill collection for AI agents writing Julia — starts with DocumenterVitepress.jl, aimed to expand across the Julia ecosystem.

Deterministic thesis workflow — Word→LaTeX migration with auto-citation mapping, Citation Lock, Chinese/English language QA, YAML rule-pack format validation.

Six-step workflow that forces AI coding agents into requirements-first, test-first discipline — Serena + requirements docs + Lad MCP design review + TDD + peer review.

17 Agent Skills tuned for Brazilian law — helps judges, lawyers, and legal researchers draft decisions, petitions, and memos in Portuguese.

Six skills covering Luxembourg's RAWeb (136 web criteria) and RAAM (108 mobile criteria) accessibility standards — both code generation and audit.

Drop a sales CSV in; get a KPI decomposition, ranked findings, and concrete next actions — powered by a Python analysis backend.

Stop vibe-coding. After Claude writes code, this skill makes it walk you through what it wrote — variables, tradeoffs, alternatives — so you learn it.

Claude skill for academic research via Ai2's Asta MCP — Semantic Scholar search, citation traversal, batch paper lookup, snippet extraction.

6 sub-skills for professional email: inbox triage, composition with PAS/AIDA frameworks, quality scoring, deliverability audit (SPF/DKIM/DMARC), automation sequences, 90-day strategy.

Debug LangChain / LangGraph agents from your terminal — fetches LangSmith Studio traces into Claude Code and analyzes failures, latency, tool calls.

Search 9 skill registries at once, score results, and install the winner — a package manager-ish UX for Claude Code skills.

Generate publication-quality academic diagrams — architecture figures, training curves, system schematics — from prompts, PaperBanana-style.

First-party Prismatic.io skills for building code-native integrations and custom connectors — spin up connectors without clicking through the UI.

Turn a decent repo into a star-magnet — READMEs, topics, SEO-friendly descriptions, and repo presentation tuned for discoverability.

AI-powered knowledge mining from online forums — deep crawls with browser automation, visual analysis, and structured reports.

One API key unlocks Slack, HubSpot, Salesforce, Google Workspace, Shopify and more — Maton's managed auth gateway wrapped as a Claude skill.

18 sub-skills to craft cinematic Higgsfield AI prompts using the MCSLA formula, Soul ID, and 10 genre templates — pro video-gen prompting as a skill.

Cogny's 15 free marketing skills for Claude Code — SEO audits, ad copy, GA4/GTM setup, UTM builder, schema, Core Web Vitals, and more.

40+ practical skills for shipping software — React/TS, Cloudflare Workers, Solana/Foundry, Biome, code review, effect-ts, Swift macOS.

Writes blog posts, LinkedIn, newsletters in your brand voice — profile-first enforcement, subagent orchestration, 25+ AI patterns stripped.

Skipped: offensive-security scope (recon, vulnerability scanning, bug bounty) is outside this catalog's safety policy.

Opinionated, curated skill vault for senior full-stack workflows — architectural reviews, TDD cycles, PR management automated.

Four-role design-thinking framework (Strategist, Researcher, Executor, Critic) for Claude Code — works for any domain, not just product design.

Structured marketing research workflows — competitor analysis, customer avatars, positioning, value props, and mental models in one skill.

Analysis skills for Indian equity markets — NSE/BSE stock data, F&O derivatives, institutional flows, market breadth. Not a stock picker.

Validates Claude Code skills against the open agentskills spec — structure, body, naming, semantics, quality patterns — Critical / Warning / Suggestion.

One-command installer bundling Claude SEO, Claude Blog, Skill Forge, and WP MCP Ultimate into a single marketing pack under ~/.claude/packs/.

Dating profile optimizer grounded in 45+ peer-reviewed sources — surfaces authentic specifics rather than inventing a persona.

Claude skill for people/company search, contact enrichment, and email outreach via Lessie's CLI — aggregated from public business data.

Turn any YouTube URL into a queryable Markdown note — YAML frontmatter, chapters, full transcript, Obsidian-ready.

Drop-in Convex backend knowledge — queries, mutations, real-time presence, workflows, auth (Clerk/WorkOS), and AI agent patterns auto-load by context.

Chief-of-Staff skill for Claude Code — separates deciding from building. Challenges assumptions, forces Path A/B/C, gates before implementation.

Turns Claude into a thoughtful wisdom companion — blends Stoicism, Buddhism, IFS, DBT into something warmer than clinical and deeper than platitudes.

19 skills for diagnosing, building, and optimizing Claude Projects — prompt compilation, anti-pattern detection, context budget analysis.

Jike (即刻) social network client for AI agents — QR login, feed browsing, posts, comments, search, and full history export.

Systematic genealogy research via GPS methodology — 80+ databases across 15+ countries, handwriting analysis, Obsidian vault management.

Claude skill that turns URLs, notes, or topics into full blog posts with title, meta, FAQ schema, TOC, and anti-AI-detector style rules.

Live crypto trading signals for AI agents — 17 triggers, 44 algorithms, 3 AI experts with consensus scoring. Free during beta.

Pilotez l'Éditeur Unity depuis Claude — créez des scènes, écrivez des scripts C#, exécutez des tests, inspectez la console, tout depuis le chat.

Permettez à Cursor ou Claude de lire et modifier votre document Figma en direct — renommer les calques en masse, injecter du contenu, créer des composants, le tout via le chat.

Browser MCP controls YOUR actual browser via a Chrome extension — your logged-in sessions, your cookies, real fingerprint, no bot detection.

Générez un rapport de recherche approfondie complet en ~2 minutes en utilisant vos propres clés LLM — un appel d'outil, recherche web multi-étapes dans le serveur.

Convertissez des PDFs, des documents Word, des feuilles de calcul, des présentations, des pages web, des images, de l'audio et des vidéos YouTube en markdown propre depuis le chat.

Un serveur MCP unique pour Gmail, Drive, Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Contacts, Apps Script — avec un chargement d'outils en tiers pour garder le contexte compact.

Desktop app that manages all your MCP servers in one place — toggle tools on/off per workspace, log every call, keep credentials local.

Le débogueur que vous auriez souhaité avoir lors de la création de serveurs MCP — traçage JSON-RPC, évaluations d'outils sur les LLM, conformité OAuth, intégration CI.

Écrans en temps réel, 30+ indicateurs techniques, backtests et sentiment Reddit/actualités pour crypto et actions — aucune clé payante requise.

Donnez à votre agent de codage une carte sémantique persistante du repo — AST + embeddings + memory graph + shadow undo — pour qu'il arrête de relire l'ensemble du codebase.

Neovim plugin that turns your editor into a first-class MCP client — marketplace installs, Avante/CodeCompanion integration, OAuth PKCE.

Un MCP Unity focalisé pour l'édition de scènes, les tests et le travail de préfabriqué — une surface plus simple que les alternatives plus larges.

Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI assistant access to profiles, companies, jobs, and messages.

The most powerful MCP Slack Server with no permission requirements, Apps support, GovSlack, DMs, Group DMs and smart history fetch logic.

41 API légales coréennes (법제처) condensées en 15 outils MCP — statuts, jurisprudence, modifications, traités, interprétations juridiques.

Query 41 Brazilian public APIs (legislative, judicial, fiscal, health, environment) in natural language — 363 tools, most need no API key.

Recherchez la documentation Apple, les transcriptions vidéo WWDC (2014-2025) et les exemples de code via le chat — réponses iOS/macOS/Swift fondées.

Let Claude or GPT drive a ROS-connected robot — publish topics, call services, read sensors — via rosbridge, no code changes.

Use MCP tools from any OpenAI-compatible client — LibreChat, Open WebUI, your custom app — without native MCP support. Middleware that translates.

A Rust-based MCP server whose tools are WebAssembly plugins — sandboxed, signed via OCI, and loaded dynamically at runtime.

A minimalist open-source MCP client web app — bring your own LLM, add MCP servers through a UI, and chat.

Pull Google Search Console data into Claude — 20 tools for search analytics, URL inspection, sitemaps. Perfect for SEO triage and reporting.

Aggregate many MCP servers behind one HTTP endpoint — cut client config from 20 entries to 1, share MCPs across your team.

Let Claude search your Zotero library, read saved PDFs, and cite sources — runs as a local Zotero plugin, nothing leaves your machine.

Private, self-hosted web search for your AI — no API key, no rate-limit drama, no search provider tracking your queries.

TUI client that connects local Ollama models to any MCP server — agent mode, multi-server, human-in-the-loop, all from your terminal.

NestJS module that turns your existing services into an MCP server — DI, guards, and validation you already use, now exposed to AI.

See your coding agent's plan as an interactive flowchart before it writes code — approve, pause, or redirect nodes in a React Flow canvas.

Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.

Cut AI coding token costs by up to 99% — Rust MCP server with 42 tools for cached reads, context compression, and smart file modes.

Turn Claude into a design partner — 1,500+ curated prompts, ComfyUI workflow templates, and image generation via local ComfyUI or cloud providers.

Look up any NixOS package, module option, or Home Manager setting from chat — 130k packages + 23k options, no setup.

Claude reads, analyzes, and modifies Figma designs via a free plugin — no Dev Mode required, works with free Figma accounts.

Run GAQL against your Google Ads account from chat — account listing, campaign + ad performance, custom queries — with OAuth or service-account auth.

Build and run n8n workflows from natural language — 15 tools for create/activate/execute plus audit reports, connected to your self-hosted or cloud n8n.

Turn VS Code's debugger into Claude's debugger — set breakpoints, step through, evaluate expressions in any language VS Code can debug.

Query genes, variants, trials, drugs, and papers from 20+ biomedical databases — ClinVar, PubMed, ClinicalTrials.gov — in one MCP.

Personal stock research with 39+ tools — technicals, screening, backtesting, sentiment — powered by Tiingo, yfinance, and FRED.

Python SDK for building MCP servers where tools appear only when relevant — progressive disclosure, workflow state, and semantic tool search for 100+ tool APIs.

Query Prometheus in natural language — PromQL instant + range queries, target inspection, metric metadata, for AI-assisted SRE.

A 7-plugin suite for Claude Code with 135+ skills and 3 bundled MCPs (hash-verified editing, code graph, remote SSH) — covers the full software lifecycle.

Hook 200 MCP tools into the Pi coding agent for ~200 tokens — one proxy tool lazy-loads servers only when you actually call them.

Point Claude at your EPUB and PDF library — get metadata, TOC, and chapter content in structured form so the model can quote and summarize precisely.

Ops your self-hosted Coolify PaaS through chat — deploy apps, spin up databases, tail logs, rotate env vars — with 38 tools tuned to fit small context windows.

Query Massive.com financial market data — stocks, options, crypto, fundamentals — with natural language endpoint discovery and built-in DataFrame analysis.

Share just the right slice of your codebase with any LLM — rule-driven file selection, outlines, and on-demand fetches, not 'paste it all'.

A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience wit

Geocoding, directions, Places, elevation, timezones, even weather and air quality — 18 Google Maps tools exposed to Claude for location-aware tasks.

Audit Claude Code memories, MCPs, and skills in a dashboard — plus a scanner that catches tool-poisoning attempts.

Make your Logseq graph AI-queryable — read pages, create blocks, search by property, run DSL queries — over Logseq's local HTTP API.

Query and safely update any Odoo ERP model from chat — orders, contacts, products — with smart field selection and read-only guardrails.

A tiny Go MCP that answers 'what's the weather in X?' using WeatherAPI — one tool, one env var, zero ceremony.

Unified MCP server for Google Ads, Meta Ads, and GA4 — 250+ tools for campaign management, analytics, and optimization.

Ground Claude's answers in Wikipedia — search, full articles, summaries, sections, links, coordinates — with multi-language and locale-aware variants.

Chat with your Power BI model — read schema, run DAX, create measures, manage relationships — all locally, no cloud round-trip.

162 MCP tools for AI-powered Godot 4 development. Scene, animation, 3D, physics, particles, audio, shader, input simulation, runtime analysi

Private, local-first RAG — index your PDFs, docs, and code once, then search semantically from any MCP client. No API keys, no cloud, no data leaving your machine.

Turn raw research — PDFs, transcripts, code, audio — into a local markdown wiki + knowledge graph your AI can query forever.

⚡ The Complete X/Twitter Automation Toolkit — Scrapers, MCP server for AI agents (Claude/GPT), CLI, browser scripts. No API fees. Open sourc

Conversational SOC for Wazuh — query alerts, hunt threats, check vulnerabilities, and trigger active responses in plain English, with 48 tools and audit logging.

Connectez Claude à vos workspaces AFFiNE — 87 outils couvrant docs, bases de données, commentaires, blobs, utilisateurs — avec authentification par token API, cookie ou email/mot de passe.

Un graphe de connaissances persistant dans lequel Claude écrit et dont il lit les données à travers les conversations — il se souvient donc de votre projet, votre équipe et vos préférences.

Un outil de brouillon qui force Claude à penser en étapes explicites et révisables — de meilleures réponses sur les vrais problèmes difficiles.

Production-grade agent patterns (Orchestrator, Router, Evaluator, Swarm) on top of MCP — with optional Temporal durability.

Exécutez du code MATLAB, des tests et des toolboxes depuis votre agent IA — MCP officiel de MathWorks.

19 outils pour la lecture web, la recherche (web, arXiv, SSRN, images), le réclassement, la classification et l'extraction PDF — l'infrastructure IA de Jina en tant que MCP.

Cherchez arXiv, téléchargez des articles, et laissez Claude les lire et les résumer — un assistant de recherche léger pour les derniers preprints.

MCP for xiaohongshu.com

HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools

AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.

Bridgez les MCPs stdio vers SSE/HTTP diffusable et vice versa — un petit outil Python qui rend les transports interopérables.

Lancez tous vos serveurs MCP derrière un seul point de terminaison — groupez-les, routez intelligemment par recherche vectorielle, remplacez les configs sans arrêt.

Plugin for JADX to integrate MCP server

The Swiss Army knife for MCP developers — CLI to inspect, call, mock, proxy, and guard any MCP server.

Give your agent real LSP semantics — go-to-definition, references, rename, diagnostics — via any stdio language server.

Model Context Protocol for WinDBG

Write in Markdown, publish to WeChat 公众号 drafts — wenyan-mcp handles the formatting WeChat's editor mangles.

Game Boy / Game Boy Color / Super Game Boy emulator, debugger and embedded MCP server for macOS, Windows, Linux, BSD and RetroArch.

Help coding agents find the right docs fast — public libs, private repos, internal PDFs — without burning context on wrong pages.

Let Claude run and read your Jupyter notebooks in real time — execute cells, see plots, recover from errors, all without leaving the chat.

Search and download books and academic articles from Anna's Archive directly through your AI assistant.

Give Claude long-term memory of your codebase's conventions and past decisions — across every session, not just today's.

MCP server for reverse engineering tasks in Ghidra 👩‍💻

Local Apple documentation at your agent's fingertips — 302k+ pages, HIG, sample code, all in SQLite FTS5 with sub-100ms search.

MCP configuration to connect AI agent to a Linux machine.

Force your agent to think step-by-step AND suggest which other MCP tool to invoke at each step — a meta-planner for multi-tool workflows.

An MCP extension for Ghidra

Give Claude the power to read Java thread dumps — deadlocks, long-running threads, virtual-thread pinning, native-method blockers.

Connect Cursor, Copilot & Claude AI directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and memory analysis us

Drive an Android device or emulator from chat — tap, swipe, type, read notifications — for QA automation or demos.

Generate validated Mermaid diagrams and charts — SVG, PNG, or hosted URL — right from chat. No separate renderer needed.

A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.

Drive Unreal Engine 5 from Claude — spawn actors, manage assets, run PIE, edit Blueprints, record cinematics via a native C++ automation bridge.

A second LLM that challenges your agent's plan before execution — catches tunnel vision, over-engineering, reasoning lock-in.

The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.

MCP server that execute applescript giving you full control of your Mac

Read and edit Airtable from chat — with a fine-grained PAT that scopes exactly which bases the AI can touch.

Un endpoint MCP unifié avec OAuth 2.1, rechargement à chaud et audit logging — une porte d'entrée orientée production pour de nombreux serveurs en amont.

MCP server for JADX-AI Plugin

Official Anytype MCP — search and manage your encrypted local wiki (objects, lists, types, properties) from any AI assistant.

Pull transcripts (with timestamps), metadata, and language lists from any YouTube video — so Claude can summarize, quote, or timestamp an hour of video in seconds.

Create agentic AI workflows in ROBLOX Studio

Delegate specific tasks to DeepSeek models from inside Claude — cheaper reasoning via R1, or code execution via DeepSeek's code-exec mode.

12306 MCP Server​​ 是一个基于 ​​Model Context Protocol (MCP)​​ 的高性能火车票查询后端系统。它通过标准化接口提供官方 12306 的实时数据服务，包括余票查询、车站信息、列车经停站、中转换乘方案等核心功能。

Six specialized agents (factual, critical, optimistic, creative, emotional, synthesis) tackle your problem from different angles and combine their takes — exposed as one MCP tool.

Let Claude (or Cursor) inspect your running Flutter app — errors, screenshots, widget tree — via the Dart VM service, with dynamic custom tools you register in-app.

Full agentic runs for Slay the Spire 2. A mod that exposes in-game state, and the MCP server for the mod.

Free Yahoo Finance data from chat — historical prices, statements, options, analyst calls — no API key, no quota to manage.

MCP server that connects AI assistants to HackerOne for bug bounty hunting

Operate your Ubiquiti UniFi stack — Network, Protect cameras, Access doors — by chatting with Claude. 224 tools covering the real product surface.

Run MCP tool calls as sandboxed JavaScript — one code block replaces many sequential calls, saving tokens and isolating credentials.

Comet's official Opik MCP — manage prompts, projects, traces, and metrics of your LLM apps from Claude or Cursor without switching tabs.

PC Engine / TurboGrafx-16 / SuperGrafx / PCE CD-ROM² emulator, debugger, and embedded MCP server for macOS, Windows, Linux, BSD and RetroArc

Security testing toolkit for Claude Code: curated SecLists wordlists, injection payloads, and expert agents for authorized pentesting, CTFs,

Ask plain-English questions of a Perfetto trace — jank, ANRs, CPU hot threads, lock contention, memory leaks — and get answers without writing trace SQL.

Complete Claude skills toolkit for professional malware analysis. 5 specialized skills covering triage, dynamic analysis, detection engineer

Un petit MCP qui règle une vraie nuisance — 'Quelle heure est-il à Berlin ?' et 'quand 15h PT convient-il à Londres ?' sans onglet navigateur.

Geocoding, place search, directions, distance matrix — Google Maps power for itineraries, store-locator features, and regional analyses.

Boucle complète d'IA pour développer et tester Unity avec 100+ outils, exécution C# basée sur Roslyn, et un CLI pour une configuration rapide.

Transformez n'importe quelle API REST en serveur MCP à partir de YAML — aucune modification de code, rechargement à chaud, multi-locataire, SSE + HTTP Streamable.

Exécutez des serveurs MCP dans des conteneurs isolés avec des installations en un clic, un registre curé et le support Kubernetes.

Operate Kubernetes through natural language — pods, deployments, Helm, GitOps, cost optimization. 253 tools, CNCF Landscape listed.

Python framework to scaffold, deploy, and share MCP servers — built-in OAuth, secret management, and one-command client configuration.

Python framework for shipping production-grade MCP servers — auto-discovery of tool files, built-in auth (JWT/OAuth/API key), and OpenTelemetry out of the box.

Semantic code research MCP — search across public and private repos using natural language, with LSP-powered go-to-definition and call hierarchy.

One tool, `read_pdf`, that extracts text, images, and metadata from local or remote PDFs 5-10× faster via parallel page processing.

Before you spend a weekend building it, get a 0–100 reality score — scans GitHub, npm, PyPI, HN, Product Hunt, Stack Overflow for prior art.

A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft character in real-time, allowing AI assistants to build s

Home Assistant MCP server agent. Enable Claude Code, Cursor, VS Code or any MCP-enabled IDE to help you vibe-code and manage Home Assistant:

VSCode extension that discovers, installs, and manages MCP servers for GitHub Copilot, Claude Code, and Codex CLI — with optional remote Cloud MCP.

Build TypeScript AI agents that chain LLM reasoning with MCP tools — 100+ models, parallel execution, built-in OTel tracing.

Put a security gateway in front of your MCP servers — mask secrets, redact PII, block prompt injection, and log every tool call.

Let Claude read your Terraform configs, dry-run plans, and (opt-in) apply changes — without handing over your cloud keys.

Self-hosted multi-agent runtime — orchestrate Claude Code / Codex / OpenCode / native subagents, persistent memory, schedules, MCP integration, 23+ LLM providers.

One MCP, every search engine — Tavily, Brave, Kagi, Exa, plus Firecrawl for extraction. Mix providers without juggling 5 MCPs.

Web search that returns full conversations (entire SO threads, GitHub issues with comments) — not just snippets you have to re-fetch.

Persistent, searchable memory across Claude, Qwen, Gemini, and any MCP client — sessions, notebooks, and semantic recall in one server.

A TypeScript framework for building MCP servers with type-safe tools, PII redaction, and FSM state gates — think Express.js for MCP.

Build, manage, and monitor n8n workflows with natural language — no JSON editing, works with multi-instance prod/staging/dev.

Add OAuth, real-time logs, and prompt analytics to any MCP server without touching its code — auto-generated client onboarding included.

Give Claude kubectl, helm, istioctl, and argocd — with command validation, non-root execution, and scoped kubeconfig — so you can ops your cluster by chat.

A git MCP with teeth — 28 tools including worktrees, stash, reflog, GPG signing, and session-scoped working directories so Claude can operate across multiple repos safely.

Claude Code skills for Reddit automation (AppleScript + Chrome). Build karma, post to subreddits — undetectable by anti-bot systems.

Le serveur de test de référence MCP — chaque fonctionnalité du protocole en un seul endroit. Pour déboguer votre client MCP, pas pour une utilisation en production.

Donnez à Claude un accès complet à GitHub — problèmes, PR, recherche de code, éditions de fichiers — sans jamais quitter votre fenêtre de chat.

Laissez votre agent IA faire les 5 premières minutes de chaque investigation Sentry — trouvez le problème, extrayez la stacktrace, identifiez la mauvaise release.

Fermez la boucle sur le coding IA iOS/macOS — compilez, testez, exécutez sur simulateur, capturez les logs et screenshots, tout à partir du chat.

La manière Pythonique de créer des serveurs MCP : décorez une fonction, obtenez un outil. Expédiez un MCP en 20 lignes.

Mount one line, turn every FastAPI route into an MCP tool — schemas from your Pydantic models, auth from your middleware.

Point your agent at a local repo and let it read status, log, diff, and blame — no shell access needed.

Python library that wires many MCP servers into one LangChain agent — or runs them headless without an LLM.

IBM's AI gateway for MCP fleets — federate servers, add auth, rate limit, observe, and translate REST/gRPC into MCP at scale.

Build MCP servers and clients in .NET — official SDK co-maintained by the MCP team and Microsoft.

Donnez à votre agent la même intelligence de code que votre IntelliJ — refactorisation, recherche d'usages, inspections, configurations de lancement.

Récupérez les problèmes SonarQube, les hotspots et le statut de la quality gate dans votre workflow IA — triez les résultats et rédigez les corrections sans ouvrir l'interface SonarQube.

Inspectez, comparez et synchronisez les applications ArgoCD depuis Claude — état du cluster GitOps sans changer de contexte kubectl.

Injectez l'expertise PostgreSQL dans votre agent de codage — recherche sémantique dans la documentation officielle plus des compétences en bonnes pratiques curées.

Mémoire long terme persistante pour votre IA avec recherche sémantique, tags, récupération en 5ms et synchronisation cloud — SQLite local, Cloudflare pour multi-appareils.

Serveur MCP d'intelligence de code de haute performance. Indexe les bases de code dans un graphe de connaissance persistant — dépôt moyen en millisecondes. 66 langua

A community Supabase MCP with three-tier safety (safe / write / destructive), auto-migrations, and Management + Auth API coverage — now superseded by the official Supabase MCP.

One MCP server, many databases — MySQL, Postgres, SQLite, Oracle, TimescaleDB. Each connection gets its own query/schema/perf toolset.

Ask 'why is SQL Server slow?' and get wait stats, blocking chains, and plan analysis in plain English via Erik Darling's MCP.

An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze

Ask Claude about Indonesian law and get answers grounded in 40k+ regulations and 937k+ structured articles from pasal.id — with citations.

37 SSH tools for managing fleets of Linux servers via Claude — execute, upload, download, backup, monitor health — with SSH-key + agent auth.

Read-only natural-language BigQuery from Claude — schema exploration, query limits, PII field restrictions — with service account auth.

Laissez Claude interroger votre base de données Postgres en toute sécurité (lecture seule), avec introspection complète du schéma et plans EXPLAIN — sans jamais lui donner accès en écriture.

Interroger un fichier SQLite local. Parfait pour des projets personnels, des exports de données, ou de l'analyse sur un fichier journal/log/db.

MCP officiel Supabase — gérer les projets, exécuter du SQL, déployer des Edge Functions, configurer l'auth, consulter les logs, le tout depuis le chat.

Neon MCP officiel : branchez votre Postgres sans serveur pour des tests de migration sécurisés, exécutez des requêtes et gérez des projets à partir du chat.

Give Claude durable vector memory — store, recall, and semantically search text with a minimal, opinionated Qdrant-backed MCP.

Let Claude query, aggregate, and administer MongoDB Atlas or self-hosted clusters — with read-only defaults you can relax per-tool.

Dialoguez avec Redis en anglais — inspectez les clés, gérez les caches, réglez les expirations et déboguez la pub/sub sans mémoriser chaque commande Redis.

Interroger et faire évoluer un graphe Neo4j en Cypher via Claude — introspection de schéma plus lecture/écriture Cypher avec garde-fous.

Un MCP, de nombreuses bases de données — Postgres, MySQL, SQL Server, SQLite, Oracle — dans une interface de requête en lecture seule par défaut.

Natural-language end-to-end tests for web apps — the agent drives a browser, captures console/network, and writes up findings.

Search and download academic papers across arXiv, PubMed, bioRxiv, Semantic Scholar and 20+ other sources — free-first strategy.

Universal calendar MCP — aggregate Google, Outlook, iCloud, CalDAV, and ICS calendars into one tool surface your AI agent can query and sync.

Give Claude read/write access to Google Sheets — 19 tools covering cells, rows, sheets, charts, formulas, and cross-sheet search.

This is a 12306 ticket search server based on the Model Context Protocol (MCP).

Gmail + Calendar + Drive + multi-account management in one MCP, built on Google's official Workspace CLI — 287 operations across 15+ services.

Le moyen le plus simple de donner accès au web à Claude — récupérez une URL, obtenez du Markdown propre. Pas de rendu JS, pas de clés API, pas de complications.

Contrôlez un navigateur réel via l'arborescence d'accessibilité — Claude voit le contenu structuré de la page, pas des pixels, ce qui est plus rapide et fiable que les agents basés sur des captures d'écran.

Donnez à Claude la même vue que DevTools vous donne — traces de performance, réseau, console, DOM en direct. Officiel, maintenu par l'équipe Chrome.

Transformez n'importe quelle page web en données structurées et propres que votre agent IA peut réellement utiliser — gère les sites rendus en JS et vous fournit du JSON via un schéma.

Recherche neurale sur le web conçue pour les agents IA — trouve par signification, retourne du contenu propre. Meilleur que Google pour « trouvez-moi des essais comme X ».

Recherche web, actualités et images respectueuse de la vie privée — index indépendant, pas de Google. La version gratuite convient à la plupart des usages personnels.

Headless Chrome in one MCP — navigate, screenshot, click, fill. Simpler than Playwright when you only need Chromium.

Read live console logs, network errors, DOM, and screenshots from YOUR real Chrome — debugging context straight into your agent.

Tap 3000+ pre-built Actors on Apify to scrape Google, Amazon, LinkedIn, TikTok, Maps and more — no custom scraping code to maintain.

MCP Outils Développeur Next.js — recherchez la documentation officielle, pilotez le navigateur pour les vérifications E2E, diagnostiquez les serveurs dev en cours d'exécution et effectuez une mise à niveau automatique vers Next 16.

Rechercher, scraper et débloquer le web à l'échelle — proxies résidentiels + API SERP + automatisation de navigateur en un seul MCP.

Azure's official reference — a serverless LangChain.js agent that uses MCP to call a burger-ordering tool API, fully deployable via `azd up`.

Collection officielle AWS Labs — un MCP par service (S3, Lambda, CloudFormation, ECS, RDS, CloudWatch). Lecture seule par défaut.

MCP officiel Cloudflare — déployez des Workers, interrogez D1, gérez R2 et KV, lisez les logs et analytics, le tout depuis le chat.

Déployer et gérer les services Google Cloud Run à partir d'un agent — MCP officiel de Google, compatible avec l'authentification gcloud.

Gérez Cloudflare DNS, zones, WAF, analytique et Workers depuis Claude — avec des tokens API limités en portée et l'habitude du dry-run.

Les modèles de passerelle IA basés sur APIM de Microsoft — acheminez, mesurez et gouvernez le trafic LLM (y compris MCP) à partir d'Azure API Management.

Official MiniMax MCP — text-to-speech, voice cloning, text-to-image, text-to-video, and music generation, all from chat.

Drive DaVinci Resolve from chat — build timelines, adjust transforms, add keyframes, export renders — all 324 scripting APIs exposed.

Pilotez After Effects depuis le chat — créez des compositions, ajoutez des calques, animez des propriétés, définissez des expressions — via un panneau pont ExtendScript.

Importez des frames Figma, des couches et des tokens de design dans votre agent de codage IA — afin que l'interface générée corresponde vraiment au design.

Generate images inside a Claude conversation — FLUX, SD3.5, Recraft — via EverArt's hosted models.

Persistent task manager for AI coding agents — natural-language requirements become structured tasks with dependencies, tracked across sessions.

Laissez votre agent trier votre backlog linéaire, les mises à jour post-cycle et les bogues de signalement depuis Sentry, sans ouvrir l'application.

Donnez à votre agent un accès en lecture/écriture à la base de connaissances de votre équipe : recherche de spécifications, rédaction de pages, base de données CRUD, le tout dans un seul MCP.

Let your agent design, validate, and deploy n8n workflows — with a built-in node catalog and validator so JSON is correct first try.

Gérez vos tableaux, éléments, mises à jour et groupes monday.com en langage naturel — créez des tâches, changez les statuts et générez des rapports sans cliquer 30 fois.

Créez, lisez et modifiez des fichiers .xlsx réels depuis le chat — formules, tableaux, graphiques, tableaux croisés dynamiques, mise en forme conditionnelle.

Let Claude call Google Gemini CLI for large-context file analysis — use Gemini's million-token window as a subroutine.

Drop PDFs, Markdown, and text docs into a local vector store — then ask your AI questions with hybrid search. No cloud required.

Donnez à Claude un accès lecture/écriture sandbox à un répertoire — refactorisez du code, traitez des docs, analysez des logs sans utiliser le shell.

Expose your ERPNext instance to Claude through 21 tools — documents, reports, analytics, even Python execution — with OAuth and role-based permissions.

Inspectez votre projet dbt et vos tâches Cloud depuis un agent — généalogie, santé du modèle, requêtes de métriques et exécutions CLI, tout en un seul MCP.

Transformez les données brutes en 25+ types de graphiques (ligne, barre, sankey, entonnoir, radar, nuage de mots) via AntV d'Ant Group — sans bibliothèque de traçage à gérer.

Recherchez et interrogez les datasets d'open data du gouvernement français sur data.gouv.fr — pas de clé API, accès instantané à des milliers de datasets publics.

OKX's official-adjacent trading MCP — 112 tools for spot, swap, futures, options, grid/DCA bots — with a read-only mode and local-only credential storage.

Official Stripe MCP : interrogez les clients, les frais, les abonnements et les remboursements. Créez des factures tests et des liens de paiement à partir du chat.

Let Claude research, backtest, and place trades on stocks, ETFs, options, and crypto via Alpaca — paper-first so you won't blow up your account.

Debug Sega Master System / Game Gear ROMs with an AI pair — set breakpoints, inspect VRAM, and walk disassembly conversationally.

Envoyez des messages LINE, des bulles Flex riches et des images aux utilisateurs ou aux groupes via l'API LINE Messaging — idéal pour les flux de notifications JP/TW/TH.

Lire les canaux Teams, poster des messages et @-mentionner les ingénieurs en langage naturel — un pont chat-ops pour les équipes qui vivent dans Microsoft Teams.

Ce curriculum open-source vous introduit aux fondamentaux du Model Context Protocol (MCP) à travers des exemples réels, multi-langages en .NET,

The most comprehensive Chinese-language directory of MCP servers, clients, and resources for the Chinese developer community.