Meilisearch MCP Server
by MeilisearchOfficial MCP server for Meilisearch — create and configure indexes, add documents, run hybrid and semantic searches, and manage API keys and tasks through conversation.
168 Model Context Protocol servers in the Onei catalogue ship a tested Claude Desktop configuration. Claude Desktop reads its MCP servers from claude_desktop_config.json. Each server below lists the exact entry to add under mcpServers, then restart Claude Desktop to pick it up.
Official MCP server for Meilisearch — create and configure indexes, add documents, run hybrid and semantic searches, and manage API keys and tasks through conversation.
Official Xero MCP server that lets an agent read and write a real accounting ledger — invoices, contacts, payments, payroll timesheets and financial reports — over the Xero API.
Metabase's built-in MCP server — search, query and visualise your BI data through the semantic layer, scoped to the connecting person's existing Metabase permissions.
Zoom's official hosted MCP server — semantic meeting search, AI Companion summaries, transcripts, recordings, and cross-Zoom search over Team Chat, Canvas and My Notes.
Resend's official MCP server for transactional and marketing email — send, schedule and batch messages, manage templates, contacts, broadcasts, automations, domains and suppressions from an agent.
Amplitude's official hosted MCP server with 50+ tools over analytics, cohorts, experiments, feature flags, taxonomy and session replay, secured by OAuth and existing RBAC roles.
Miro's official hosted MCP server at mcp.miro.com — let agents search and summarise boards, build them, generate diagrams and act on comments, on any Miro plan.
Postman's official MCP server — reach your workspaces, collections, specs and environments from Claude Code, Cursor, VS Code or Copilot, in four tool tiers.
Drive live Jupyter notebooks from an agent — read and edit cells, execute code, see rich outputs, and run against local JupyterLab or a cloud sandbox.
AWS's managed MCP server: call any AWS API, run sandboxed Python against your account, and load AWS agent skills on demand — under IAM, CloudWatch and CloudTrail.
Indexes the coding-agent sessions already sitting on your disk — months of history from before you installed it — and serves them back over MCP. 3.5 GB searched in ~1.5 ms, no LLM, no embeddings.
Google's official MCP server for driving the gcloud CLI from natural language, with allowlist and denylist controls over which commands an agent may run.
Weaviate's MCP server, built into the database itself — hybrid search, schema inspection, tenant listing and batch upserts at /v1/mcp, scoped by RBAC.
Zapier's official hosted MCP server, exposing actions across 8,000+ connected apps as agent tools — with you choosing exactly which actions each server may perform.
Microsoft's official MCP server for Azure DevOps - work items, repos, pipelines, wikis, test plans and iterations, reachable from any MCP client in plain language.
Semantic code toolkit for coding agents — symbol-level search, editing and refactoring backed by language servers or the JetBrains platform.
Official Hugging Face MCP server: search models, datasets, Spaces and papers on the Hub, read repository files, and call Gradio apps as agent tools.
GitLab's own MCP server — issues, merge requests, CI/CD pipelines, job logs, wikis and semantic code search over an OAuth-authorised HTTP endpoint.
Platform-agnostic MCP server that drives iOS and Android apps on simulators, emulators and real devices through the accessibility tree rather than screenshots.
Google's open-source MCP server for enterprise databases — one binary that fronts AlloyDB, BigQuery, Spanner, Postgres, MySQL, Oracle, MongoDB, Snowflake and more.
Datadog's official managed MCP server — query logs, metrics, traces, incidents and dashboards from an AI agent, inside your existing Datadog permissions.
Official Grafana MCP server: search and edit dashboards, query Prometheus, Loki and Pyroscope, and work with alerts, incidents and on-call from an agent.
Official read-only MCP server for HackerOne bug bounty reports, programs, and remediation data.
A proxy that lets local-only MCP clients connect to remote servers, handling OAuth and transport differences.
Control Blender from an AI client — build scenes, apply materials, and run Python against the live session.
Run AI-generated code safely in an isolated cloud sandbox, with results returned as data rather than text.
ElevenLabs' official MCP server — generate speech, clone voices, transcribe audio, and build voice agents.
Apify's official MCP server — turn thousands of ready-made scrapers into tools your assistant can call.
Browserbase's official MCP server — cloud browser automation with Stagehand's natural-language actions.
Read and post to Slack from an AI client — channels, threads, reactions, and user lookup.
A universal database MCP server — one integration for PostgreSQL, MySQL, SQL Server, SQLite, and MariaDB.
MongoDB's official MCP server — query databases, explore schemas, and manage Atlas clusters from an AI client.
Structured, format-preserving file editor for agents: JSON/YAML/TOML, markdown, and AST-aware code edits, transactional across files.
Private, self-hosted web search for AI assistants via SearXNG, with pagination, filters, and URL-to-markdown reading.
Official instance-level MCP server that lets AI agents discover, run, and edit workflows on your n8n instance.
Plaid's official sandbox MCP server: search Plaid docs, mint sandbox access tokens, generate mock financial data and fire test webhooks while building an integration.
Official Directus MCP server for content teams — browse collections and schema, create and edit items, manage files and comments, and trigger flows from an AI client.
Buildkite's official MCP server: query pipelines, builds, jobs, logs, test runs and flaky-test data from an agent, over a hosted OAuth endpoint or a self-run binary.
Query Braintrust evals and production logs in SQL from your editor — compare experiments against a baseline, debug a bad trace, and hand a teammate a permalink.
Airbyte's hosted MCP server that puts your business SaaS behind one endpoint — CRM, billing, support desk and analytics, read and write, with credentials the model never sees.
Render's official MCP server — create and inspect web services, static sites, cron jobs, Postgres and key-value instances, pull logs and metrics, and run read-only SQL against a Render-hosted database.
Open-source MCP server for Confluent Cloud, Confluent Platform and standalone Apache Kafka — 50+ tools spanning topics, Flink SQL, Schema Registry, connectors and Tableflow.
Langfuse's own MCP server for LLM observability — read traces and observations, manage prompt versions, run datasets and evaluators, and query cost and latency metrics from inside your agent.
Twilio's official documentation MCP server — search the docs and API specs in natural language, then pull the full parameter schema for a specific API operation before writing code against it.
Algolia's managed MCP server at mcp.algolia.com — read-only access to indices, Recommend models and search analytics over OAuth, with no API keys to manage.
New Relic's official hosted MCP server — query telemetry with NRQL or natural language, investigate alerts and incidents, and assess deployment impact from your agent.
Okta's official open-source MCP server: manage users, groups, apps, policies and branding in your Okta org from an AI agent, with scope-gated tools and confirmation on destructive actions.
Vapi's official MCP server for building voice agents — create assistants, place and schedule outbound phone calls, and manage phone numbers from your AI client.
Fastly's official MCP server — manage CDN services, deploy Compute, read real-time metrics and troubleshoot edge configuration through natural language.
Contentful's official MCP server — model content types, search and edit entries, manage assets and publish, with semantic vector search over your space.
Adyen's official MCP server (alpha) — create checkout sessions and payment links, refund or cancel payments, and manage merchant accounts and terminals.
NetBox Labs' official read-only MCP server — query your network source of truth by object type and filter, and read the change audit trail from an agent.
LINE's official MCP server for the Messaging API — push and broadcast text or Flex messages, build rich menus, read profiles, quota and follower IDs.
Apache's official read-only MCP server for Doris — eight tool domains and 55 progressively disclosed children covering catalog, query, cluster, lineage and lakehouse.
Bitwarden's official MCP server — unlock the vault, read and edit items, generate passwords and TOTP codes, and run organisation administration. Local use only.
X's official hosted MCP server: search the full post archive, resolve users, read timelines and trends, manage bookmarks and draft articles from any MCP client.
monday.com's official MCP server — read and write items, boards, columns and WorkForms, either via the hosted endpoint or a local npm package.
Semgrep's official MCP server — scan code for security vulnerabilities, write and test custom rules, and pull findings from Semgrep Cloud, from inside an agent session.
Computer use for any MCP client: 36 tools covering screenshots, window control, mouse and keyboard, and Chrome over CDP, with local OCR built in and vision on your own key.
Turns a coding agent into a video studio: describe a video in plain language and the agent writes an editable plan.json timeline, then renders, edits, generates and delivers the file.
Encrypted, fully offline agent memory: one local vault shared by every agent on the machine, AEAD-encrypted down to the embedding vectors, searched in about 12 ms.
Snyk's official MCP server, shipped inside the Snyk CLI: scan code, dependencies, containers and IaC for vulnerabilities, generate SBOMs and monitor projects from your agent.
Pulumi's official MCP server: search your Pulumi Cloud resources, read the provider registry while generating infrastructure code, and delegate work to the Pulumi Neo agent.
Official Google server exposing Google Cloud Observability to agents — querying logs, metrics and traces from a Google Cloud project without leaving the assistant.
Honeycomb's hosted MCP server — query traces, metrics, logs and events, run BubbleUp, and read Boards, Triggers and SLOs from an AI agent.
Box's official remote MCP server — roughly 60 tools over enterprise files, metadata, search, Hubs, Doc Gen and Box AI, inside your existing Box permissions.
Sanity's official hosted MCP server: run GROQ queries, patch and publish documents, manage releases and deploy schemas — with the agent aware of your content model.
PagerDuty's official MCP server with 80+ tools for incidents, schedules, services and escalation policies — read-only by default, with write actions behind an explicit flag.
Intercom's official remote MCP server: 13 tools for searching conversations, contacts and help-centre content so an agent can reason over real customer-support history.
Official remote MCP server from Brandfetch that gives an agent real company logos, brand colours, fonts and merchant identification instead of guessed or hallucinated assets.
Official Panda CSS MCP server that exposes your design system - tokens, recipes, patterns, breakpoints and the resolved config - so an agent styles components with real values.
The official ESLint MCP server, shipped inside the ESLint CLI - lets an editor agent lint files, read rule violations and apply fixes using your project's own configuration.
CircleCI's official MCP server: pull build failure logs, hunt flaky tests, validate config, trigger and rerun pipelines, and roll back - in natural language from your IDE.
Salesforce's official MCP server: over 60 tools across 15 toolsets for reading org data, deploying metadata, running Apex tests and building Lightning Web Components.
Webflow's official MCP server — let agents read and edit sites, pages, CMS collections and items through the Webflow Data API, with a companion app that syncs the live Designer canvas.
Microsoft's official remote MCP server for Learn documentation — semantic search over first-party Azure and .NET docs, page fetch, and verified code samples. Free, no key.
Official SonarSource MCP server — pull code-quality issues, security hotspots, quality gates and rule explanations from SonarQube Cloud or Server into your agent.
Local MCP server for LaunchDarkly — manage feature flags, AI Configs, environments, audit logs and code references from an agent.
Ships inside the Convex CLI — lets an agent inspect deployments, read table schemas, run read-only queries, call functions and check health insights.
Canva's official MCP server for building Canva apps — grounds an agent in the Apps SDK and App UI Kit docs instead of letting it guess the API.
Turns any GraphQL API into MCP tools — from .graphql operation files, a GraphOS persisted-query manifest, or live schema introspection.
Hostinger's official MCP server, shipping 278 tools across VPS, hosting, domains, DNS, mail, WordPress and billing — split into per-domain binaries you can scope down.
Official commercetools MCP server exposing products, carts, orders, customers and the rest of the Composable Commerce API as scoped, selectable agent tools.
DeepL's official MCP server: translate text and whole documents, rephrase copy with a chosen style and tone, and reuse your account's glossaries and style rules.
Official BrowserStack MCP server: run manual and automated tests on real browsers and devices, then debug and fix failing tests from your IDE in plain English.
Self-hosted financial data MCP server exposing 64 tools over SEC filings, XBRL financials, 13F holdings, insider and congressional trades, FRED and CFTC data.
Biomedical research MCP server reaching about 30 trusted sources — PubMed, ClinicalTrials.gov, ClinVar, OncoKB and Reactome — through one command grammar.
Local-first web MCP server for AI agents — search, fetch, crawl, extract and deep research with no API keys, no cloud round-trip and no per-query bill.
Local code intelligence MCP server that returns symbol context, call graphs and impact analysis in a single call — 15 languages, indexed on your own machine.
macOS screen capture and GUI automation over MCP — see the screen, then click, type and navigate it, with local or hosted vision models.
Computer-use MCP server for Windows — 19 tools for clicking, typing, shell, filesystem and registry, driving the desktop without a vision model.
Local code-intelligence MCP server that indexes a repository into a persistent knowledge graph, so structural questions cost one query instead of a file-reading spree.
Sentry's MCP server and CLI for iOS and macOS work — build, run on simulators and devices, capture logs, and drive tests from inside a coding agent.
Live SEO data for agents — keyword metrics, Google SERPs, backlinks, rank tracking and Search Console, from the open-source OpenSEO platform.
Home Assistant's built-in MCP Server integration — lets Claude, ChatGPT and other MCP clients see and control exactly the smart-home entities you choose to expose.
Docker's official MCP server for Docker Hub — let an agent search images, read tags and metadata, and manage your repositories in natural language.
Netlify's official MCP server, wrapping the Netlify API and CLI so agents can create projects, deploy, manage secrets, extensions and access controls.
Prisma's official MCP servers — a local one for database workflows in your editor, and a remote one for managing Prisma Postgres from an AI platform.
Auth0's official MCP server: create applications, deploy Actions, inspect logs and manage users in your tenant through natural language.
HashiCorp's official MCP server for the Terraform Registry, HCP Terraform and Terraform Enterprise — providers, modules, policies and workspace operations.
Official addon that connects a running Storybook to AI agents for component-aware UI generation and testing.
Search and read Wikipedia from an AI client — summaries, full articles, specific sections, and nearby pages.
Search PubMed's biomedical literature and read abstracts and open-access full text from an AI client.
Search arXiv, download papers, and read their full text from an AI client — research without the PDF shuffling.
Search YouTube, read video transcripts, and pull channel statistics from an AI client.
Run Redis commands against Upstash's serverless Redis over HTTP, with documentation search built in.
Cloudinary's official MCP server — upload, search, transform, and organise media assets from an AI client.
Shopify's official developer MCP server — accurate API docs and schema introspection for building Shopify apps.
Square's official MCP server — manage catalog, orders, payments, customers, and inventory from an AI client.
PayPal's official MCP server — create invoices, manage orders and subscriptions, and query transactions.
Twilio Labs' MCP server — send messages, place calls, and manage numbers across the Twilio API.
DigitalOcean's official MCP server — deploy apps and manage Droplets, databases, and storage conversationally.
Heroku's official MCP server — manage apps, dynos, add-ons, config, and logs from an AI client.
AWS Labs' core MCP server — the entry point to AWS's official collection of service-specific MCP servers.
Microsoft's official Azure MCP server — manage cloud resources and query monitoring data conversationally.
Give a desktop AI client real terminal and filesystem access — run commands and edit files across your machine.
Bright Data's official MCP server — search, scrape, and extract web data through a large proxy network.
Browser automation for AI clients — navigate, click, type, screenshot, and run JavaScript in a real page.
Location services for AI clients — geocoding, place search, directions, and travel-time calculations.
Search and read Google Drive files — Docs, Sheets, and Slides converted to text an assistant can use.
Let an AI client read and search your Obsidian vault — or any folder of Markdown notes.
Read and write Airtable bases from an AI client — records, schemas, fields, and views.
dbt Labs' official MCP server — explore project metadata, run dbt commands, and query the Semantic Layer.
Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.
Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build.
Chroma's official MCP server — build and query vector collections directly from an AI client.
Qdrant's official MCP server — semantic memory for AI assistants backed by a real vector database.
Run DuckDB analytics locally or in MotherDuck's cloud — query files and warehouses with the same SQL.
Query Neo4j graph databases in natural language — the assistant reads your schema and writes the Cypher.
Elastic's official MCP server — explore indexes, inspect mappings, and query Elasticsearch conversationally.
Redis's official MCP server — read and write every Redis data structure, including vector search and streams.
Neon's official MCP server — manage serverless Postgres projects, branch databases, and run migrations.
Query, modify, and analyse a local SQLite database file directly from an AI client.
Read-only PostgreSQL access with automatic schema inspection — the reference MCP server for Postgres.
Snowflake Labs' MCP server — query the warehouse, use Cortex search and analyst, and manage objects.
ClickHouse's official MCP server — run analytical SQL, explore schemas, and query local files with chDB.
Headless MCP server exposing SAP ABAP Development Tools so agents can browse, edit, refactor, and test ABAP without SAP GUI.
Open-source MCP server connecting agents to Taskade workspaces — projects, tasks, AI agents, and automations.
Native Go MCP server for Kubernetes and OpenShift — talks to the API server directly, no kubectl required.
HubSpot's official remote MCP server — read and write CRM contacts, companies, deals, and tickets through natural language.
Asana's official remote MCP server — create and update tasks, search projects and portfolios, and analyze team workload.
Open MCP gateway giving agents live, citable data from 1,300+ verified sources like SEC, FDA, USPTO, and FRED.
Chat with your live Databox metrics and dashboards from Claude, Cursor, ChatGPT, and n8n — read-only, no CSV exports.
Google's official MCP server for driving and inspecting a real Chrome browser — automation, debugging, and performance traces.
Vercel's official remote MCP server — search docs, manage projects and deployments, read build logs, and query Web Analytics.
PostHog's official remote MCP server — query product analytics with HogQL, manage feature flags, and triage errors from your editor.
Cloudflare's official remote MCP servers — query analytics, manage Workers and bindings, read docs, and debug from your agent.
Sentry's official MCP server — investigate errors and issues, inspect events, and use Seer for root-cause analysis.
Stripe's official MCP server — manage customers, products, prices, payment links, invoices, and more via the Stripe API.
Atlassian's official remote MCP server — work with Jira issues and Confluence pages directly from your agent.
Linear's official remote MCP server — create and update issues, search projects, and manage your team's workflow.
Notion's official MCP server — search, read, create, and update pages and databases in your workspace.
Manage your Supabase project from an agent — run SQL, inspect tables, manage branches, and generate types.
Ask Perplexity's Sonar API real-time, web-grounded questions and get cited answers inside your agent.
Web search and content extraction optimized for AI agents — fast, relevance-ranked results with source content.
Search the web with the Brave Search API — web, image, video, and news results plus rich results and AI summaries.
Real-time web search and crawling built for AI — neural search with configurable tools and live content retrieval.
Search, scrape, crawl, and extract structured data from the web — with JS rendering, batch scraping, and LLM-powered extraction.
Pulls up-to-date, version-specific documentation and code examples for libraries straight into your prompt.
Browser automation for agents — navigate, click, type, and read pages using Playwright's accessibility tree, no screenshots required.
GitHub's official MCP server — manage issues, pull requests, repositories, code search, and Actions from your agent.
Time and timezone utilities — get the current time in any timezone and convert between zones.
A reference/test server that exercises every MCP feature — prompts, resources, tools, and sampling — for building and debugging clients.
A tool for dynamic, reflective problem-solving through structured, revisable sequences of thoughts.
A knowledge-graph-based persistent memory system that lets an agent remember entities and relations across sessions.
Read, search, and manipulate Git repositories — status, diffs, logs, branches, commits, and more.
Fetch a URL and convert its contents to clean Markdown for efficient LLM consumption.
Secure local file operations for agents — read, write, search, and edit files within configurable allowed directories.