120 new projects: 71 MCP servers and 49 Skills, with official installation instructions and dated source checks.
New to FreeMCPLab, with repository activity since July 2026. This is not a claim that every product launched recently. Guides are available in English.
120 new entries
Use Airwallex’s workflow and integration skills for billing, checkout, issuing, treasury, and connected-account onboarding.
Apply Axiom’s skills for SRE investigations, SPL-to-APL migration, dashboards, alerting, and query-cost analysis.
Connect an MCP client to commercetools products, carts, orders, customers, and payment information.
Example starts a local process.
Read installation guide →Investigate Falcon detections, hosts, threat intelligence, and other security data through CrowdStrike’s MCP server.
Example starts a local process.
Read installation guide →Author Dagster assets and pipelines with the dagster-expert skill, with optional Dagster+ MCP access through agent plugins.
Manage DigitalOcean infrastructure through service-specific hosted MCP endpoints or the vendor’s local server.
Example connects to a hosted endpoint.
Read installation guide →Combine Dodo Payments integration skills with its API and documentation MCP connectors.
Add Firebase-specific instructions and resources to coding agents working on Firebase applications.
Connect a coding assistant to Firebase projects, Authentication, Firestore, security rules, and other Firebase development tools.
Example starts a local process.
Read installation guide →Inspect GKE clusters, Kubernetes workloads, logs, and upgrade risks using Google Cloud’s MCP server.
Example starts a local process.
Read installation guide →Connect MCP clients to Consul service discovery, health checks, key-value data, service mesh, and ACL operations.
Example starts a local process.
Read installation guide →Use HashiCorp’s MCP server to manage Vault mounts, key-value secrets, and PKI workflows.
Example starts a local process.
Read installation guide →Inspect and manage Heroku applications, dynos, add-ons, pipelines, logs, and PostgreSQL resources through MCP.
Example starts a local process.
Read installation guide →Follow Honeycomb’s guided investigation, telemetry exploration, and SLO learning workflows from an AI coding assistant.
Use Kotlin’s agent skills for backend development and build tooling, including Android Gradle Plugin migration guidance.
Use Microsoft’s Azure skills plugin to combine Azure workflow guidance with Azure MCP and Foundry MCP tools.
Bring Miro board context, diagrams, documents, and implementation workflows into MCP-enabled coding assistants.
Example connects to a hosted endpoint.
Read installation guide →Instrument, debug, and evaluate GenAI applications using MLflow’s tracing and evaluation skills.
Work with Paddle Billing products, prices, customers, subscriptions, transactions, and reports through its official MCP server.
Example starts a local process.
Read installation guide →Expose Permit.io access requests, operation approvals, and resource instances to an MCP-enabled assistant.
Example starts a local process.
Read installation guide →Inspect Prefect flows, runs, deployments, logs, work pools, and automations using its experimental MCP server.
Example starts a local process.
Read installation guide →Connect an assistant to Rootly incident response, on-call schedules, alerts, and incident analysis workflows.
Example connects to a hosted endpoint.
Read installation guide →Use SigNoz’s agent skills for documentation search, ClickHouse queries, telemetry analysis, and observability workflows.
Query SigNoz logs, traces, metrics, alerts, dashboards, and service telemetry through its official MCP server.
Example connects to a hosted endpoint.
Read installation guide →Bring Snyk code, dependency, container, infrastructure, and related security scans into a local MCP workflow.
Example starts a local process.
Read installation guide →Inspect dependency risk and package metadata using Socket’s hosted or local MCP server.
Example connects to a hosted endpoint.
Read installation guide →Connect AI payment workflows to SumUp using its MCP server and supporting AI toolkit.
Example starts a local process.
Read installation guide →Use W&B and Weave skills for experiment analysis, model training workflows, agent tracing, and evaluations.
Build Zoom integrations with official skills covering APIs, SDKs, OAuth, webhooks, chat, and MCP workflows.
Use Contentful’s official guidance for API selection, Next.js integration, content migrations, custom apps, and personalization.
Use Convex’s own workflows to start projects, configure authentication, build reusable components, plan migrations, and investigate performance.
Build Databricks apps, jobs, pipelines, Lakebase integrations, model-serving workflows, and automation bundles with engineering-owned agent skills.
Build DatoCMS integrations with guidance for content modeling, GraphQL, Structured Text, migrations, frontend previews, and dashboard plugins.
Bring dbt-authored workflows for analytics engineering, testing, semantic models, dbt Mesh, platform operations, and migration into your coding agent.
Build speech, transcription, conversational voice agents, sound effects, music, voice transformation, and dubbing workflows with ElevenLabs skills.
Use Mozilla’s MCP server to browse with Firefox and inspect page snapshots, network requests, console messages, and developer tooling.
Example starts a local process.
Read installation guide →Build agents with LangChain, LangGraph, and Deep Agents using the framework publisher’s setup, architecture, persistence, RAG, and evaluation guidance.
Inspect LLM application traces, build evaluation datasets, create evaluators, and work with LangSmith custom apps using publisher-authored skills.
Build, test, simulate, and operate voice agents with LiveKit’s skills for its Agents SDK, live documentation, and development tools.
Build embedded analytics applications with Luzmo guidance for dashboards, custom charts, AI queries, theming, and tenant isolation.
Use MongoDB’s official skills for query writing, schema design, query optimization, Atlas Search, and Vector Search.
Apply Payload’s TypeScript-first development guidance to collections, fields, hooks, access control, queries, and plugins.
Review PlanetScale database configuration and query behavior, produce evidence-backed recommendations, and prepare reviewable schema changes.
Add PostHog’s official integration and feature-flag skills to your coding assistant for analytics, error tracking, and LLM analytics workflows.
Use Pydantic’s plugins and standalone skills for data validation, Pydantic AI agents, Logfire instrumentation, telemetry queries, and evaluations.
Install Railway’s use-railway skill and plugin integration, with hosted MCP access for Railway account workflows.
Apply Redis’s own guidance to data structures, connection handling, search, semantic caching, clustering, security, and observability.
Build email integrations with Resend’s skills for its API, agent inboxes, terminal workflows, React Email, and email delivery practices.
Plan in-app purchase integrations and RevenueCat project workflows with official cross-platform skills and optional authenticated MCP access.
Create images, game assets, textures, video, audio, and consistent characters with Scenario’s skills and its MCP server.
Connect your coding agent to Snowflake’s Cortex Code workflows for SQL, data governance, dynamic tables, machine learning, and warehouse operations.
Build durable background tasks, AI chat agents, workflows, and realtime application interfaces with Trigger.dev’s own skills.
Develop with Turso’s embedded database and cloud platform using its own guidance for vector search, full-text search, sync, transactions, and SDKs.
Use Upstash’s SDK instruction packs for Redis, QStash, Workflow, Vector, Search, rate limiting, and storage integrations.
Use Adyen’s alpha MCP server to inspect payment methods and sessions, create payment links, and work with merchant webhook configuration.
Example starts a local process.
Read installation guide →Connect to Alibaba Cloud Yunxiao for repository, merge-request, work-item, pipeline and organization workflows.
Example connects to a hosted endpoint.
Read installation guide →Expose read-only Apache Doris capabilities through a server with domain discovery, explicit authorization, and bounded query results.
Example starts a local process.
Read installation guide →Query Apache IoTDB time-series data using Tree Model or Table Model SQL and inspect the permission requirements for database actions.
Example starts a local process.
Read installation guide →Inspect and manage ConfigCat feature flags, environments, products and permissions, with SDK documentation available in the same MCP connection.
Example starts a local process.
Read installation guide →Explore Capella or self-managed Couchbase clusters, inspect document schemas, and run SQL++ queries with Couchbase’s own MCP server.
Example starts a local process.
Read installation guide →Search Docker Hub images and inspect repositories and tags with Docker’s own MCP integration.
Example starts a local process.
Read installation guide →Convert documents to structured Docling formats, build new documents, and reuse cached document results through Docling’s MCP service.
Example starts a local process.
Read installation guide →Inspect Gitee repositories, issues, pull requests and notifications through the official hosted MCP endpoint or local server.
Example connects to a hosted endpoint.
Read installation guide →Run distributed network measurements through Globalping’s official hosted MCP service and compare connectivity across locations.
Example connects to a hosted endpoint.
Read installation guide →Analyze metrics, logs and traces in GreptimeDB with SQL, PromQL-compatible TQL, and time-window aggregation tools.
Example starts a local process.
Read installation guide →Use Hostinger’s official remote MCP endpoint to discover hosting operations and manage account resources through an authorized session.
Example connects to a hosted endpoint.
Read installation guide →Connect to Hugging Face Hub tools and selected Spaces through the official hosted MCP endpoint, with account-specific tool configuration.
Example connects to a hosted endpoint.
Read installation guide →Investigate IBM Instana infrastructure, applications and events through a locally run MCP server with selectable tool categories.
Example starts a local process.
Read installation guide →Find Icons8 assets from your coding agent, browse icon styles and categories, and retrieve PNG or plan-dependent SVG results.
Example connects to a hosted endpoint.
Read installation guide →Connect to Infobip’s remote MCP services for messaging, delivery reporting, authentication and customer-data workflows.
Example connects to a hosted endpoint.
Read installation guide →Translate with Lara using language detection, contextual guidance, translation memories and glossaries from the official Translated MCP server.
Example starts a local process.
Read installation guide →Give a coding agent Laravel application context, database inspection and ecosystem documentation through Laravel’s official Boost development tools.
Example starts a local process.
Read installation guide →Search, summarize, create and edit Lucid diagrams through Lucid’s hosted MCP connection with OAuth sign-in.
Example connects to a hosted endpoint.
Read installation guide →Connect to Mailtrap for email sandbox testing, transactional and bulk delivery, and account email workflows.
Example starts a local process.
Read installation guide →Search MDN web-platform documentation and browser compatibility information through Mozilla’s experimental remote MCP server.
Example connects to a hosted endpoint.
Read installation guide →Connect an MCP client to Milvus for vector search, collection inspection, and vector-database operations.
Example starts a local process.
Read installation guide →Search the web and fetch pages through Parallel’s hosted MCP server, with a keyless connection documented for coding agents.
Example connects to a hosted endpoint.
Read installation guide →Inspect Razorpay payments, orders and settlements, and manage payment links through Razorpay’s official remote MCP service.
Example connects to a hosted endpoint.
Read installation guide →Query search-engine results through SerpApi’s official remote MCP endpoint, with engine-specific parameters and structured responses.
Example connects to a hosted endpoint.
Read installation guide →Connect to Square’s hosted OAuth MCP server for Square API workflows; the official repository also documents a local sandbox configuration.
Example connects to a hosted endpoint.
Read installation guide →Explore StarRocks databases, run SQL, inspect query performance, and turn analytical query results into charts.
Example starts a local process.
Read installation guide →Connect AI clients to Teradata for data exploration, profiling, semantic layers, analytics, and database administration.
Example starts a local process.
Read installation guide →Connect directly to Trello’s official cloud MCP server to search boards and cards, manage checklists, and organize workspace tasks.
Example connects to a hosted endpoint.
Read installation guide →Query VictoriaMetrics metrics and time series, inspect alerts and cardinality, and search the embedded product documentation.
Example starts a local process.
Read installation guide →Connect AI clients to Webflow’s Data API for site and CMS workflows using the official hosted MCP server or a local token-based server.
Example connects to a hosted endpoint.
Read installation guide →Build editable Whimsical flowcharts, wireframes and docs, or search and update existing workspace content through the official hosted server.
Example connects to a hosted endpoint.
Read installation guide →Connect directly to Xata’s hosted MCP endpoint from an MCP client without running a local server.
Example connects to a hosted endpoint.
Read installation guide →Connect to You.com’s hosted search and content tools through its official stdio bridge, with keyless and API-key profiles documented separately.
Example connects to a hosted endpoint.
Read installation guide →Inspect ZenML pipeline runs, artifacts, stacks and model-registry resources through a server with compact resource tools and configurable write policy.
Example starts a local process.
Read installation guide →The .NET team’s portable skills and agent plugins cover .NET development, testing, diagnostics, packages, builds, and upgrades.
Connect an assistant to Aiven projects, PostgreSQL, Kafka, and service integrations using the vendor-hosted MCP endpoint.
Algolia’s skills connect search implementation guidance with MCP analytics, CLI operations, InstantSearch, and Crawler workflows.
Android’s modular instructions help coding agents handle workflows grounded in official Android development guidance.
Inspect applications, users, logs, and Actions in an Auth0 tenant through the vendor’s MCP integration.
Use Brave’s maintained server for web, news, image, video, local-place, and LLM-context searches.
Browserbase’s skill bundle guides browser automation, traces, UI testing, and hosted browser functions using its browse CLI.
Discover and use BrowserStack testing capabilities for browser, mobile, accessibility, test management, and load-testing workflows.
Builder.io’s composable agent skills support visual plans, local app editing, review workflows, and agent-native tools.
Connect your AI client to a running Burp Suite instance through PortSwigger’s MCP extension and packaged stdio proxy.
Inspect Kafka, Flink SQL, Schema Registry, and connectors across Confluent Cloud and self-managed deployments.
Manage Contentful entries, assets, content models, and publishing workflows with the vendor’s MCP server.
Elastic’s skills guide Elasticsearch APIs, Kibana content, observability, security, and Agent Builder workflows.
Discover Fastly API methods, inspect their documentation, and execute focused API tasks through a compact MCP tool surface.
Google’s Gemini skills guide API, SDK, model, function-calling, and realtime interaction workflows.
Connect an assistant to local Git operations, Git hosting, Jira, and GitKraken work-item workflows.
Query advertising accounts with Google’s own Google Ads MCP server and inspect API resource metadata before writing reporting queries.
Google’s product-specific skills help agents follow documented Cloud, AI, and developer workflows.
Inspect GA4 properties and run traffic, funnel, and realtime reports through Google’s experimental Analytics MCP server.
Give an MCP client access to gcloud commands through Google’s official Cloud SDK integration.
Google DeepMind’s structured skills support genomics, structural biology, cheminformatics, and literature-research workflows.
GSAP’s official skills teach coding agents timelines, ScrollTrigger, plugins, framework integration, and animation performance.
Use Hex-Rays’ official MCP integration for IDA GUI and headless analysis sessions.
Use LaunchDarkly’s self-managed MCP server for flag, environment, audit-log, and AI Config workflows, including EU and Federal instances.
Combine geocoding, route planning, map rendering, and geospatial calculations through Mapbox’s hosted MCP server.
NVIDIA’s product skills guide optimization, physical-AI, data, and model workflows with product-specific instructions.
Prisma’s skills guide ORM setup, client queries, migrations, driver adapters, upgrades, and Compute deployment.
Inspect Render services, deployment events, logs, metrics, and Postgres resources from your AI client.
Fetch current Svelte documentation, inspect generated components, and create runnable playground links with the official Svelte MCP server.
Manage Turso organizations, databases, groups, and SQL through a hosted MCP service with browser sign-in.
WordPress contributor-reviewed skills guide block, theme, plugin, REST API, performance, and local-development workflows.
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We matched repository identities against the existing directory, read author README files and linked official guides, and checked GitHub repository activity and star snapshots. Selected servers also have linked records from the official MCP Registry.
Archived, deprecated, duplicate, and inactive candidates were excluded. No third-party server was installed or executed during review. Each guide separates author-documented capabilities from suggested prompts.