{"kind":"mcp-servers","reviewedAt":"2026-09-22","sourceCount":372,"publisherCount":73,"discoverySources":[{"title":"Official MCP Registry","url":"https://registry.modelcontextprotocol.io/","note":"Discovery and package/remote identities; listing is not a quality or security endorsement.","checkedAt":"2026-09-21"},{"title":"MCP reference server repository","url":"https://github.com/modelcontextprotocol/servers","note":"Reference-server and archived-server lifecycle cross-check; educational reference implementations were not assumed production-ready.","checkedAt":"2026-09-21"},{"title":"Awesome MCP Servers","url":"https://github.com/punkpeye/awesome-mcp-servers","note":"Independent discovery only; badges and self-reported performance claims are not adopted.","checkedAt":"2026-09-21"},{"title":"npm package registry","url":"https://registry.npmjs.org/","note":"Public package manifests cross-checked package identity; download counts were not used as quality evidence.","checkedAt":"2026-09-21"},{"title":"Python Package Index","url":"https://pypi.org/","note":"Public package metadata supplements publisher source manifests; no package was installed.","checkedAt":"2026-09-21"},{"title":"crates.io","url":"https://crates.io/","note":"Rust package metadata cross-checks the selected package identities; no binaries were installed or run.","checkedAt":"2026-09-21"},{"title":"Publisher-maintained repositories and official service documentation","url":"https://github.com/github/github-mcp-server","note":"Each candidate was resolved to its publisher sources; record-level citations and receipts contain the exact reviewed paths/revisions.","checkedAt":"2026-09-21"},{"title":"Publisher-source expansion review","url":"https://github.com/ChromeDevTools/chrome-devtools-mcp","checkedAt":"2026-09-21"},{"title":"Hugging Face official MCP guide","url":"https://huggingface.co/docs/hub/agents-mcp","checkedAt":"2026-09-21"},{"title":"Slack official MCP guide","url":"https://docs.slack.dev/ai/slack-mcp-server/","checkedAt":"2026-09-21"},{"title":"Svelte primary source","url":"https://github.com/sveltejs/ai-tools","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"Google Analytics primary source","url":"https://github.com/googleanalytics/google-analytics-mcp","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"Angular primary source","url":"https://github.com/angular/angular-cli","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"Firebase primary source","url":"https://github.com/firebase/firebase-tools","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"Salesforce primary source","url":"https://github.com/salesforcecli/mcp","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"Perplexity primary source","url":"https://github.com/perplexityai/modelcontextprotocol","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"PagerDuty primary source","url":"https://support.pagerduty.com/main/docs/pagerduty-mcp-server","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"Asana primary source","url":"https://developers.asana.com/docs/integrating-with-asanas-mcp-server","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."},{"title":"Canva primary source","url":"https://www.canva.dev/docs/apps/mcp/","checkedAt":"2026-09-22","note":"Direct source screening; popularity was not treated as evidence of quality."}],"excluded":[{"name":"Archived MCP reference integrations","id":"archived-reference-servers","reason":"The official repository marks the old GitHub, PostgreSQL, Brave, Redis, Sentry and other reference integrations archived. They are not selected as current product integrations.","sourceUrl":"https://github.com/modelcontextprotocol/servers#archived"},{"name":"Reference implementations as production endorsements","id":"reference-production-assumption","reason":"The maintained reference repository explicitly describes its examples as educational, not production-ready solutions. No safety or production-readiness endorsement is inferred.","sourceUrl":"https://github.com/modelcontextprotocol/servers"},{"id":"elastic-legacy","reason":"The standalone Elasticsearch MCP server is deprecated and receives only critical security updates; use the documented Agent Builder successor.","sourceUrl":"https://github.com/elastic/mcp-server-elasticsearch/blob/9e64b842f22269eb214793e1a4885128dc4a8fd8/README.md"},{"id":"snowflake-legacy","reason":"Snowflake-Labs/mcp is explicitly deprecated and no longer maintained; the current service is Snowflake-managed MCP.","sourceUrl":"https://github.com/Snowflake-Labs/mcp/blob/662cb486395d79ab1ad0b3538f933fe6a686ce7c/README.md"},{"id":"notion-legacy","reason":"The official setup guide says the older notion-mcp-server adapter is no longer actively maintained; it is not the hosted OAuth service.","sourceUrl":"https://developers.notion.com/guides/mcp/get-started-with-mcp"},{"id":"generic-gateways","reason":"Discovery also found generic Rust gateways and unrestricted shell/file proxies. They were not selected merely to increase language or server counts.","sourceUrl":"https://registry.modelcontextprotocol.io/"},{"id":"semgrep-standalone","name":"Legacy standalone Semgrep MCP repository","reason":"The publisher archived this standalone repository and moved MCP development into the main Semgrep CLI. Its old package/install instructions were not selected; this is not a finding that the current Semgrep MCP implementation is retired.","sourceUrl":"https://github.com/semgrep/mcp/blob/cade782501e611373844696edc2ceef31eb7e1f7/README.md"},{"id":"weaviate-standalone","name":"Deprecated standalone Weaviate MCP","reason":"The publisher marks the standalone implementation deprecated and no longer maintained. The selected Weaviate record covers the current built-in database endpoint.","sourceUrl":"https://github.com/weaviate/mcp-server-weaviate"},{"id":"rustfs-stale-mcp-setup","name":"RustFS MCP setup with missing source target","reason":"Current official documentation warns that rustfs-mcp is no longer in the main repository and its shown build commands may fail. A current implementation and reproducible setup were not established in this review.","sourceUrl":"https://docs.rustfs.com/en/developer/mcp"}],"records":[{"id":"agent-spreadsheet-mcp","name":"Agent Spreadsheet MCP","publisher":"PSU3D0","category":"Spreadsheet automation","tags":["spreadsheet automation","rust"],"summary":"Provides workbook inspection and structured edit/recalculation workflows through a Rust MCP server with a configured workspace root.","why":"Exposes structured workbook operations and revision-aware workflows instead of relying entirely on screen automation.","limit":"HTTP has no built-in authentication and binds to loopback by default; keep it local or add an appropriate access layer.","compatibility":["An MCP client supporting stdio, Streamable HTTP.","A Rust toolchain for the source-build command and access to the intended workbook directory.","Configuration example follows the documented local mcpServers form; replace the example workspace path."],"language":["Rust"],"transports":["stdio","Streamable HTTP"],"license":"Apache-2.0","access":"Spreadsheet automation / Configured credentials or local access","cost":"Local compute/storage and any required spreadsheet backend apply.","command":"cargo install agent-spreadsheet-mcp","installUrl":"https://github.com/PSU3D0/spreadsheet-mcp/blob/9cc6c5032184b626e784ec20cdfb39ab5c6438f5/README.md","sourceUrl":"https://github.com/PSU3D0/agent-spreadsheet","reviewedAt":"2026-09-21","sourceCount":8,"download":false,"hasConfig":true},{"id":"angular","name":"Angular CLI MCP","publisher":"Angular","category":"Framework development","tags":["angular","workspace","build","testing"],"summary":"Angular CLI tools for workspace discovery, framework guidance and explicitly permitted build or test operations.","why":"Keeps workspace discovery and framework-specific guidance close to the CLI that owns the project.","limit":"The read-only and local-only flags filter registered tools; neither is an operating-system sandbox or a restriction on the host’s other tools.","compatibility":["Antigravity","Cursor","VS Code","JetBrains AI"],"language":["TypeScript"],"transports":["stdio"],"license":"MIT","access":"Local workspace tools; read-only mode available","cost":"MIT-licensed Angular CLI; agent usage, project tooling and any target’s infrastructure charges remain separate.","command":"npx -y @angular/cli mcp --read-only","installUrl":"https://angular.dev/ai/mcp","sourceUrl":"https://angular.dev/ai/mcp","reviewedAt":"2026-09-22","sourceCount":7,"download":false,"hasConfig":false},{"id":"asana","name":"Asana MCP V2","publisher":"Asana","category":"Planning and collaboration","tags":["asana","tasks","projects","oauth","collaboration"],"summary":"Asana’s current workspace-scoped MCP connection for task, project and portfolio workflows.","why":"Uses the current V2 endpoint and registered OAuth app flow, with a session tied to the selected workspace.","limit":"Standard write tools execute immediately; a confirmation interface exists only for supported interactive tools and hosts.","compatibility":["ChatGPT","Claude","Remote MCP clients"],"language":[],"transports":["Streamable HTTP"],"license":"Not established","access":"Hosted account connection","cost":"Hosted service under Asana account and feature entitlements; some advanced search capabilities depend on the plan. Client/model usage is separate.","command":null,"installUrl":"https://developers.asana.com/docs/integrating-with-asanas-mcp-server","sourceUrl":"https://developers.asana.com/docs/integrating-with-asanas-mcp-server","reviewedAt":"2026-09-22","sourceCount":3,"download":false,"hasConfig":false},{"id":"atlassian","name":"Atlassian Rovo MCP","publisher":"Atlassian","category":"Team collaboration","tags":["team collaboration","remote"],"summary":"Searches connected Atlassian work and lets an authorized client create or update work items and pages through the current Rovo MCP endpoint.","why":"Connects Jira and Confluence work with related Atlassian context in a single documented service.","limit":"Actions use the authenticated user’s existing access across connected products.","compatibility":["A client supporting the documented remote transport and authentication flow.","Configuration example follows the documented Claude Desktop form; use client-specific instructions elsewhere."],"language":[],"transports":["Streamable HTTP"],"license":"Not established","access":"Remote service / documented account access","cost":"Atlassian product entitlements and shared Rovo-credit usage apply.","command":null,"installUrl":"https://support.atlassian.com/atlassian-ai-gateway/docs/get-started-with-the-atlassian-remote-mcp-server/","sourceUrl":"https://support.atlassian.com/atlassian-ai-gateway/docs/get-started-with-the-atlassian-remote-mcp-server/","reviewedAt":"2026-09-21","sourceCount":2,"download":false,"hasConfig":true},{"id":"atuin","name":"Atuin MCP","publisher":"Atuin","category":"Workspace knowledge","tags":["shell history","terminal output","local","read-only tools"],"summary":"Let an agent search your shell history and retrieve captured command output without executing those commands.","why":"History results connect a command with its directory, exit status and a reusable history identifier.","limit":"Shell history and terminal output can contain sensitive data; local storage does not stop the MCP client from sending results to a model provider.","compatibility":["Claude Code","Cursor","Claude Desktop"],"language":["Rust"],"transports":["stdio"],"license":"MIT","access":"Local process","cost":"Runs on your machine; hosting and any connected model client are separate costs.","command":"claude mcp add atuin -- atuin mcp","installUrl":"https://raw.githubusercontent.com/atuinsh/atuin/12eb0279ca28bffe74bc1bd242451b613d8298ab/docs/docs/ai/mcp.md","sourceUrl":"https://raw.githubusercontent.com/atuinsh/atuin/12eb0279ca28bffe74bc1bd242451b613d8298ab/docs/docs/ai/mcp.md","reviewedAt":"2026-09-21","sourceCount":4,"download":false,"hasConfig":true},{"id":"aws-iac","name":"AWS IaC MCP Server","publisher":"AWS Labs","category":"Infrastructure validation","tags":["infrastructure validation","python"],"summary":"Validates CloudFormation templates, retrieves CDK/CloudFormation guidance and investigates failed deployments.","why":"Combines template validation and compliance checks with source documentation for the same infrastructure workflow.","limit":"Validation and compliance results do not certify a template or deployment as safe.","compatibility":["An MCP client supporting stdio.","uv/Python; AWS credentials for tools that inspect account resources."],"language":["Python"],"transports":["stdio"],"license":"Apache-2.0","access":"Infrastructure validation / Configured credentials or local access","cost":"Local execution and any AWS API or underlying service usage apply.","command":"uvx awslabs.aws-iac-mcp-server@latest","installUrl":"https://github.com/awslabs/mcp/blob/2773b69a20d19b4bded4bb272a191466c3399a30/src/aws-iac-mcp-server/README.md","sourceUrl":"https://github.com/awslabs/mcp","reviewedAt":"2026-09-21","sourceCount":4,"download":false,"hasConfig":false},{"id":"aws-knowledge","name":"AWS Knowledge MCP","publisher":"Amazon Web Services","category":"Documentation search","tags":["documentation search","remote"],"summary":"Retrieves official AWS documentation, regional availability and task guidance without granting access to an AWS account.","why":"Keeps documentation retrieval separate from credentialed AWS control-plane tools.","limit":"The service is rate-limited and needs network access.","compatibility":["A client supporting the documented remote transport and authentication flow.","Configuration example is specifically the documented Kiro CLI form."],"language":[],"transports":["Streamable HTTP"],"license":"Not established","access":"Public hosted knowledge / no AWS account","cost":"No account is required for the documented endpoint; rate limits and AWS site terms apply.","command":null,"installUrl":"https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server","sourceUrl":"https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server","reviewedAt":"2026-09-21","sourceCount":1,"download":false,"hasConfig":true},{"id":"azure","name":"Azure MCP Server","publisher":"Microsoft","category":"Cloud operations","tags":["cloud operations","c#"],"summary":"Brings Azure service tools into one MCP server, with namespace selection and a read-only option for scoped use.","why":"Provides Azure-specific operations through one maintained implementation rather than unrelated adapters.","limit":"The documented default readOnly setting is false; enabled tools can create or change cloud resources.","compatibility":["An MCP client supporting stdio.","Node.js for the launcher and an Azure identity with appropriate RBAC permissions."],"language":["C#"],"transports":["stdio"],"license":"MIT","access":"Cloud operations / Configured credentials or local access","cost":"Azure resources and service usage determine cost.","command":"npx -y @azure/mcp@latest server start","installUrl":"https://github.com/microsoft/mcp/blob/a330b69999fe0e813bf03eeaf5e004967692410d/servers/Azure.Mcp.Server/README.md","sourceUrl":"https://github.com/microsoft/mcp","reviewedAt":"2026-09-21","sourceCount":5,"download":false,"hasConfig":false},{"id":"brave","name":"Brave Search MCP","publisher":"Brave","category":"Web search","tags":["web search","typescript"],"summary":"Provides web, news, image, video and place search using the Brave Search API.","why":"A publisher-maintained replacement for the archived reference Brave adapter.","limit":"Search queries are sent to Brave and API account limits apply.","compatibility":["An MCP client supporting stdio, Streamable HTTP.","Node.js and a Brave Search API account/key."],"language":["TypeScript"],"transports":["stdio","Streamable HTTP"],"license":"MIT","access":"Web search / Configured credentials or local access","cost":"Brave Search API plan and usage determine cost.","command":"npx -y @brave/brave-search-mcp-server --transport stdio","installUrl":"https://github.com/brave/brave-search-mcp-server/blob/a75d7eff34c260c7bba3bdc0163fd6982c34e370/README.md","sourceUrl":"https://github.com/brave/brave-search-mcp-server","reviewedAt":"2026-09-21","sourceCount":6,"download":false,"hasConfig":false},{"id":"canva","name":"Canva MCP","publisher":"Canva","category":"Design and content","tags":["canva","design","assets","content","oauth"],"summary":"A hosted connection for authorized Canva design discovery, creation, editing and export workflows.","why":"Connects design operations to existing Canva accounts and asset permissions rather than claiming unrestricted access to brand content.","limit":"Per-user authorization and existing design permissions apply. Some design, resize, brand or autofill features depend on the user’s plan and organization setup.","compatibility":["ChatGPT","Claude","Remote MCP clients"],"language":[],"transports":["Streamable HTTP"],"license":"Not established","access":"Hosted account connection","cost":"Hosted service under Canva account, feature and credit terms; the connector does not make paid design features universally available. Assistant usage is separate.","command":null,"installUrl":"https://www.canva.dev/docs/apps/mcp/","sourceUrl":"https://www.canva.dev/docs/apps/mcp/","reviewedAt":"2026-09-22","sourceCount":4,"download":false,"hasConfig":false},{"id":"chroma","name":"Chroma MCP","publisher":"Chroma","category":"Vector data management","tags":["vector data management","python"],"summary":"Lets an assistant create and query Chroma collections through local, HTTP or Chroma Cloud database connections.","why":"Documents collection and document operations rather than claiming retrieval alone.","limit":"The default client is ephemeral; persistence requires explicit configuration.","compatibility":["An MCP client supporting stdio.","uv/Python; database connection details and embedding-provider credentials when required."],"language":["Python"],"transports":["stdio"],"license":"Apache-2.0","access":"Vector data management / Configured credentials or local access","cost":"Local compute or Chroma Cloud usage and any external embedding service determine cost.","command":"uvx chroma-mcp","installUrl":"https://github.com/chroma-core/chroma-mcp/blob/98ff67589bdcc31b730a5415ff9529433f949077/README.md","sourceUrl":"https://github.com/chroma-core/chroma-mcp","reviewedAt":"2026-09-21","sourceCount":4,"download":false,"hasConfig":false},{"id":"chrome-devtools","name":"Chrome DevTools MCP","publisher":"Google / Chrome DevTools","category":"Browser diagnostics","tags":["chrome","performance","network","console","debugging"],"summary":"Records browser performance traces and inspects live page, console and network behavior from an MCP client.","why":"Adds live performance tracing and diagnostic insights alongside browser automation, complementing the separate Playwright and Perfetto selections.","limit":"The connected assistant can inspect and modify browser content. The documented default uses a persistent browser profile; use --isolated when launching Chrome with a temporary profile and avoid unrelated sensitive sessions.","compatibility":["MCP clients that can launch a local stdio process; the example uses the documented mcpServers schema.","Google Chrome or Chrome for Testing with the documented Node.js and npm requirements."],"language":["TypeScript"],"transports":["stdio"],"license":"Apache-2.0","access":"Local browser control","cost":"Repository source is Apache-2.0 licensed. The MCP client, model service and local computing resources are separate.","command":"npx -y chrome-devtools-mcp@latest","installUrl":"https://github.com/ChromeDevTools/chrome-devtools-mcp/blob/d5b4daf511731bacd5e1d1c45254e7fced2c9a34/README.md","sourceUrl":"https://github.com/ChromeDevTools/chrome-devtools-mcp","reviewedAt":"2026-09-21","sourceCount":7,"download":false,"hasConfig":true},{"id":"clickhouse","name":"ClickHouse MCP Server","publisher":"ClickHouse","category":"Analytics databases","tags":["analytics databases","python"],"summary":"Queries ClickHouse and inspects table metadata, with read-only SQL by default and separate authentication for network transports.","why":"Documents query permissions and HTTP caller authentication separately.","limit":"Read-only queries can still consume substantial database resources.","compatibility":["An MCP client supporting stdio, SSE, Streamable HTTP.","Python/uv or the documented container runtime and a ClickHouse user."],"language":["Python"],"transports":["stdio","SSE","Streamable HTTP"],"license":"Apache-2.0","access":"Analytics databases / Configured credentials or local access","cost":"ClickHouse hosting and query compute determine cost.","command":"uv run --with mcp-clickhouse --python 3.12 mcp-clickhouse","installUrl":"https://github.com/ClickHouse/mcp-clickhouse/blob/80128445639794fa161179608c4862e9829a65fd/README.md","sourceUrl":"https://github.com/ClickHouse/mcp-clickhouse","reviewedAt":"2026-09-21","sourceCount":4,"download":false,"hasConfig":false},{"id":"cloudflare-code","name":"Cloudflare API MCP","publisher":"Cloudflare","category":"Cloud operations","tags":["cloud operations","typescript"],"summary":"Lets an assistant discover Cloudflare API endpoints and execute API calls through code, within the granted Cloudflare permissions.","why":"API discovery and execution share one source-backed workflow, including documentation lookup.","limit":"The execute tool can change Cloudflare resources; this is a broad account-control surface.","compatibility":["An MCP client supporting Streamable HTTP.","A Cloudflare account and a remote-capable MCP client.","Configuration example follows the official mcpServers form; use your client’s remote-server schema."],"language":["TypeScript"],"transports":["Streamable HTTP"],"license":"Apache-2.0","access":"Cloud operations / Remote service","cost":"Cloudflare account services and resources created or used through API calls determine cost.","command":null,"installUrl":"https://github.com/cloudflare/mcp/blob/76b19f116e53b1d6ad1c8b2c07d0d2e91a37abf1/README.md","sourceUrl":"https://github.com/cloudflare/mcp","reviewedAt":"2026-09-21","sourceCount":5,"download":false,"hasConfig":true},{"id":"cloudflare","name":"Cloudflare Documentation MCP","publisher":"Cloudflare","category":"Documentation search","tags":["documentation search","typescript"],"summary":"Searches Cloudflare documentation without granting an assistant access to a Cloudflare account.","why":"Separates documentation lookup from account-changing Cloudflare servers.","limit":"Search queries leave the client for Cloudflare’s hosted service.","compatibility":["An MCP client supporting Streamable HTTP.","A remote-capable MCP client."],"language":["TypeScript"],"transports":["Streamable HTTP"],"license":"Apache-2.0","access":"Public hosted documentation / no account grant","cost":"The documented public endpoint does not require an account; service limits and terms still apply.","command":null,"installUrl":"https://github.com/cloudflare/mcp-server-cloudflare/blob/632916d3fcc862a7832d2fe5a49e700f017c109f/apps/docs-ai-search/README.md","sourceUrl":"https://github.com/cloudflare/mcp-server-cloudflare","reviewedAt":"2026-09-21","sourceCount":5,"download":false,"hasConfig":false},{"id":"cloudinary","name":"Cloudinary Asset Management MCP","publisher":"Cloudinary","category":"Media management","tags":["images","video","assets","transformations"],"summary":"Search, upload, organize and transform Cloudinary media through its dedicated Asset Management server.","why":"Provides media-specific search, organization and transformation operations from a single reviewed endpoint.","limit":"Asset tools can upload, rename or delete media; grant access only to the intended cloud.","compatibility":["Cursor","Claude Code","Claude Desktop","Codex"],"language":[],"transports":["Streamable HTTP"],"license":"Not established","access":"Remote OAuth","cost":"Cloudinary storage, delivery and transformation usage follow the account plan; the AI client is separate.","command":null,"installUrl":"https://cloudinary.com/documentation/cloudinary_llm_mcp","sourceUrl":"https://cloudinary.com/documentation/cloudinary_llm_mcp","reviewedAt":"2026-09-21","sourceCount":1,"download":false,"hasConfig":true},{"id":"contentful","name":"Contentful MCP","publisher":"Contentful","category":"Content management","tags":["CMS","publishing","assets","content models"],"summary":"Read and manage Contentful entries, assets, content types and environments through its local MCP server.","why":"Exposes structured CMS operations rather than treating a content space as an unstructured document store.","limit":"Publishing, unpublishing, deletion and environment operations are available; the server is not an editorial approval system.","compatibility":["Claude Desktop","Cursor","VS Code"],"language":["TypeScript"],"transports":["stdio"],"license":"MIT","access":"Local process with Contentful Management API token","cost":"Contentful plan, API/asset usage and any AI actions follow your account terms; the connected client is separate.","command":"npx -y @contentful/mcp-server","installUrl":"https://raw.githubusercontent.com/contentful/contentful-mcp-server/36965e9a96894d88d765a3f980100922f33cd979/packages/mcp-server/README.md","sourceUrl":"https://raw.githubusercontent.com/contentful/contentful-mcp-server/36965e9a96894d88d765a3f980100922f33cd979/packages/mcp-server/README.md","reviewedAt":"2026-09-21","sourceCount":6,"download":false,"hasConfig":false},{"id":"context7","name":"Context7 MCP","publisher":"Upstash","category":"Developer documentation","tags":["documentation","libraries","retrieval"],"summary":"Resolves a library identity and retrieves documentation relevant to a specific coding question through Context7's hosted index.","why":"Separates library identification from documentation retrieval, making the selected upstream library visible before an answer is assembled.","limit":"Documentation projects are community-contributed; the publisher does not guarantee their accuracy, completeness or security.","compatibility":["Remote HTTP MCP clients with the authentication configuration described in their client guide.","Node.js for the documented setup CLI/local adapter path."],"language":["TypeScript"],"transports":["stdio","Streamable HTTP"],"license":"MIT","access":"Hosted documentation queries","cost":"Hosted access is subject to Context7 account and usage limits; 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Docker Hub credentials only for private or management operations."],"language":["TypeScript"],"transports":["stdio","Streamable HTTP"],"license":"Apache-2.0","access":"Container discovery / Configured credentials or local access","cost":"Docker Hub account entitlements and API/service limits apply.","command":null,"installUrl":"https://github.com/docker/hub-mcp/blob/4c01b635d5239192e5d1b5e0f659a6d224a44ab6/README.md","sourceUrl":"https://github.com/docker/hub-mcp","reviewedAt":"2026-09-21","sourceCount":5,"download":false,"hasConfig":false},{"id":"motherduck","name":"DuckDB / MotherDuck Local MCP","publisher":"MotherDuck","category":"Local analytics","tags":["local analytics","python"],"summary":"Runs analytical SQL against a chosen DuckDB file or MotherDuck connection from a local MCP process.","why":"Documents file, in-memory and MotherDuck modes separately, including their different write behavior.","limit":"Read-only mode is not a filesystem sandbox and does not block every sensitive DuckDB operation.","compatibility":["An MCP client supporting stdio, Streamable HTTP.","uv/Python and a DuckDB file, or a MotherDuck account with an appropriate token."],"language":["Python"],"transports":["stdio","Streamable HTTP"],"license":"MIT","access":"Local analytics / Configured credentials or local access","cost":"Local compute or MotherDuck query/storage usage determines cost.","command":null,"installUrl":"https://github.com/motherduckdb/mcp-server-motherduck/blob/275d2e7d2ba4f5b48ce8ad3f01a9aeea8bd08616/README.md","sourceUrl":"https://github.com/motherduckdb/mcp-server-motherduck","reviewedAt":"2026-09-21","sourceCount":5,"download":false,"hasConfig":false},{"id":"elastic-agent-builder","name":"Elastic Agent Builder MCP","publisher":"Elastic","category":"Search and analytics","tags":["search and analytics","remote"],"summary":"Exposes an Elastic Agent Builder tool catalog to external MCP clients through a chosen Kibana space.","why":"Uses the documented successor to the deprecated standalone Elasticsearch MCP server.","limit":"OAuth is documented for Serverless projects; 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