20 Elasticsearch alternatives
Elasticsearch: Elastic's official MCP server — explore indexes, inspect mappings, and query Elasticsearch conversationally. 20 MCP servers do similar work, most sharing Search, Logs and Observability, ranked by how much they have in common with Elasticsearch.
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by Axiom
Axiom's official MCP server — query event data with APL, read dataset schemas, and create or edit dashboards, monitors and notifiers from an agent.
Also: Logs, Observability
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by SigNoz
Query SigNoz metrics, traces, logs, alerts and dashboards in natural language — and create alerts, dashboards and saved views back, with deep links into the UI.
Also: Logs, Observability
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by ClickHouse
ClickHouse's observability MCP server — investigate logs, traces and metrics with semantic tools rather than raw SQL, hosted or self-hosted.
Also: Logs, Observability
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by Datadog
Datadog's official managed MCP server — query logs, metrics, traces, incidents and dashboards from an AI agent, inside your existing Datadog permissions.
Also: Logs, Observability
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by Splunk
Splunk's own MCP server, hosted inside your Splunk deployment, letting agents write SPL from natural language and run searches under existing RBAC.
Also: Logs, Observability
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by Dynatrace
MCP server for self-hosted Dynatrace Managed deployments — problems, vulnerabilities, entities, SLOs, logs and metrics from one or many clusters, in stdio or remote mode.
Also: Logs, Observability
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by Google
Official Google server exposing Google Cloud Observability to agents — querying logs, metrics and traces from a Google Cloud project without leaving the assistant.
Also: Logs, Observability
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by Render
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.
Also: Logs
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by Vercel
Vercel's official remote MCP server — search docs, manage projects and deployments, read build logs, and query Web Analytics.
Also: Logs
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by Meilisearch
Official MCP server for Meilisearch — create and configure indexes, add documents, run hybrid and semantic searches, and manage API keys and tasks through conversation.
Also: Search
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by Typesense
Typesense's official remote MCP server — search collections, index documents, and create, resize or clone the Typesense Cloud clusters behind them, over OAuth with per-agent permission presets.
Also: Search
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by Algolia
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.
Also: Search
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by Zilliz
Search and manage Milvus vector collections from an AI client — vector, full-text, and hybrid queries.
Also: Search
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by Pinecone
Pinecone's official MCP server — search and manage vector indexes, and query Pinecone's docs while you build.
Also: Search
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by Fireflies.ai
Fireflies.ai's official remote MCP server — 19 tools for searching meeting transcripts and summaries, pulling action items and analytics, and cutting soundbites from recorded calls.
Also: Search
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by X
X's own hosted MCP server: full-archive post search, user and timeline lookup, trends, bookmarks and article drafting, under your account's permissions.
Also: Search
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by Hugging Face
Hugging Face's official remote MCP server — search and inspect models, datasets and Spaces, browse the Hub filesystem over hf:// URIs, and turn Gradio Spaces into callable tools.
Also: Search
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by Ihor Sokoliuk
Private, self-hosted web search for AI assistants via SearXNG, with pagination, filters, and URL-to-markdown reading.
Also: Search
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by Arcmira
Remote MCP server for searching YouTube transcripts: find who said what with timestamps, mentions, sponsors and recommendations.
Also: Search
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by Kagi
Official Kagi MCP server: ad-free web, news, video and image search plus page extraction as markdown, via hosted or local setup.
Also: Search
