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"JSON File Upload, Data Vectorization, and LLM Similarity Search" matching MCP servers:
- Alicense-qualityCmaintenanceMCP server for tracking LLM costs, setting spending limits, and receiving budget alerts directly within AI editors via slash commands like /guard.Last updated101MIT
- AlicenseCqualityDmaintenanceEnables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.Last updated401Apache 2.0
- Alicense-qualityBmaintenanceRead-only MCP server for querying ClickHouse (product telemetry) and Elasticsearch (download analytics), built for Percona VISTA.Last updatedApache 2.0
- Alicense-qualityCmaintenanceMCP server that unifies real-time telemetry from industrial systems into a single queryable interface, enabling production visibility, anomaly detection, and operational insights.Last updated4MIT
- Flicense-qualityDmaintenanceEnables ingestion and full-text search of Windows application logs via MCP tools. Supports dual-backend indexing with Elasticsearch and SQLite for fast retrieval.Last updated
- AlicenseCqualityBmaintenanceProvides an MCP-native operational interface for diagnostics, explainability, regression checks, and operational memory on data-system internals like PostgreSQL and Databricks toy engines.Last updated47MIT
- Flicense-qualityBmaintenanceEnables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident reports.Last updated1
- Flicense-qualityBmaintenanceEnables secure analysis of log files by listing, summarizing, and searching for error patterns, with defenses against path traversal, symlink attacks, and data leakage.Last updated
- Alicense-qualityBmaintenanceAn MCP server that provides cost and reliability observability for LLM and agent workflows. It records model calls and allows querying and aggregating telemetry data through MCP tools.Last updatedMIT
- Alicense-qualityBmaintenanceA read-only MCP server that exposes Quickwit log search and aggregations to LLM clients, enabling natural language log investigation.Last updatedApache 2.0
- Alicense-qualityDmaintenanceProvides tools to search, query, and visualize Prometheus metrics, returning results in JSON format for AI analysis.Last updated883MIT
- Alicense-qualityCmaintenanceEnables LLM agents to perform SRE reliability calculations like error budgets and burn rates using deterministic tools, integrating with Prometheus and Loki for real data.Last updatedMIT
- Flicense-qualityDmaintenanceHandles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files.Last updated1
- Flicense-qualityBmaintenanceEnables secure interaction between LLMs and MCP tools by applying zero-trust security controls, including sensitive data masking, file system protection, and policy enforcement.Last updated
- AlicenseAqualityAmaintenanceMCP server for Kibana / Elasticsearch — log search, aggregations, index discovery, and dashboard browsing. Hits Elasticsearch REST API directly for log queries; falls back to Kibana Console proxy when no direct ES URL is configured. Supports ApiKey auth (best for agents), Basic auth, and anonymous access. All 5 tools are read-only (readOnlyHint: true). Returns structured JSON (outputSchema).Last updated5MIT
- AlicenseAqualityAmaintenanceProvides read-only access to Jaeger distributed tracing data through the Model Context Protocol. Enables Claude and other MCP-capable agents to search traces, inspect spans, and analyze service dependencies directly within conversations.Last updated121MIT
- Alicense-qualityAmaintenanceMCP server exposing rlg (RustLogs) log files as tools for on-call / SRE agent workflows. Three tools over JSON-RPC stdio — tail_log (last N events, filtered by level/target), filter_log (predicate filtering), summarize_errors (grouped error taxonomy). Pure Rust. MIT OR Apache-2.0.Last updated34Apache 2.0
- AlicenseAqualityCmaintenanceMCP server that transforms raw log query results into structured incident reports (Markdown, JSON, HTML) with correlation to git commits and tickets.Last updated5191MIT
- AlicenseAqualityAmaintenanceA read-only MCP server that enables AI assistants to search, aggregate, and explore OpenSearch log data through 12 tools for connectivity, index discovery, search, and aggregations.Last updated17MIT