A
licenseA
qualityD
maintenanceContext window usage estimation for AI coding agents via MCP, enabling proactive state preservation before compaction.
1
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MIT
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"Context compression techniques and methods" matching MCP servers:
- 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.401Apache 2.0
- Alicense-qualityAmaintenanceWindows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in controls.3MIT
- Flicense-qualityDmaintenanceProvides unified project context and monitoring capabilities including project health metrics, build diagnostics, Git integration, and infrastructure validation to initialize development sessions with comprehensive project information.
- Flicense-qualityDmaintenanceA comprehensive MCP server providing advanced Redmine project analytics, web automation via Playwright, and iTunes music integration. It enables detailed tracking of sprint metrics, bug counts, and team performance through a token-optimized tool architecture.
- Flicense-qualityDmaintenanceEnables AI agents and users to manage workspace files, monitor system metrics, take persistent notes, and retrieve weather data via MCP tools and resources.
- AlicenseBqualityDmaintenanceA Model Context Protocol server that provides AI assistants with real-time data about Compresto's file compression app usage statistics, including total users, processed files, and total size reduced.371MIT
- Alicense-qualityDmaintenanceA sandboxed, read-only MCP server that safely exposes system metrics, container diagnostics, and logs to AI agents with intelligent context compression and strict security measures.MIT
- Alicense-qualityDmaintenanceA server implementing Model Coupling Protocol for HDF5 file operations, Slurm job management, hardware monitoring, and data compression.MIT
- Alicense-qualityDmaintenanceEnables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.MIT
- Flicense-qualityBmaintenanceServerless MCP connector for compressing prompts with TraceFlow metrics (tokens, cost, latency, compute, energy, carbon). Provides compression, analysis, routing, and caching tools.
- AlicenseAqualityAmaintenanceA Model Context Protocol (MCP) server that lets an AI assistant read and operate the Lumics network monitoring platform via its REST API.2355MIT
Apex Log MCP Serverofficial
AlicenseAqualityAmaintenanceAn MCP server that gives AI assistants tools to analyze Salesforce Apex debug logs for performance bottlenecks, slow methods, and governor limit usage.33017BSD 3-Clause- FlicenseAqualityDmaintenanceEnables interaction with Google Analytics 4 to manage accounts, run standard or realtime reports, and validate event parameters. It supports dual authentication methods and integrates with GTM for end-to-end data collection orchestration.8
- AlicenseAqualityAmaintenanceeBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime and Driver APIs via kernel uprobes and host events via tracepoints to build causal chains explaining GPU latency. 7 tools: get_check, get_trace_stats, get_causal_chains, get_stacks, run_demo, get_test_report, run_sql. Telegraphic compression reduces token usage ~60%. Supports stdio and HTTPS (TLS 1.3) transport.1184
- FlicenseAqualityDmaintenanceA Model Context Protocol server that enables retrieving and analyzing Sentry issues, including stacktraces and debugging information.2
- AlicenseBqualityDmaintenanceA proof-of-concept Prometheus MCP server, which likely enables Claude AI to interact with Prometheus monitoring systems through the Model Context Protocol.21MIT
- FlicenseBqualityDmaintenanceEnables management and monitoring of farm operations including field and crop tracking, livestock monitoring, equipment management, and sensor readings through a Model Context Protocol interface built with FastMCP.11
- AlicenseBqualityAmaintenanceA portable, read-only Model Context Protocol server for turning observability data into bounded evidence that AI agents can inspect safely.7Apache 2.0
- AlicenseBqualityFmaintenanceA Model Context Protocol server that enables AI assistants to query Prometheus metrics, discover available data, and analyze system performance through natural language interactions.599MIT