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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"App element selection for context" matching MCP servers:
- AlicenseAqualityBmaintenanceMCP server providing lossless file reads with deduplication, per-repo token metering, and HMAC-signed context receipts. Enables auditable, vendor-neutral measurement of what an AI agent saw.68172MIT
- AlicenseAqualityAmaintenanceAggregator MCP proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery, and compresses large tool outputs (HTML→Markdown, JSON summarization) with full-output retrieval via read_more and a per-session token-savings report.43701MIT
- AlicenseAqualityBmaintenanceAn orchestrator MCP server that takes a plain-language app description and guides agents through a full workflow from intake to deployment, including design, audit, and maintenance.32125MIT
- AlicenseCqualityCmaintenanceExposes a support-desk application through MCP tools and resources with populate/snapshot/restore hooks for reproducible RL training episodes.8MIT
- Alicense-qualityDmaintenanceMCP proxy that reduces context usage through semantic tool routing, enabling on-demand discovery and routing of relevant tools.MIT
- Alicense-qualityCmaintenanceThis MCP server provides tools to manage, score, compress, and prune AI agent conversation context, helping keep agents focused and reduce token costs. It is a free, local, pure Python solution for any MCP client.MIT
- Alicense-qualityCmaintenanceProvides MCP tools to profile and optimize LLM conversation context, identifying token waste and applying deterministic fixes to reduce context window usage.MIT
- Alicense-qualityBmaintenanceReduces token consumption for AI coding agents by 50-70% through intelligent code context filtering, Git delta tracking, and local SQLite/Tree-sitter indexing.167MIT
- Alicense-qualityBmaintenanceAutomatically captures project state on git commits, detects context drift, and delivers structured token-budgeted briefings to AI agents, ensuring project continuity without manual effort.1452MIT
- Alicense-qualityAmaintenanceProvides context-aware skill selection for AI agents, reducing token usage by 85-98% and improving accuracy through semantic retrieval, session memory, and feedback learning.MIT
- Alicense-qualityAmaintenanceAn event-driven MCP server that enables agents to share context streams, publish and subscribe to events, manage tasks, and follow protocols, keeping a fleet of agents mutually context-aware in real time.1MIT
- Flicense-qualityCmaintenanceProvides persistent memory, identity, and context for Claude sessions through a memory graph, enabling recall, storage, and relationship management of entities and decisions.
- AlicenseAqualityBmaintenanceA reusable MCP server providing shared, versioned context across AI agents and devices via a private GitHub workspace, with tools to discover projects, bootstrap, query, and close out task state.42MIT
- FlicenseBqualityBmaintenanceProduction-oriented MCP gateway for managing Codex through a persistent codex app-server process, supporting threads, autonomous goals, approvals, and HTTP/stdio transports.20
- Flicense-qualityDmaintenanceExposes Coze workflows as MCP tools, allowing AI clients to discover and execute workflows from a specified Coze workspace. It provides a simple way to integrate external skills into platforms like OpenClaw without needing local environment configurations.98
- Flicense-qualityDmaintenanceAn MCP server implementation that maximizes Gemini's 2M token context window with tools for efficient context management and caching across multiple AI client applications.29
- AlicenseBqualityCmaintenanceA Model Context Protocol server implementation that enables AI assistants to interact with Slack workspaces, allowing them to browse channels, send messages, reply to threads, add reactions, and retrieve user information.962Apache 2.0
- AlicenseBqualityDmaintenanceA secure server that enables AI agents to access 2FA codes and passwords from the Authenticator App, allowing them to assist with automated login processes while maintaining security.32742MIT
- Alicense-qualityDmaintenanceA Model Context Protocol server implementation that allows AI models to interact with and manage Spinnaker deployments, pipelines, and applications through a standardized interface.161MIT