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maintenanceEnables AI agents to query a beads store for issues, notes, comments, and memories, returning full verbatim content and relationship neighborhoods under an output budget.
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"A tool or assistant to explore and debug my codebase" matching MCP servers:
- Flicense-qualityBmaintenanceEnables AI agents to safely explore and diagnose remote servers by providing a read-only sandbox with controlled access to files, logs, Docker, and databases. It exposes MCP tools that allow natural-language investigation and direct command execution without write permissions.
- Flicense-qualityDmaintenanceA demonstration MCP server that exposes basic arithmetic tools (add, subtract, ping) through FastAPI and shows how to integrate them with OpenAI's tool-calling API for LLM orchestration.
- FlicenseAqualityDmaintenanceAn MCP server for dataset exploration and analysis, enabling LLM clients to perform summary, correlation, distribution, missing value analysis, data cleaning, and statistical tests directly on CSV files.3
- Flicense-qualityBmaintenanceMCP server for creating and managing looks and dashboards in campaign-explore on bigbrain.me.
- Flicense-qualityBmaintenanceMCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
- Flicense-qualityCmaintenanceA local MCP server that integrates FastMCP with OpenAI to enable natural language queries for current weather, forecasts, and currency conversion using ExchangeRate-API and Open-Meteo.
- AlicenseAqualityDmaintenanceEnables AI assistants to perform interactive Python debugging with breakpoints, step execution, and variable inspection using the Debug Adapter Protocol (DAP) through an MCP server interface.81MIT
- Alicense-qualityBmaintenanceProvides a code graph querying and visualization MCP server, enabling users to search, trace, and describe code components, overlay diffs, and explore architecture through natural language.MIT
- Alicense-qualityBmaintenanceMCP server for local codebase memory: semantic indexing, hybrid search, and clean code analysis (static + LLM) with retrievable project notes, designed to run fully local on modest hardware.MIT
- Alicense-qualityDmaintenanceEnables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting stack frames, and evaluating expressions through MCP tools.27MIT
- Alicense-qualityFmaintenanceAn open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted editing, and persistent memory without additional subscriptions.48Apache 2.0
- Alicense-qualityDmaintenanceA smart debugging agent that remembers errors, automatically diagnoses issues, and accumulates solutions for faster resolution.1MIT
- Alicense-qualityBmaintenanceEnables LLM agents to efficiently understand and navigate a codebase by providing semantic search over symbols and a reference graph, replacing expensive grep/glob calls with structured tools like definition lookup, caller/callee queries, and change-impact analysis.1MIT
- Flicense-qualityDmaintenanceEnables AI models to perform comprehensive Git repository management including cloning, file operations, branching, committing, and pushing changes via a secure FastMCP interface. It features built-in workspace isolation and rigorous input validation to ensure production-ready repository control.
- AlicenseAqualityAmaintenanceEnables systematic investigation of VMware errors and events by correlating event timelines, ranking root-cause hypotheses, and suggesting next diagnostic steps.21MIT
- AlicenseAqualityBmaintenanceA read-only MCP server that lets a Claude chat explore your local repository and answer questions about it, returning synthesized answers with file:line references.31MIT
- FlicenseAqualityDmaintenanceProvides semantic vector search over local codebases via MCP, enabling hybrid search (dense + sparse + RRF) for any MCP client like GitHub Copilot or Claude Desktop.58
- AlicenseAqualityDmaintenanceEnables AI tools to perform full-featured embedded microcontroller debugging via pyOCD and CMSIS-DAP probes, including probe management, flashing, breakpoints, register/memory access, fault analysis, and RTT communication.581MIT
- FlicenseBqualityDmaintenanceA template MCP server that provides a basic structure and configuration for building Model Context Protocol servers. Includes Docker support, environment configuration, and examples for both STDIO and SSE transport modes.1