A
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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
- Alicense-qualityBmaintenanceEnables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.4451MIT
- 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.
- AlicenseAqualityDmaintenanceAn intelligent debugging assistant that automates the debugging process by analyzing bugs, injecting HTTP-based debug logs into code across multiple environments (browser, Node.js, mobile, etc.), and iteratively fixing issues based on real-time feedback.8MIT
- 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
- AlicenseBqualityFmaintenanceA Model Context Protocol server that enables AI agents to retrieve and understand entire codebases at once, providing tools to analyze local workspaces or remote GitHub repositories.34083MIT
@pipeworx/or-dmvofficial
Alicense-qualityCmaintenanceProvides live wait times and office details for all 60 Oregon DMV field offices by scraping the ODOT website, with no authentication required.20MIT- 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-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-qualityDmaintenanceAST-aware codebase indexing with semantic search, exposed as an MCP server. Enables semantic search and file context retrieval across your codebase using natural language queries.41MIT
- Alicense-qualityFmaintenanceProvides structured access to Solana Anchor error data, enabling AI coding agents to parse logs, debug transactions, and look up error codes.7MIT
- Alicense-qualityCmaintenanceMCP server for semantic codebase navigation that builds an AST index of symbols, imports, and exports, providing AI agents with tools to search, explore, and understand code.MIT
- 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.