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license-
qualityB
maintenanceEnables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
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"How to identify when runtime errors occur in a program" matching MCP servers:
- AlicenseAqualityDmaintenanceAn MCP server that makes AI agents speak a brief summary of every response out loud using TTS.Last updated1GPL 3.0
chuk-mcp-runtimeofficial
Alicense-qualityBmaintenanceA robust runtime for the official Model Context Protocol (MCP) that adds proxying, session management, JWT auth, persistent user storage with scopes, and progress notifications.Last updated9Apache 2.0- Alicense-qualityFmaintenancePersistent memory and pattern learning for AI coding assistants via MCP.Last updated114169MIT
- Flicense-qualityDmaintenanceSearches Reddit for answers to questions and saves Q&A sessions to Notion.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
- Alicense-qualityCmaintenanceProvides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.Last updated40MIT
- Alicense-qualityCmaintenanceEnables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and provides advanced search features like phrase matching and date filtering.Last updated1MIT
- Alicense-qualityCmaintenanceAuto-generates MCP tools from your OpenAPI spec, allowing natural language interaction with any API via configurable headers and serverless deployment.Last updated13MIT
- Alicense-qualityDmaintenanceAggregates multiple MCP services into a single unified interface with self-configuration capabilities, enabling dynamic addition and removal of tools via conversation.Last updated7569MIT
- Alicense-qualityCmaintenanceA minimal MCP server that auto-generates tools from your OpenAPI spec, optimized for Vercel.Last updated138MIT
- Alicense-qualityFmaintenanceEnables LLM agents to execute arbitrary Python code in secure, isolated sandbox environments with automatic dependency management and file handling. Each code execution runs in a fresh virtual environment that gets destroyed after completion, providing safe and reproducible Python code execution.Last updated29MIT
- Alicense-qualityFmaintenanceA standalone proxy that transforms any OpenAPI or Swagger-described REST API into an MCP server by mapping API operations to executable MCP tools. It enables AI clients to interact with existing web services through automated HTTP requests based on their official documentation.Last updated1316MIT
- Alicense-qualityBmaintenanceA language-neutral runtime for the SEP-2663 task lifecycle and io.sdar/taskExecution Provider Profile, delegating resource facts and side effects to versioned gRPC/Protobuf adapters. Implemented in strict TypeScript, it provides durable scheduling, recovery, and a full test suite for conformance.Last updated1Apache 2.0
- Alicense-qualityDmaintenanceAn MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with actions.Last updated14Apache 2.0
- Alicense-qualityDmaintenanceEnables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.Last updated1MIT
- Flicense-qualityDmaintenanceA Model Context Protocol server that converts Markdown documents to plain text with flexible options and dual protocol support.Last updated
- Flicense-qualityBmaintenanceSelf-host a realtime voice-call companion for coding agents. Exposes an MCP endpoint that agents can poll as an alternate input stream.Last updated18
- Flicense-qualityCmaintenanceEnables Claude to directly manage the Savage in a Suit website through 31 tools for pages, events, members, testimonials, podcast episodes, and site content, with all changes logged.Last updated
- AlicenseAqualityCmaintenanceConverts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.Last updated327Apache 2.0