A
licenseA
qualityB
maintenanceA black-box flight recorder for RAG retrieval inside MCP agents. Logs what chunks the model saw, scores, sources, and rankings - so you can audit, replay, and diff retrieval runs after the fact.
4
15
2
MIT
72,476 servers. Updated
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online.numbers
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ai.firmbrain
run.mcpize.pubmed-search
"Examples of online search and data retrieval services" matching MCP servers:
- AlicenseAqualityCmaintenanceProvides MCP tools to search, retrieve, and answer questions from the public Open Finance Brasil Confluence documentation using BM25-based local indexing.4MIT
- Alicense-qualityAmaintenanceProvides an online MCP overlay for Weavatrix Cloud and Enterprise, enabling sync, advisory refresh, and architecture contract pull with explicit confirmation.621MIT
- Alicense-qualityCmaintenanceEnables AI agents to search and retrieve over 89K skills on-demand at runtime, eliminating the need to manually install skills upfront.4MIT
- Flicense-qualityCmaintenanceA collection of Model Context Protocol implementations ranging from a minimal hello-world to an autonomous AI agent for software development.
- FlicenseAqualityBmaintenanceEnables AI agents to search private GitHub Pages by authenticating in a dedicated browser and retrieving indexed sections from a local SQLite database, with support for multiple sites and languages.101
- AlicenseBqualityAmaintenanceMCP server that gives AI agents direct access to Google services including Gmail, Calendar, Drive, and more, with multi-account OAuth support. Enables reading and sending email, managing calendar events, and interacting with Google files through natural language.604811MIT
- AlicenseBqualityDmaintenanceMCP Server for Git operations, agent templates, and project utilities.992MIT
- Alicense-qualityBmaintenanceA comprehensive Model Context Protocol server providing full CRUD operations for 29 QuickBooks Online entities and 11 financial reports.351Apache 2.0
- Alicense-qualityBmaintenanceA local MCP server that exposes QuickBooks Online data and actions as callable tools for AI assistants.MIT
- Alicense-qualityDmaintenanceA meta-server that aggregates multiple MCP servers into a single interface, reducing token usage by 98%+ through progressive tool discovery and direct code execution that processes data between tools without consuming context window space.1610Apache 2.0
- Alicense-qualityBmaintenanceProvides comprehensive CRUD operations for 29 QuickBooks Online entity types and 11 financial reports, enabling full accounting management through natural language.Apache 2.0
- Alicense-qualityAmaintenanceA local MCP server that exposes QuickBooks Online data and actions as callable tools for AI assistants, supporting entities like customers, invoices, bills, and financial reports.4MIT
- Flicense-qualityDmaintenanceEnables semantic search over local knowledge bases like Obsidian notes, SQLite, and plaintext files, exposing results to Claude via MCP server.
- Flicense-qualityBmaintenanceProvides search and retrieval over a local database of Pathfinder 2e rules. Enables Claude Code to answer rules questions with cited, accurate answers from fetched entries.
- Flicense-qualityCmaintenanceEnables Figma-to-Code workflows by retrieving and calibrating real-world components from Figma designs, screenshots, and a component knowledge base, outputting component contracts and preview implementations.
- Flicense-qualityBmaintenanceAn MCP server that retrieves relevant PDF chunks via local embeddings and returns them to IDE agents (Cursor, Kiro, Claude Code) for answer generation.
- Flicense-qualityCmaintenanceExposes a provenance-aware knowledge graph to AI agents over MCP, providing tools like get_fact and search_documents that return precise answers with source citations.1
- AlicenseAqualityCmaintenanceAn MCP server that provides access to the Library of Babel, allowing users to retrieve exact page contents by address, search for text to find its location, and generate random pages.4151ISC
- AlicenseAqualityBmaintenanceRelays a result screenshot to Slack so you can review a coding agent's output without opening the app.7MIT
