Universal Context Pipeline
Rank #37,958mcp.so/universal-context-pipeline/akshay2211
Local-first MCP server that indexes folders, PDFs, code, and past AI conversations — and exposes them as a single grounded-search tool. Runs fully offline.
Universal Context Pipeline is a Model Context Protocol (MCP) server published by akshay2211. It ranks #37,958 of 132,046 servers tracked on MCP Toplist, and its repository has 4 GitHub stars. Universal Context Pipeline is listed on mcp.so, with 1 release tag tracked from its GitHub repository. It was first listed on Jun 16, 2026 and most recently updated on Jun 16, 2026.
Ranks ahead of 94,088 of 132,046 servers on MCP Toplist.
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[](https://mcptoplist.com/server/mcp.so%2Funiversal-context-pipeline%2Fakshay2211)<a href="https://mcptoplist.com/server/mcp.so%2Funiversal-context-pipeline%2Fakshay2211"><img src="https://mcptoplist.com/badge/mcp.so%2Funiversal-context-pipeline%2Fakshay2211.svg" alt="MCP Toplist: Top 50% of 132,046" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
akshay2211
GitHub releases (1)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.1.0 | Jun 16, 2026 |
Frequently asked questions
- Who maintains Universal Context Pipeline?
- Universal Context Pipeline is maintained by akshay2211, which publishes 1 MCP server (1 total version) tracked on MCP Toplist.
- Is Universal Context Pipeline listed on the Official MCP Registry?
- Universal Context Pipeline is not on the Official MCP Registry. It is listed on mcp.so.
- How many versions does Universal Context Pipeline have?
- No registry surfaces explicit version metadata for Universal Context Pipeline; MCP Toplist tracks 1 release tag from its GitHub repository, most recently published on Jun 16, 2026.
- Where can I find the source code for Universal Context Pipeline?
- The source code for Universal Context Pipeline is hosted at github.com/akshay2211/universal-context-pipeline.
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