Contextual
Rank #25,138glama/Contextual-Laboratories/Contextual-Labs
Persistent memory for AI coding agents: local-first semantic search, dependency graphs, git history.
Contextual is a Model Context Protocol (MCP) server published by Contextual-Laboratories. It ranks #25,138 of 137,492 servers tracked on MCP Toplist, and its repository has 1 GitHub stars. Contextual is listed on Glama, with 1 release tag tracked from its GitHub repository. It was first listed on Aug 22, 2026 and most recently updated on Aug 22, 2026.
Ranks ahead of 112,354 of 137,492 servers on MCP Toplist.
Use Contextual
No credentials or required configuration declared — add it to your MCP client and go.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2FContextual-Laboratories%2FContextual-Labs)<a href="https://mcptoplist.com/server/glama%2FContextual-Laboratories%2FContextual-Labs"><img src="https://mcptoplist.com/badge/glama%2FContextual-Laboratories%2FContextual-Labs.svg" alt="MCP Toplist: Top 25% of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
Contextual-Laboratories
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 |
|---|---|
| embed-model-coderankembed-v1 | Aug 22, 2026 |
Frequently asked questions
- Who maintains Contextual?
- Contextual is maintained by Contextual-Laboratories, which publishes 1 MCP server (1 total version) tracked on MCP Toplist.
- Is Contextual listed on the Official MCP Registry?
- Contextual is not on the Official MCP Registry. It is listed on Glama.
- How many versions does Contextual have?
- No registry surfaces explicit version metadata for Contextual; MCP Toplist tracks 1 release tag from its GitHub repository, most recently published on Aug 22, 2026.
- Where can I find the source code for Contextual?
- The source code for Contextual is hosted at github.com/Contextual-Laboratories/Contextual-Labs.
Do you run this server?
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