reflect-mcp
Rank #123,278glama/jeffma8888/reflect-mcp
Enables extraction of structured data from messy text with multi-model verification and human-in-the-loop review, surfacing only high-confidence results or flagging uncertain fields for confirmation.
reflect-mcp is a Model Context Protocol (MCP) server published by jeffma8888. It ranks #123,278 of 137,492 servers tracked on MCP Toplist. reflect-mcp is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Jul 16, 2026.
Ranks ahead of 14,214 of 137,492 servers on MCP Toplist.
Use reflect-mcp
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
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%2Fjeffma8888%2Freflect-mcp)<a href="https://mcptoplist.com/server/glama%2Fjeffma8888%2Freflect-mcp"><img src="https://mcptoplist.com/badge/glama%2Fjeffma8888%2Freflect-mcp.svg" alt="MCP Toplist: #123,278 of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
jeffma8888
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains reflect-mcp?
- reflect-mcp is maintained by jeffma8888, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is reflect-mcp listed on the Official MCP Registry?
- reflect-mcp is not on the Official MCP Registry. It is listed on Glama.
- How many versions does reflect-mcp have?
- reflect-mcp ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for reflect-mcp?
- The source code for reflect-mcp is hosted at github.com/jeffma8888/reflect-mcp.
Do you run this server?
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