MCP Embedding Search
Rank #46,950glama/spences10/mcp-embedding-search
A Model Context Protocol server that searches transcript segments in a Turso database using vector similarity, allowing users to find relevant content by asking questions without generating new embeddings.
What you can do with MCP Embedding Search
MCP Embedding Search is a Model Context Protocol (MCP) server published by spences10. It ranks #46,950 of 144,396 active servers on MCP Toplist, and its repository has 4 GitHub stars. MCP Embedding Search is listed across 2 registries — Glama and PulseMCP; no version information is available from the registries that list it or from its repository. It was first listed on Mar 5, 2025.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What MCP Embedding Search can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using MCP Embedding Search
The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.
Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect MCP Embedding Search and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
When to choose another server
- MCP Omnisearch#1,076
- mcp-sequentialthinking-tools#1,825
- MCP Sqlite Tools#4,275
- MCP Turso Cloud#6,480
- mcp-memory-libsql#7,245
- MCP Svelte Docs Server#12,916
- mcp-n8n-builder#15,097
- MCP JinaAI Reader Server#21,970
- mcp-wsl-exec#24,635
- MCP Memory SQLite#31,390
- MCP Perplexity Search#36,384
- MCP Tavily Search Server#36,385
No task-specific alternatives are catalogued for MCP Embedding Searchyet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Mar 5, 2025
- Version history
- Unavailable — no registry exposes versions and no release tags were found
- Requirements evidence
- Declared by Glama, last synced Oct 16, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 16, 2026
- Glama ↗listed since Apr 26, 2026 · still listed
- PulseMCP ↗listed since May 22, 2026 · still listed
Do you maintain MCP Embedding Search? to correct or enrich this profile.
Version information unavailable
The registries that list this server do not expose version metadata, and no release tags were found on the linked repository. MCP Toplist cannot say how, or whether, this server is versioned.
Ranks ahead of 97,446 of 144,396 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fspences10%2Fmcp-embedding-search)<a href="https://mcptoplist.com/server/glama%2Fspences10%2Fmcp-embedding-search"><img src="https://mcptoplist.com/badge/glama%2Fspences10%2Fmcp-embedding-search.svg" alt="MCP Toplist: Top 50% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains MCP Embedding Search?
- MCP Embedding Search is maintained by spences10, which publishes 17 MCP servers (12 total versions) tracked on MCP Toplist.
- Is MCP Embedding Search listed on the Official MCP Registry?
- MCP Embedding Search is not on the Official MCP Registry. It is listed on Glama and PulseMCP.
- How many versions does MCP Embedding Search have?
- Version information is unavailable for MCP Embedding Search: no registry that lists it exposes version metadata, and no release tags were found on its repository.
- Where can I find the source code for MCP Embedding Search?
- The source code for MCP Embedding Search is hosted at github.com/spences10/mcp-embedding-search.
Do you run this server?
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