MCP Spark Documentation Server
Rank #8,188glama/martoc/mcp-spark-documentation
Provides full-text search and retrieval tools for Apache Spark documentation using SQLite FTS5 with BM25 ranking. It enables AI assistants to efficiently search, filter by section, and read specific Spark documentation pages.
What you can do with MCP Spark Documentation Server
MCP Spark Documentation Server is a Model Context Protocol (MCP) server published by martoc. It ranks #8,188 of 144,396 active servers on MCP Toplist. MCP Spark Documentation Server is listed on Glama, with 16 release tags tracked from its GitHub repository. It was first listed on Jan 21, 2026 and most recently updated on Oct 2, 2026.
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 Spark Documentation Server 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 Spark Documentation Server
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
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 Spark Documentation Server 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
No task-specific alternatives are catalogued for MCP Spark Documentation Serveryet; the list above is its publisher's other servers.
What changed, and when this was checked
- First listed
- Jan 21, 2026
- Latest release tag
- Oct 2, 2026
- Version history
- 16 release tags tracked (below)
- 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
Do you maintain MCP Spark Documentation Server? to correct or enrich this profile.
GitHub releases (16)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.3.3 | Oct 2, 2026 |
| v0.3.2 | Oct 2, 2026 |
| v0.3.1 | Sep 21, 2026 |
| v0.3.0 | Aug 6, 2026 |
| v0.2.17 | Aug 5, 2026 |
| v0.2.16 | Aug 4, 2026 |
| v0.2.15 | Jul 20, 2026 |
| v0.2.14 | Jun 29, 2026 |
| v0.2.13 | Jun 20, 2026 |
| v0.2.12 | Jun 16, 2026 |
| v0.2.11 | Jun 8, 2026 |
| v0.2.10 | May 28, 2026 |
| v0.2.9 | May 28, 2026 |
| v0.2.8 | May 12, 2026 |
| v0.2.7 | May 10, 2026 |
| v0.2.6 | Apr 30, 2026 |
Ranks ahead of 136,208 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%2Fmartoc%2Fmcp-spark-documentation)<a href="https://mcptoplist.com/server/glama%2Fmartoc%2Fmcp-spark-documentation"><img src="https://mcptoplist.com/badge/glama%2Fmartoc%2Fmcp-spark-documentation.svg" alt="MCP Toplist: Top 10% of 144,396" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains MCP Spark Documentation Server?
- MCP Spark Documentation Server is maintained by martoc, which publishes 3 MCP servers (23 total versions) tracked on MCP Toplist.
- Is MCP Spark Documentation Server listed on the Official MCP Registry?
- MCP Spark Documentation Server is not on the Official MCP Registry. It is listed on Glama.
- How many versions does MCP Spark Documentation Server have?
- No registry surfaces explicit version metadata for MCP Spark Documentation Server; MCP Toplist tracks 16 release tags from its GitHub repository, most recently published on Oct 2, 2026.
- Where can I find the source code for MCP Spark Documentation Server?
- The source code for MCP Spark Documentation Server is hosted at github.com/martoc/mcp-spark-documentation.
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