SERVER

grounding-ai

Rank #38,227

glama/andyliszewski/grounding-ai

Ingests pdf and epub documents for LLM-retrieval (RAG)

1 release tag
1 GitHub stars
by andyliszewski (2 servers)View repository ↗
Listed & last published
Apr 17, 2026
PURPOSE

What you can do with grounding-ai

grounding-ai is a Model Context Protocol (MCP) server published by andyliszewski. It ranks #38,227 of 144,396 active servers on MCP Toplist, and its repository has 1 GitHub stars. grounding-ai is listed on Glama, with 1 release tag tracked from its GitHub repository. It was first listed on Apr 17, 2026 and most recently updated on Apr 17, 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.

CAPABILITIES AND LIMITATIONS

What grounding-ai can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using grounding-ai

DeclaredAPI keyCredentials declared

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.

INSTALLATION AND FIRST TASK

Connect grounding-ai and confirm it works

Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.

First successful task

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.

ALTERNATIVES

When to choose another server

Other servers by andyliszewski
View all andyliszewski servers →

No task-specific alternatives are catalogued for grounding-aiyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Apr 17, 2026
Latest release tag
Apr 17, 2026
Version history
1 release tag 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
Registry sightings
  • Glama ↗listed since May 15, 2026 · still listed

Do you maintain grounding-ai? to correct or enrich this profile.

VERSIONS

GitHub releases (1)

No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.

VersionPublished
v0.3.0Apr 17, 2026
STANDING
#38,227of 144,396 active serversTop 50%

Ranks ahead of 106,169 of 144,396 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 50% of 144,396
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/glama%2Fandyliszewski%2Fgrounding-ai.svg)](https://mcptoplist.com/server/glama%2Fandyliszewski%2Fgrounding-ai)
HTML
<a href="https://mcptoplist.com/server/glama%2Fandyliszewski%2Fgrounding-ai"><img src="https://mcptoplist.com/badge/glama%2Fandyliszewski%2Fgrounding-ai.svg" alt="MCP Toplist: Top 50% of 144,396" /></a>

Variants: append ?metric=score or ?metric=stars to the image URL.

FAQ

Frequently asked questions

Who maintains grounding-ai?
grounding-ai is maintained by andyliszewski, which publishes 2 MCP servers (2 total versions) tracked on MCP Toplist.
Is grounding-ai listed on the Official MCP Registry?
grounding-ai is not on the Official MCP Registry. It is listed on Glama.
How many versions does grounding-ai have?
No registry surfaces explicit version metadata for grounding-ai; MCP Toplist tracks 1 release tag from its GitHub repository, most recently published on Apr 17, 2026.
Where can I find the source code for grounding-ai?
The source code for grounding-ai is hosted at github.com/andyliszewski/grounding-ai.
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