SERVER

snapdec

Rank #8,760

glama/aktonay/snapdec

Gives any coding agent a shared local decision layer for classifying, checking, scoring, and ranking items with calibrated probabilities, plus deterministic project fact discovery, all through one install. Every answer is advisory and marked auto or review, so the host agent can abstain or escalate instead of guessing.

7 release tags
2 GitHub stars
by aktonay (1 servers)View repository ↗
First listed
Oct 3, 2026
Last publish date
Oct 8, 2026
PURPOSE

What you can do with snapdec

snapdec is a Model Context Protocol (MCP) server published by aktonay. It ranks #8,760 of 152,076 active servers on MCP Toplist, and its repository has 2 GitHub stars. snapdec is listed on Glama, with 7 release tags tracked from its GitHub repository. It was first listed on Oct 3, 2026 and most recently updated on Oct 8, 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 snapdec 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 snapdec

DeclaredNo credentialsNo credentials declared

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 25, 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 snapdec 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.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Oct 3, 2026
Latest release tag
Oct 8, 2026
Version history
7 release tags tracked (below)
Requirements evidence
Declared by Glama, last synced Oct 25, 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 25, 2026
Registry sightings
  • Glama ↗listed since Oct 3, 2026 · still listed

Do you maintain snapdec? to correct or enrich this profile.

VERSIONS

GitHub releases (7)

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

v0.2.0 · Oct 3, 2026v0.4.0 · Oct 4, 2026v0.4.1 · Oct 4, 2026v0.4.2 · Oct 4, 2026v0.5.0 · Oct 7, 2026v0.5.1 · Oct 7, 2026v0.6.0 · Oct 8, 2026Oct 3, 2026Oct 8, 2026
VersionPublished
v0.6.0Oct 8, 2026
v0.5.1Oct 7, 2026
v0.5.0Oct 7, 2026
v0.4.2Oct 4, 2026
v0.4.1Oct 4, 2026
v0.4.0Oct 4, 2026
v0.2.0Oct 3, 2026
STANDING
#8,760of 152,076 active serversTop 10%

Ranks ahead of 143,316 of 152,076 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 10% of 152,076
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/glama%2Faktonay%2Fsnapdec.svg)](https://mcptoplist.com/server/glama%2Faktonay%2Fsnapdec)
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<a href="https://mcptoplist.com/server/glama%2Faktonay%2Fsnapdec"><img src="https://mcptoplist.com/badge/glama%2Faktonay%2Fsnapdec.svg" alt="MCP Toplist: Top 10% of 152,076" /></a>

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

FAQ

Frequently asked questions

Who maintains snapdec?
snapdec is maintained by aktonay, which publishes 1 MCP server (7 total versions) tracked on MCP Toplist.
Is snapdec listed on the Official MCP Registry?
snapdec is not on the Official MCP Registry. It is listed on Glama.
How many versions does snapdec have?
No registry surfaces explicit version metadata for snapdec; MCP Toplist tracks 7 release tags from its GitHub repository, most recently published on Oct 8, 2026.
Where can I find the source code for snapdec?
The source code for snapdec is hosted at github.com/aktonay/snapdec.
Used in projects

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