SERVER

PAIML MCP Agent Toolkit

Rank #249

mcp.so/paiml-mcp-agent-toolkit/paiml

Pragmatic AI Labs MCP Agent Toolkit - An MCP Server designed to make code with agents more deterministic

40 release tags
167 GitHub stars
by paiml (6 servers)View repository ↗
First listed
May 25, 2025
Last publish date
Sep 28, 2026
PURPOSE

What you can do with PAIML MCP Agent Toolkit

PAIML MCP Agent Toolkit is a Model Context Protocol (MCP) server published by paiml. It ranks #249 of 144,396 active servers on MCP Toplist, and its repository has 167 GitHub stars. PAIML MCP Agent Toolkit is listed across 2 registries — mcp.so and PulseMCP, with 40 release tags tracked from its GitHub repository. It was first listed on May 25, 2025 and most recently updated on Sep 28, 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 PAIML MCP Agent Toolkit 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 PAIML MCP Agent Toolkit

Not verifiedRequirements not verified

No registry MCP Toplist tracks declares this server’s credentials or configuration, and it has no public endpoint to probe. Check the repository README before installing.

No runtime, credential or payment requirements are recorded for this server beyond the declaration above.

INSTALLATION AND FIRST TASK

Connect PAIML MCP Agent Toolkit 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 paiml
View all paiml servers →

No task-specific alternatives are catalogued for PAIML MCP Agent Toolkityet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
May 25, 2025
Latest release tag
Sep 28, 2026
Version history
40 release tags tracked (below)
Requirements evidence
None — no registry declares requirements and there is no public endpoint to probe
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Oct 16, 2026
Registry sightings

Do you maintain PAIML MCP Agent Toolkit? to correct or enrich this profile.

VERSIONS

GitHub releases (40)

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

v3.8.0 · Mar 23, 2026v3.10.0 · Mar 31, 2026v3.14.0 · Apr 15, 2026v3.16.0 · Apr 27, 2026v3.17.0 · May 6, 2026v3.18.0 · Jun 11, 2026v3.18.1 · Jun 12, 2026v3.18.2 · Jun 12, 2026v3.18.3 · Jun 13, 2026v3.18.4 · Jun 13, 2026v3.19.0 · Jun 13, 2026v3.19.1 · Jun 13, 2026v3.19.2 · Jun 13, 2026v3.21.0 · Jul 2, 2026v3.23.0 · Jul 4, 2026v3.24.0 · Jul 4, 2026v3.24.1 · Jul 4, 2026v3.24.2 · Jul 5, 2026v3.26.0 · Jul 28, 2026v3.27.0 · Jul 28, 2026v3.28.0 · Jul 29, 2026nightly · Jul 29, 2026v3.28.1 · Jul 29, 2026v3.28.2 · Jul 30, 2026v3.29.0 · Aug 1, 2026v3.30.0 · Aug 14, 2026v3.30.1 · Aug 14, 2026v3.31.0 · Aug 16, 2026v3.32.0 · Aug 25, 2026v3.33.0 · Aug 28, 2026v3.34.0 · Aug 29, 2026v3.36.0 · Sep 3, 2026v3.37.0 · Sep 4, 2026v3.38.0 · Sep 6, 2026v3.39.0 · Sep 6, 2026v3.40.0 · Sep 7, 2026v3.40.1 · Sep 14, 2026v3.40.2 · Sep 15, 2026v3.41.1 · Sep 18, 2026v3.42.0 · Sep 28, 2026Mar 23, 2026Sep 28, 2026
VersionPublished
v3.42.0Sep 28, 2026
v3.41.1Sep 18, 2026
v3.40.2Sep 15, 2026
v3.40.1Sep 14, 2026
v3.40.0Sep 7, 2026
v3.39.0Sep 6, 2026
v3.38.0Sep 6, 2026
v3.37.0Sep 4, 2026
v3.36.0Sep 3, 2026
v3.34.0Aug 29, 2026
v3.33.0Aug 28, 2026
v3.32.0Aug 25, 2026
v3.31.0Aug 16, 2026
v3.30.1Aug 14, 2026
v3.30.0Aug 14, 2026
v3.29.0Aug 1, 2026
v3.28.2Jul 30, 2026
v3.28.1Jul 29, 2026
nightlyJul 29, 2026
v3.28.0Jul 29, 2026
v3.27.0Jul 28, 2026
v3.26.0Jul 28, 2026
v3.24.2Jul 5, 2026
v3.24.1Jul 4, 2026
v3.24.0Jul 4, 2026
v3.23.0Jul 4, 2026
v3.21.0Jul 2, 2026
v3.19.2Jun 13, 2026
v3.19.1Jun 13, 2026
v3.19.0Jun 13, 2026
v3.18.4Jun 13, 2026
v3.18.3Jun 13, 2026
v3.18.2Jun 12, 2026
v3.18.1Jun 12, 2026
v3.18.0Jun 11, 2026
v3.17.0May 6, 2026
v3.16.0Apr 27, 2026
v3.14.0Apr 15, 2026
v3.10.0Mar 31, 2026
v3.8.0Mar 23, 2026
STANDING
#249of 144,396 active serversTop 0.5%

Ranks ahead of 144,147 of 144,396 servers on MCP Toplist.

Recent momentum
+14GitHub stars since May 18 (+9%)
BADGE

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MCP Toplist: Top 1% of 144,396
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FAQ

Frequently asked questions

Who maintains PAIML MCP Agent Toolkit?
PAIML MCP Agent Toolkit is maintained by paiml, which publishes 6 MCP servers (87 total versions) tracked on MCP Toplist.
Is PAIML MCP Agent Toolkit listed on the Official MCP Registry?
PAIML MCP Agent Toolkit is not on the Official MCP Registry. It is listed on mcp.so and PulseMCP.
How many versions does PAIML MCP Agent Toolkit have?
No registry surfaces explicit version metadata for PAIML MCP Agent Toolkit; MCP Toplist tracks 40 release tags from its GitHub repository, most recently published on Sep 28, 2026.
Where can I find the source code for PAIML MCP Agent Toolkit?
The source code for PAIML MCP Agent Toolkit is hosted at github.com/paiml/paiml-mcp-agent-toolkit.
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