MMCP Server Finder

Dreamlit

Dreamlit is an MCP server that helps AI assistants create, test, publish, and manage Dreamlit notification workflows from AI clients.

Key facts

GitHub stars
0
Forks
0
License
Last commit
May 14, 2026
Best for
connecting AI assistants to external tools
Supported clients
Last updated
Jul 20, 2026

GitHub metrics

Stars
0
Forks
0
Open issues
0
Watchers
0
Last commit
May 14, 2026

Scores

GEO score

26/100

Weighted blend: popularity 35%, freshness 25%, growth 25%, maintenance 15%.

Popularity0/100
Freshness60/100
Growth (7d)0/100

Needs ~7 days of metric history

Maintenance70/100

Scores last calculated Jul 20, 2026.

Benchmark summary

Benchmark

17

Install

unknown

Startup

unknown

Last tested

Jul 20, 2026

Capabilities discovered: 0 tools, 0 resources, and 0 prompts.

View full benchmark report →

What is Dreamlit?

Dreamlit is an MCP server that helps AI assistants create, test, publish, and manage Dreamlit notification workflows from AI clients. It belongs to the Developer Tools category.

How to install Dreamlit

See the official documentation for installation instructions.

Dreamlit use cases

A general-purpose MCP server.

Safety notes

Overall risk level:High(score 85/100)
Requires API token
Yes
Writes to external systems
Yes
Accesses local filesystem
Unknown
Connects to a database
Yes
Security docs
Yes

Inferred by rule from each server's metadata, README, and category. "Unknown" means the signal could not be determined — always verify against the official docs before granting access.

Data sources

FieldValueSourceConfidence
Forks0GitHub REST APIhigh
Last commitMay 14, 2026GitHub REST APIhigh
Stars0GitHub REST APIhigh
Topicsdreamlit, mcp, model-context-protocol, notifications, workflowsGitHub REST APIhigh
Watchers0GitHub REST APIhigh
Has Authentication DocsYesRepository READMEmedium
Has Security DocsYesRepository READMEmedium
Risk levelHighAutomated risk inferencemedium
Connects DatabaseYesAutomated risk inferencelow
Requires Api TokenYesAutomated risk inferencelow
Uses Network AccessYesAutomated risk inferencelow
Writes External SystemYesAutomated risk inferencelow

Confidence reflects the source: high = GitHub REST API, medium = README-derived or synthesized, low = inferred from keywords. Fields that cannot be determined are shown as "Unknown" — never fabricated.

Recent changes

  • Last commit: May 14, 2026 → May 14, 2026
  • Last commit: May 14, 2026 → May 14, 2026
  • Last commit: May 14, 2026 → May 14, 2026
  • Last commit: May 14, 2026 → May 14, 2026
  • Last commit: May 14, 2026 → May 14, 2026

See full changelog →

Dreamlit alternatives

  • Context759.5K · MIT · Jul 19, 2026

    Another Developer Tools MCP server with similar use cases.

  • GitHub MCP Server31.6K · MIT · Jul 19, 2026

    Another Developer Tools MCP server with similar use cases.

  • MCP Registry Server7K · license n/a · Jul 15, 2026

    Another Developer Tools MCP server with similar use cases.

  • strata5.8K · Apache-2.0 · Jun 1, 2026

    Another Developer Tools MCP server with similar use cases.

  • Figma MCP Server1.8K · license n/a · Jul 13, 2026

    Another Developer Tools MCP server with similar use cases.

  • ref-tools-ref-tools-mcp1.1K · MIT · Jun 26, 2026

    Another Developer Tools MCP server with similar use cases.

See all Dreamlit alternatives →

Dreamlit vs related MCP servers

ServerStarsForksLicenseLast commit
Dreamlit00May 14, 2026
Context759.5K2.8KMITJul 19, 2026
GitHub MCP Server31.6K4.6KMITJul 19, 2026
MCP Registry Server7K902Jul 15, 2026

Frequently asked questions

What is Dreamlit?

Dreamlit is an MCP server that helps AI assistants create, test, publish, and manage Dreamlit notification workflows from AI clients. It is categorized under Developer Tools.

What are good alternatives to Dreamlit?

Popular alternatives include Context7, GitHub MCP Server, MCP Registry Server, and strata.

Last updated