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mcp-llm-eval

PyPI·Infrastructure

mcp-llm-eval is an open-source CLI tool and MCP server that packages LLM evaluation gates as reusable primitives for CI/CD workflows. It enables developers and ML engineers to automate and standardize the evaluation of large language models within their development pipelines. The tool supports benchmarking and integration with MCP for scalable model assessment.

Open SourceMITCLIAPISelf-hosted
Visit PyPI↗

Overview

5 features

mcp-llm-eval sits in PulseGate's LLM eval & observability category. It focuses on automating and standardizing LLM evaluation in CI/CD pipelines for developers and ML engineers. It is built as an open-source project for machine learning engineers. The project is open source (MIT). mcp-llm-eval is available on the command line and API, and it can be self-hosted.

It is developed by berkayildi, and it first shipped in 2026. The project is developed in the open on GitHub with 57 commits in the last 90 days. Key capabilities include LLM evaluation, CI/CD integration, and reusable gates. It exposes integrations via an MCP server and a public API.

Summary written by a language model from the project’s public pages.

  • ✓LLM evaluation
  • ✓CI/CD integration
  • ✓Reusable gates
  • ✓MCP server
  • ✓Benchmarking
Tags
llm-evaluationci-cd-integrationmcp-serverbenchmarkingautomation
AI capabilities
Text

Built with & integrations

AI providers
openai
Connectors
MCPAPI
Runs on
CLIAPI-onlySelf-hosted

Trust & compliance

License
MIT
Verified signals
✓HTTPS✓Open Source✓Free tier✓GitHub✓Active maintenance

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed29 Jun · 11:45 UTC
    Listing verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about mcp-llm-eval

What is mcp-llm-eval?
Mcp-llm-eval focuses on automating and standardizing LLM evaluation in CI/CD pipelines for developers and ML engineers. It is catalogued under LLM eval & observability on PulseGate.
Who is mcp-llm-eval for?
mcp-llm-eval is an open-source project built for machine learning engineers.
Is mcp-llm-eval free?
Yes — mcp-llm-eval is open source under the MIT license and free to use.
What platforms does mcp-llm-eval run on?
mcp-llm-eval runs on the command line and API. It can also be self-hosted.
Is mcp-llm-eval still active?
The GitHub repository shows 57 commits in the last 90 days.
What projects are similar to mcp-llm-eval?
Similar projects tracked by PulseGate include lm-mcp, llmesh-mcp, and llm-wiki-mcp.lm-mcpllmesh-mcpllm-wiki-mcp
Who develops mcp-llm-eval?
mcp-llm-eval is developed by berkayildi.
When did mcp-llm-eval launch?
mcp-llm-eval first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
MIT
Built for
machine learning engineers
Model
Open source
Solves
Automating and standardizing LLM evaluation in CI/CD pipelines for developers and ML engineers.

Registered as

GitHub
berkayildi/mcp-llm-eval
PyPI
mcp-llm-eval

Developer

berkayildi
Small team
↗ GitHub

Open source

View on GitHub →
Stars
0
Forks
0
Open issues
0
Last commit
3 May 2026
Commits 90d
57
Contributors
2
Authorship
Small team
Default branch
main
Latest release
v0.9.2 · 3 May 2026

Index record

Identity confidence
Low · 64
Indexed
29 Jun 2026
Lifecycle
Alive
Last seen
29 Jun 2026
Identity audit (12)
Slug
mcp-llm-eval-pypi-org
Lifecycle last checked
8 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
29 Jun 2026
Timeline basis
Indexed-at chronology. This listing's first-seen date was written by the catalog backfill, not observed here, so it is not treated as a sighting.
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Canonical URL
https://pypi.org/project/mcp-llm-eval

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