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Cambium MCP Server

KimGLee/Cambium

Score: 70.8 Rank #3890 MCP Server
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Governance standard and reference toolset for LLM-maintained knowledge corpora

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Overview

KimGLee/Cambium is a Python tool. Governance standard and reference toolset for LLM-maintained knowledge corpora Topics: agentic-workflows, ai-agents, auditability, deterministic-validation, human-in-the-loop, knowledge-base, knowledge-governance, knowledge-management, llm-agents, policy-as-code, python, yaml, mcp, mcp-server, model-context-protocol, claude-code-plugin, deepseek-harness, deepseek-harness-plugin, kimi, openai.

Ranked #3890 out of 24846 indexed tools.

Ecosystem

Python NOASSERTION 39 pypi/wk
agentic-workflowsai-agentsauditabilitydeterministic-validationhuman-in-the-loopknowledge-baseknowledge-governanceknowledge-managementllm-agentspolicy-as-codepythonyamlmcpmcp-servermodel-context-protocolclaude-code-plugindeepseek-harnessdeepseek-harness-pluginkimiopenai

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 570

570 stars → growing community

Freshness 25% 2mo ago

Last commit 2mo ago → moderate activity

Issue Health 25% 95%

94/99 issues closed → responsive maintainer

Contributors 10% 4

4 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads 13% 39/wk

39 weekly installs → early adoption

Forks 37
Description Good
License NOASSERTION

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Description low impact

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License low impact

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Freshness high impact

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Matched Queries

topic:mcptopic:mcp-servertopic:model-context-protocol

From the README

# Cambium

English | [简体中文](README.zh-CN.md)

Cambium is a governance standard and reference toolset for knowledge repositories maintained with LLM agents.

It helps an operator answer five practical questions:

1. What rules apply to this repository?
2. What work is required, and who may change shared state?
3. What evidence must exist before work can close?
4. How can an interrupted task resume without guessing?
5. Which decisions belong to the operator rather than the agent?

Cambium is not a knowledge base, a RAG engine, an agent scheduler, or a default domain policy. It governs work; it does not supply the corpus or decide its meaning.

## Start Here

- To understand the model, read [The Mental Model](#the-mental-model).
- To adopt Cambium for a repository, follow [Adopt Cambium](#adopt-cambium).
- To resume existing work, run the command in [Start Or Resume A Task](#start-or-resume-a-task) before writing anything.
- To connect an agent host, see [Use Cambium From An Agent Host](#
Read full README on GitHub →

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