mcp-server

beever-atlas: Turn Conversations into a Live LLM‑Powered Wiki

Create an interactive knowledge base that captures team chats and turns them into searchable, AI‑enhanced wiki pages—ideal for founders building smart collaboration tools.

From the repo · “Your First LLM-Wiki Conversation Knowledge Base”

intermediate⏱ 30 minutes💵 Free + LLM API costs
450 stars+1★ this week52 forksPythonGuide quality 9/10 · reviewed Oct 20Updated 9/10/2026100% free · open source
What it is

Build a conversation knowledge base using a large language model.

Real use case example

"A founder, Alex, wants to help her users with common queries. She sets up beever-atlas in 30 minutes and asks it to answer questions about their product. After a week, she adds 20 new answers and sees a 25% reduction in support tickets."

Best insideClaude DesktopClaude CodeGemini Code AssistGPT (ChatGPT)
When to use it
  • •You need to manage a large corpus of conversational data from your chatbot or language model
  • •You want to create a knowledge base that can be queried and updated dynamically
  • •You're looking for a tool to help you analyze and understand user interactions with your language model
Ready-to-paste prompt
curl -X POST 'http://localhost:5000/api/v1/kb' -H 'Content-Type: application/json' -d '{"question": "What is the meaning of life?", "context": "philosophy"}'
Heads up: Make sure you have Python 3.8 or later installed, as Beever-atlas is not compatible with earlier versions of Python
Saves to your device
Use with Claude
New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install
Claude Code
mkdir -p ~/.claude/skills/beever-atlas && curl -fsSL https://workflowstacks.com/api/skills/beever-atlas/claude-skill -o ~/.claude/skills/beever-atlas/SKILL.md
Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)
claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

What's inside — free to inspect

No purchase needed

Read the entire source before you build — unlike paid marketplaces that hide it behind a buy button.

26
top-level files
11
folders
93.8M
source size
Apache-2.0
license
Key files
.pre-commit-config.yaml
README.md
File tree
.github/
assets/
bot/
demo/
deploy/
docs/
runbooks/
scripts/
src/
tests/
web/
.dockerignore
.env.example
.gitattributes
.gitignore
.mcp.json
.pre-commit-config.yaml
atlas
CHANGELOG.md
CODE_OF_CONDUCT.md
CONTRIBUTING.md
docker-compose.auth.yml
docker-compose.nebula.yml
docker-compose.yml
Quick Actions
Details
Creator
Beever-AI
Language
Python
Category
mcp-server
Published
4/21/2026

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Featured on WorkflowStacks
[![Featured on WorkflowStacks](https://workflowstacks.com/api/badge/beever-atlas.svg)](https://workflowstacks.com/skills/beever-atlas?utm_source=github&utm_medium=badge)
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