revolunet

First extract data with GitHub API.

The API code search is limited to 10 queries / minute so very slow.

# run package.json extraction
GITHUB_ORG=orgname GITHUB_TOKEN=token npx tsx extract-packages.ts

# show your packages 
find . -iname package.json -exec grep -Hn '"next":' {} \;

revolunet

automatisations formations

Recap des automatisations en place sur le airtable

Rappels

• Lundi 10h 1 semaine sur 2:
  • envoi de recommandations de formations dans les 2 semaines aux intras de moins de 6 mois.
• Mardi 9h:
  • envoi de la liste des prochaines embarquements sur communauté/général
• envoi de la liste des prochaines embarquements DEV sur communauté/domaine-dev

revolunet

MCP integration notes

• debugging MCP servers: https://github.com/modelcontextprotocol/inspector

MCP + TypeScript servers

• https://github.com/punkpeye/fastmcp
• https://github.com/QuantGeekDev/mcp-framework

Ollama & MCP

revolunet

// pseudo-code

const engine = new Publicode(rules);
const inputs = {}

while(engine.missingVariables.length) {

  // get next question from publi.codes decision tree
  // has question, schema...

revolunet

copy(Array.from($0.querySelectorAll("li.down .url")).map(li => 
   `${li.querySelector(".link a.internal").textContent}\t${li.querySelector("div.status:first-child").textContent}`
).join("\n"))

revolunet

GitOps for machine learning aka MLOps

ENSAE: Introduction aux enjeux du MLOps

For open-source projects, GitHub could provide the workflow and runners for total automation.

wandb looks used widely for reporting.

https://github.blog/enterprise-software/ci-cd/streamlining-your-mlops-pipeline-with-github-actions-and-arm64-runners/

revolunet

File upload workflow

graph TD

browser-->|POST file|API
API-->Parser[Parser : html,md,pdf...]-->|content,metadata|Chunker
Chunker(LangchainRecursiveCharacterTextSplitter)-->Search

revolunet

# run query from a plain prompt text file

jq -Rs '{ stream: false, model: "llama3.2", prompt: . }' ./some.prompt | curl -X POST http://127.0.0.1:11434/api/generate --data-binary @- | jq -r '.response'

revolunet

#
# for some reason this give "neither the id_token nor the profileURL set an email"
#
#
#
# https://oauth2-proxy.github.io/oauth2-proxy/configuration/overview
#
OAUTH2_PROXY_HTTP_ADDRESS: "0.0.0.0:4180"
OAUTH2_PROXY_WHITELIST_DOMAINS: "*.kube-dev.incubateur.net"
OAUTH2_PROXY_DISPLAY_NAME: "test-pc provider"

revolunet

const query =
  "Fais-moi un texte de RAP à la gloire de betagouv et formattes le en markdown";

const res = fetch(
  "https://api.scaleway.ai/xxx",
  {
    method: "POST",
    headers: {
      Authorization: "Bearer xxx",
      "Content-Type": "application/json",