NotebookPipeline
Term reports on autopilot
Build the completion analysis once in a collaborative notebook, then schedule it as a pipeline so the termly review lands in your program lead's inbox on time.
Talk to your student, course and outcome data, build interactive learning tools, deploy internal dashboards and automate term reporting — all from one platform, ready for analytics teams and educators alike.
See how it worksAsk your student, course and cohort data in plain language
Interactive notebooks and dashboards for instructors and analysts
Schedule cohort refreshes, completion checks and recurring reports
From asking a question to shipping a learning tool, MINEO covers the full journey — connected to the data your education team already works with.
Connect any datasource — student records, course data, LMS events, survey results — and start asking questions in natural language. Threads auto-generates SQL, runs code, and delivers answers with interactive charts and tables. Build custom AI assistants with the model of your choice.
Threads · Outcomes analysis { "tool": "sis-mcp", "action": "create_task", "summary": "Enroll the at-risk students in the tutoring program" }
via sis-mcp · just now
More than Jupyter. MINEO Notebooks combine code, AI assistant cells, interactive widgets and visual tools in one collaborative environment. Perfect for analysts, researchers and educators — write Python, build teaching materials, and deploy as live apps from the same notebook.
File View Block Kernel Help 
Compare completion across cohorts and courses.
df = mineo.query("SELECT cohort, AVG(completion_rate) FROM classes GROUP BY cohort")
px.bar(df, x="cohort", y="completion_rate", color="avg_score")
Key insight: North America drives 43% of total revenue. APAC showed the strongest growth at +23% QoQ, driven by expansion in Japan and Australia.
df.sort_values("revenue", ascending=False).head()
| Region | Revenue | Growth |
|---|---|---|
| North America | $1.8M | +12% |
| Europe | $1.1M | +8% |
| APAC | $820K | +23% |
| LATAM | $480K | -3% |
Turn notebooks into always-on dashboards and interactive learning applications for analytics teams, instructors and program leads. Deploy with Streamlit, Gradio, Dash and 6+ more frameworks. Custom domains, white-label branding and embeddable visualizations.
Mineo · Learning dashboard Last updated: 2 minutes ago
Active students
3,842
+7% vs Q3
Completion rate
76%
+4pp vs Q3
At-risk cohorts
4
-1 vs Q3
| Customer | Region | Revenue | Status |
|---|---|---|---|
| Acme Corp | NA | $245K | Active |
| TechFlow GmbH | EU | $182K | Active |
| Sakura Ltd | APAC | $156K | Pending |
| DataBr SA | LATAM | $98K | Active |
A complete Linux development environment accessible from your browser. Install any package, any tool — Claude Code, Codex, Gemini CLI. Build learning materials and analytical tools with the libraries you trust, connect to your datasources and collaborate with your team. No local setup required.
VS Code — Dev Environment Explorer
import streamlit as st
from mineo import DataSource
import plotly.express as px
st.set_page_config(layout="wide")
st.title("Learning Dashboard")
ds = DataSource("students_db")
df = ds.query("SELECT * FROM classes")
# Layout
col1, col2 = st.columns(2)
col1.metric("Completion", f"{df.completion.mean():.1%}")
col2.metric("Students", f"{df.student_id.nunique():,}")
# Charts
fig = px.bar(df, x="cohort", y="completion", color="course")
st.plotly_chart(fig, use_container_width=True)
mineo-dev@workspace:~/project$
Successfully installed plotly-5.22 scikit-learn-1.5
Your app is live at https://learning.mineo.app
✓ Deployed successfully
Chain notebooks into production workflows. Schedule recurring runs with cron, trigger via REST API, and monitor execution in real time. From term refreshes to completion reports — build reliable workflows without infrastructure overhead.
/ Projects / education / Termly outcomes refresh Elements
Resource Config
Scheduling
API
The biggest unlocks come when MINEO's building blocks share the same logic — the same notebook becomes a term pipeline, an internal dashboard, or an answer in a Threads conversation.
Build the completion analysis once in a collaborative notebook, then schedule it as a pipeline so the termly review lands in your program lead's inbox on time.
Researchers explore cohort data conversationally with Threads while program staff see the same numbers in an always-on Live App dashboard.
Prototype the interactive notebook in a Cloud Dev Environment, refine it with educators, and ship it as a Live App students can use directly.
Use MINEO to talk to your data, build learning tools, deploy internal apps and automate term reporting — all from the same workspace.