Access
Read only
Feature
Ask your AI assistant about your brand, with VueLeaf data behind the answer
VueLeaf MCP is a read-only connection to your workspace. Ask what changed, why, and where, and get an answer that shows its scope and the posts behind it.
Current workspace/7-day window/Last refreshed time/Posts in scope
Workspace per answer
1
Data tools
9
Ready-made prompts
33
Question
Why did our sentiment drop this week?
Tools
get_sentiment_reportget_sentiment_attribution
Answer
Negative share rose on two grower forums. Most of the shift traces to one troubleshooting thread about a product defect.
Warning
One source had low volume in this window, so its share is directional.
Evidence
Supporting posts returned with forum, author, and date so the team can open the threads.
What it answers
The weekly questions, answered from live data
Each question maps to the VueLeaf tools the assistant calls to answer it.
What changed for our brand today?
Use the daily brief and smart insights to summarize the newest movement before a leadership update, retailer call, or internal stand-up.
get_daily_briefget_smart_insights
Are we gaining or losing ground?
Pull share of voice and market momentum into one conversation so the team can compare its position with tracked competitors without rebuilding the analysis manually.
get_share_of_voiceget_market_momentum
Why did sentiment move?
Use the sentiment report, sentiment attribution, and source breakdown to see which forums, topics, or author groups pushed the change.
get_sentiment_reportget_sentiment_attributionget_source_breakdown
Show me the posts behind this issue.
Search mentions directly from the assistant to pull the supporting threads when someone asks for examples, proof, or edge cases.
search_mentions
What is driving risk right now?
Pull the current reputation risk score, the contributing signals, and the underlying evidence so the team can decide what to inspect next.
get_reputation_risk
Setup
How each person connects
There is no shared key to manage. Each person signs in with their own VueLeaf account, so access follows the permissions they already have.
01
Add the VueLeaf MCP endpoint
In an AI assistant that supports MCP connections, add https://vueleaf.com/mcp as a connector.
02
Sign in with your own VueLeaf account
The assistant gets read-only access to your current workspace and only sees what you can already see in VueLeaf.
03
Ask a scoped question, then pull the posts
Start with what changed in a set window, check the scope on the answer, and ask for the supporting posts when the answer needs proof.
Provenance
Every answer shows what it is based on
The assistant does not just return a conclusion. Each VueLeaf tool result carries the context your team needs to check it, so nobody has to take a summary on faith.
That is the difference between pasting an export into a chat and asking VueLeaf directly.
How VueLeaf scores and attributes data| Field | What it tells you |
|---|---|
| Workspace | Which workspace and brand set the answer came from |
| Date window | The exact period, so a 7-day read is not mistaken for a quarter |
| Freshness | When the underlying data was last refreshed |
| Denominator | How many posts or mentions the figure is based on |
| Warnings | Low volume, partial coverage, or other caveats |
| Evidence | The posts behind the conclusion, when requested |
Ready-made prompts
Start from a saved workflow
Teams that do not want to write prompts can run a saved one. Most come with a preset 7, 30, or 90 day window or an advanced version for exact dates and filters, for 33 prompts in total.
Briefs and daily prep
- Executive Workspace Briefan overall executive memo for the workspace.
- Daily Signal Watchlista morning list of the most important current changes.
- Insight Prioritization Briefthe most important smart insights, ranked.
- Workspace Orientationwhat the workspace tracks and how to read it.
- Brand Reputation Checkone tracked brand's current risk.
- Brand Momentum Snapshotone tracked brand's momentum.
- Share Of Voice Competition Reviewhow share of voice leaders compare.
Analysis and evidence
- Analyst Evidence Reviewwhat changed in the workspace and why.
- Brand Sentiment Shift Reviewwhy one tracked brand's sentiment moved.
- Sentiment Pattern Reviewsentiment patterns across the workspace.
- Source Mix Reviewwhich forums and sources drive the conversation.
- Negative Mentions Triagea queue of negative posts to review.
- Keyword Evidence Sweepan evidence pack for one tracked keyword.
- Freshness And Coverage Checkhow current and complete the data is.
Boundaries
What VueLeaf MCP does not do
Read only
It does not write back to VueLeaf
The assistant cannot change keywords, alerts, or reports through MCP. It reads and explains.
One workspace
It does not blend workspaces
Each answer is scoped to the workspace you are signed in to. Data from other brands or teams never mixes in.
Human review
It does not replace judgment
Answers speed up analysis and prep. Your team still reads the evidence before acting on it.
Not a report
It does not replace formal reports
Use live questions for investigation. Use VueLeaf reports when you need a fixed artifact to share.
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