Who it is for
HR teams and people analytics owners who want a figure without building a report first.
Reflect
Plain-language questions against HR and workforce data
Overview
What Reflect does
Reflect is a people analytics product, and this connector lets its data be questioned in ordinary sentences from ChatGPT. Typical subjects include headcount, attrition, hiring, and pay, answered without an export step or a spreadsheet in between.
The app also reaches the numbers underneath French and European compliance reporting, naming BDESE, the Egapro index, and EU pay transparency. It browses the part of the data catalog the requester is cleared to see, runs structured analytics queries, and drops to SQL for harder questions.
Access is read only. Every call inherits the permissions already set on the account, so nothing appears that the person asking is not entitled to see. Sample questions in the record appear in both English and French.
What stands out
It covers regulated French and EU reporting numbers alongside standard workforce metrics.
Availability
Where Reflect is listed
Reflect ships this on both marketplaces: Reflect is listed in the Claude connectors directory and in the ChatGPT apps directory, under the same publisher domain.
Only 392 of the 3,150 products in this directory are listed in both marketplaces. One MCP server can serve both surfaces; what differs is each platform's listing and review process.
ChatGPT listing
In the ChatGPT apps directory
- Developer
- Reflect
- Filed under
- Productivity
- Listed since
- June 2026
- Authentication
- Authenticates when installed
- Website
- getreflect.io
- Policies published
- Privacy policy · Terms of service
- Official listing
- Open in ChatGPT
- Snapshot
- August 2026
Example prompts from the listing
- Give me my headcount by gender
- Fais une analyse des absences
- Combien me coûte l'absentéisme
Claude listing
In the Claude connectors directory
Reflect publishes 3 tools to Claude, a deliberately narrow surface; only 11.3% of the 1,253 Claude-listed connectors expose fewer.
The median Claude-listed connector filed under Productivity publishes 12, so this one sits 9 tools below its bucket's median, 379th of 462.
It falls in the 1-3 tools band, which holds 16.4% of the Claude directory.
Reflect publishes a remote MCP endpoint. Claude connects to it over HTTP; there is nothing to install locally.
Every connector in the Claude directory is remote, all 1,253 of them, so transport is not a differentiator there.
- Publisher
- Reflect
- Verification
- Community-listed (61.5% of the Claude directory)
- Filed under
- Productivity
- Endpoint
-
https://api.app.getreflect.io/mcp - Documentation
- Publisher setup docs
- Published tools
- 3 · 1-3 tools band
- Depth rank in Productivity
- 379 of 462
- Snapshot
- August 2026
Reflect is community-listed in the Claude directory, the tier 770 of 1,253 connectors sit in (61.5%). It is the default for a self-published server, and says nothing either way about quality.
In the publisher's words
How Reflect describes it
Reflect turns your HR and workforce data into answers, right inside Claude. Ask in plain language and Reflect queries your people analytics directly: headcount, turnover, recruitment, compensation and more, with no export or spreadsheet. It also surfaces the figures behind your legal and compliance reports (BDESE, Egapro index, EU pay transparency). It explores the data catalog you're allowed to see, runs structured analytics queries, and handles advanced SQL when needed. Read-only and secure by design: every request respects your existing Reflect permissions.
Quoted from the connector's own Claude directory listing as captured in August 2026. Node8 did not write it and does not vouch for it.
Nearby
Other Productivity connectors
Avoma
Meeting transcripts, scorecards and CRM context from Avoma
Claude
Cloverleaf
Colleague coaching grounded in DISC, Enneagram and 16 Types data
Claude
Componecat
A software catalog of systems, services and libraries with Git sync
Claude
Dovetail Regulatory
eQMS access for medtech regulatory teams
Claude · ChatGPT
Ironclad Contracts
Plain language search across an Ironclad contract repository
Claude · ChatGPT
Unstructured Foundation
Turn messy documents into searchable, structured organisational content
Claude
This is an independent catalogue entry compiled by Node8 from Reflect's public marketplace listings as they stood in August 2026. Listing facts come from the marketplaces; the comparisons against the rest of the directory and any live-endpoint measurements are Node8's. Node8 is not affiliated with Reflect, and inclusion here is not an endorsement.
Want your company reachable inside ChatGPT and Claude?
Node8 builds MCP servers end to end: deciding which tools are worth exposing, the authentication and permission model, the review submissions, and the onboarding that gets them used. One server serves ChatGPT, Claude, and Microsoft Copilot.