# Reflect — AI Connector Reflect publishes 3 MCP tools to Claude and is listed in the ChatGPT apps directory. Marketplace availability, tool surface, verification tier, and what Node8 measured against the live endpoint. Source: https://node8.ai/ai-connectors/productivity/reflect/ --- [AI Connectors](https://node8.ai/ai-connectors/) · [Productivity](https://node8.ai/ai-connectors/productivity/) # Reflect Plain-language questions against HR and workforce data Listed in ChatGPT and Claude · 3 published tools · Community-listed [ChatGPT listing](https://chatgpt.com/plugins/reflect?open_in_app) [Claude connector docs](https://help.getreflect.io/en/articles/717451-reflect-mcp) [getreflect.io](https://getreflect.io/) 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. ### Who it is for HR teams and people analytics owners who want a figure without building a report first. ### 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](https://www.getreflect.io/) Policies published Privacy policy · Terms of service Official listing [Open in ChatGPT](https://chatgpt.com/plugins/reflect?open_in_app) 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](https://help.getreflect.io/en/articles/717451-reflect-mcp) 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](https://node8.ai/ai-connectors/productivity/avoma/) Meeting transcripts, scorecards and CRM context from Avoma Claude ### [Cloverleaf](https://node8.ai/ai-connectors/productivity/cloverleaf/) Colleague coaching grounded in DISC, Enneagram and 16 Types data Claude ### [Componecat](https://node8.ai/ai-connectors/productivity/componecat/) A software catalog of systems, services and libraries with Git sync Claude ### [Dovetail Regulatory](https://node8.ai/ai-connectors/productivity/dovetail-regulatory/) eQMS access for medtech regulatory teams Claude · ChatGPT ### [Ironclad Contracts](https://node8.ai/ai-connectors/productivity/ironclad-contracts/) Plain language search across an Ironclad contract repository Claude · ChatGPT ### [Unstructured Foundation](https://node8.ai/ai-connectors/productivity/unstructured-foundation/) Turn messy documents into searchable, structured organisational content Claude [All 760 Productivity connectors](https://node8.ai/ai-connectors/productivity/) 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. [See how it works](https://node8.ai/mcp) Book a strategy session