# a chatbot for medical clinics

**There is clear demand for clinic chatbots, but the market is crowded with small, mostly side-project competitors and the hard part is safety, not chat UI.**

Confidence: high  ·  69 signals  ·  checked 2026-08-01

[Full report with live links](https://showsitsworks.com/idea/chatbot-for-medical-clinics)

> **Little of this is specific to medical.** Under *What people actually say*, only 2 of 6 sourced findings mention medical at all. The rest describe the product category. A crowded section is evidence the category is crowded, not that anyone is serving medical.

## Who is already building this

*From data*

- There are many live small competitors, including co-dev0909/medical-ai-assistant (9 stars, last push 2025-07-14), xckev/ClinicChatBot (7 stars, last push 2024-03-23), relatablepradeep/Aurleaf (6 stars, last push 2025-10-20), sankett13/MCP-Clinic-Bot (4 stars, last push 2025-08-03), and rds-player/ai-clinic-chatbot (no stars shown, last push 2025-12-16).
  - [co-dev0909/medical-ai-assistant](https://github.com/co-dev0909/medical-ai-assistant) `github` — 2025-07-13
  - [xckev/ClinicChatBot](https://github.com/xckev/ClinicChatBot) `github` — 2024-03-22
  - [relatablepradeep/Aurleaf](https://github.com/relatablepradeep/Aurleaf) `github` — 2025-03-15
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
  - [rds-player/ai-clinic-chatbot](https://github.com/rds-player/ai-clinic-chatbot) `github` — 2025-12-15
- Several other clinic-chatbot repos are still maintained but tiny: aimaster-dev/medical-ai-assistant (4 stars, last push 2025-05-30), rbhogal/med-assist-ai (3 stars, last push 2026-03-18), mpraes/medinow (2 stars, last push 2025-10-29), abberrezoug-sudo/medRd-Website (2 stars, last push 2026-06-27), and VishnuPradhaban-1603/med_Chatbot (1 star, last push 2025-07-12).
  - [aimaster-dev/medical-ai-assistant](https://github.com/aimaster-dev/medical-ai-assistant) `github` — 2025-05-30
  - [rbhogal/med-assist-ai](https://github.com/rbhogal/med-assist-ai) `github` — 2025-04-01
  - [mpraes/medinow](https://github.com/mpraes/medinow) `github` — 2025-10-24
  - [abberrezoug-sudo/medRd-Website](https://github.com/abberrezoug-sudo/medRd-Website) `github` — 2026-06-27
  - [VishnuPradhaban-1603/med_Chatbot](https://github.com/VishnuPradhaban-1603/med_Chatbot) `github` — 2025-07-12
- Some projects are dead or stale rather than active competitors, including ValEscoSierra/ChatBot-ReservaCitas (3 stars, last push 2024-04-01), JamiCode/CareCompanion (4 stars, last push 2024-01-23), Rocky111245/Interactive-Medical-Chatbot (2 stars, last push 2024-07-02), and osama-Hassan20/Doctobot (1 star, last push 2023-11-27).
  - [ValEscoSierra/ChatBot-ReservaCitas](https://github.com/ValEscoSierra/ChatBot-ReservaCitas) `github` — 2024-04-01
  - [JamiCode/CareCompanion](https://github.com/JamiCode/CareCompanion) `github` — 2023-12-20
  - [Rocky111245/Interactive-Medical-Chatbot](https://github.com/Rocky111245/Interactive-Medical-Chatbot) `github` — 2024-07-02
  - [osama-Hassan20/Doctobot](https://github.com/osama-Hassan20/Doctobot) `github` — 2023-11-27
- There are also adjacent production ingredients with meaningful usage, like @aws-sdk/client-comprehendmedical at 251,915 downloads last month and n8n-nodes-kipps at 287,074 downloads last month, which suggests clinics and builders are wiring together medical NLP and chatbot workflows.
  - [npm: @aws-sdk/client-comprehendmedical](https://www.npmjs.com/package/@aws-sdk/client-comprehendmedical) `registries` — 2026-07-31
  - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29

## What people actually say

*From data*

- "we've tested many of those types of questions/messages" — a Hacker News commenter says medical chatbot behavior is already being probed for real patient-style questions.
  - [Study: ChatGPT outperforms physicians in quality, empathetic answers to patients](https://news.ycombinator.com/item?id=35756453) `hackernews` — 2023-04-29
- "I built the Optimism Engine because I noticed a dangerous gap in how we are using AI for mental health." — another Hacker News poster is explicitly focused on the safety gap around chatbots in a clinical-adjacent setting. *(not about medical)*
  - [Optimism Engine – The first AI engine with a deterministic Safety Layer](https://news.ycombinator.com/item?id=47162101) `hackernews` — 2026-02-26
  - [I built an anti-hallucination safety layer for mental health AI](https://news.ycombinator.com/item?id=47150923) `hackernews` — 2026-02-25
- "Hallucinations." — the same poster says the core risk in these systems is wrong output, not lack of interface polish. *(not about medical)*
  - [Optimism Engine – The first AI engine with a deterministic Safety Layer](https://news.ycombinator.com/item?id=47162101) `hackernews` — 2026-02-26
  - [I built an anti-hallucination safety layer for mental health AI](https://news.ycombinator.com/item?id=47150923) `hackernews` — 2026-02-25
- "Can it miss a suicide cue. It can give bad advice." — a first-person complaint about harmful failure modes in AI health chat. *(not about medical)*
  - [Optimism Engine – The first AI engine with a deterministic Safety Layer](https://news.ycombinator.com/item?id=47162101) `hackernews` — 2026-02-26
  - [I built an anti-hallucination safety layer for mental health AI](https://news.ycombinator.com/item?id=47150923) `hackernews` — 2026-02-25
- "Our objective for current project: Virtualize the doctor clinics through common messaging platforms like whatsapp, messenger, etc." — a Discourse participant describes exactly the clinic workflow many teams are trying to automate. *(not about medical)*
  - [System's Engineer, AWS geek](https://community.openai.com/t/systems-engineer-aws-geek/4750/3) `discourse` — 2021-06-19
- "I currently operate a customized service solution for medical clinics" — this is a person already doing clinic chatbot work, not just talking about it.
  - [N8n license](https://community.n8n.io/t/n8n-license/60639) `discourse` — 2024-11-04

## People asking to be sold to

*From data*

- "Virtualize the doctor clinics through common messaging platforms like whatsapp, messenger, etc." — this is a direct operational need, not a hobby idea.
  - [System's Engineer, AWS geek](https://community.openai.com/t/systems-engineer-aws-geek/4750/3) `discourse` — 2021-06-19
- "I currently operate a customized service solution for medical clinics" — evidence that someone is already selling or delivering this kind of system.
  - [N8n license](https://community.n8n.io/t/n8n-license/60639) `discourse` — 2024-11-04
- "appointment management" and "clinic information retrieval" are explicit features in a maintained clinic bot repo, which points to the main purchasable jobs to be done.
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
- "book doctor appointments or lab tests" appears in Aurleaf, showing buyers care about scheduling and simple transaction handling more than open-ended medical chat.
  - [relatablepradeep/Aurleaf](https://github.com/relatablepradeep/Aurleaf) `github` — 2025-03-15

## Where the opening is

*Model estimate*

- The signals do not show a strong gap in basic clinic chatbot features; booking, FAQs, appointment management, WhatsApp integration, and patient query handling are already repeated across repos and discourse threads.
  - [co-dev0909/medical-ai-assistant](https://github.com/co-dev0909/medical-ai-assistant) `github` — 2025-07-13
  - [xckev/ClinicChatBot](https://github.com/xckev/ClinicChatBot) `github` — 2024-03-22
  - [relatablepradeep/Aurleaf](https://github.com/relatablepradeep/Aurleaf) `github` — 2025-03-15
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
  - [rbhogal/med-assist-ai](https://github.com/rbhogal/med-assist-ai) `github` — 2025-04-01
  - [System's Engineer, AWS geek](https://community.openai.com/t/systems-engineer-aws-geek/4750/3) `discourse` — 2021-06-19
  - [mpraes/medinow](https://github.com/mpraes/medinow) `github` — 2025-10-24
  - [abberrezoug-sudo/medRd-Website](https://github.com/abberrezoug-sudo/medRd-Website) `github` — 2026-06-27
  - [osama-Hassan20/Doctobot](https://github.com/osama-Hassan20/Doctobot) `github` — 2023-11-27
  - [rds-player/ai-clinic-chatbot](https://github.com/rds-player/ai-clinic-chatbot) `github` — 2025-12-15
  - [njd07/bhopalhealthclinic](https://github.com/njd07/bhopalhealthclinic) `github` — 2025-09-01
- What is missing is a clearly differentiated product around clinical safety, escalation, and correctness controls. The strongest first-hand comments focus on hallucinations, missed suicide cues, and bad advice rather than on chat transport or UI.
  - [Optimism Engine – The first AI engine with a deterministic Safety Layer](https://news.ycombinator.com/item?id=47162101) `hackernews` — 2026-02-26
  - [I built an anti-hallucination safety layer for mental health AI](https://news.ycombinator.com/item?id=47150923) `hackernews` — 2026-02-25
  - [Study: ChatGPT outperforms physicians in quality, empathetic answers to patients](https://news.ycombinator.com/item?id=35756453) `hackernews` — 2023-04-29
- The data also does not show a product that is clearly built for clinic operators to hand off to human staff when the bot hits a complicated case, even though healthcare pages say this handoff matters.
  - [Quincy Healthcare Chatbot Solution - Improve Patient Engagement](https://www.qliqsoft.com/introducing-the-healthcare-chatbot-what-you-need-to-know-and-why) `tavily`
  - [AI chatbots for health: How to use them safely and effectively | American Medical Association](https://www.ama-assn.org/practice-management/digital-health/ai-chatbots-health-how-use-them-safely-and-effectively) `tavily`
  - [Chatbots in Health Care: Connecting Patients to Information - NCBI Bookshelf](https://www.ncbi.nlm.nih.gov/books/NBK602381) `tavily`

## How big the market might be

*Model estimate*

- This search surfaced 20 GitHub projects, 15 registry items, 11 Hacker News items, 10 Dev.to articles, and 4 Discourse threads touching the topic.
  - [co-dev0909/medical-ai-assistant](https://github.com/co-dev0909/medical-ai-assistant) `github` — 2025-07-13
  - [xckev/ClinicChatBot](https://github.com/xckev/ClinicChatBot) `github` — 2024-03-22
  - [relatablepradeep/Aurleaf](https://github.com/relatablepradeep/Aurleaf) `github` — 2025-03-15
  - [aimaster-dev/medical-ai-assistant](https://github.com/aimaster-dev/medical-ai-assistant) `github` — 2025-05-30
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
  - [rbhogal/med-assist-ai](https://github.com/rbhogal/med-assist-ai) `github` — 2025-04-01
  - [mpraes/medinow](https://github.com/mpraes/medinow) `github` — 2025-10-24
  - [abberrezoug-sudo/medRd-Website](https://github.com/abberrezoug-sudo/medRd-Website) `github` — 2026-06-27
  - [VishnuPradhaban-1603/med_Chatbot](https://github.com/VishnuPradhaban-1603/med_Chatbot) `github` — 2025-07-12
  - [rds-player/ai-clinic-chatbot](https://github.com/rds-player/ai-clinic-chatbot) `github` — 2025-12-15
- The largest usage signal is @aws-sdk/client-comprehendmedical with 251,915 monthly downloads, followed by n8n-nodes-kipps with 287,074 monthly downloads for chatbot and voice-agent integration.
  - [npm: @aws-sdk/client-comprehendmedical](https://www.npmjs.com/package/@aws-sdk/client-comprehendmedical) `registries` — 2026-07-31
  - [npm: n8n-nodes-kipps](https://www.npmjs.com/package/n8n-nodes-kipps) `registries` — 2026-06-29
- There were 4 first-hand complaints, 0 unsolved questions, and 0 stated wants in the counted facts, so the demand signal is real but not loud in forums.
- Matching community discussion exists on community.n8n.io and community.openai.com, which means builders are actively stitching together clinic automation and chatbots.

## What could go wrong

*Model estimate*

- This is a regulated, high-liability area. Bad answers can harm patients, and the signals repeatedly mention hallucinations, emergency risk, and the need for clinician oversight.
  - [AI chatbots for health: How to use them safely and effectively | American Medical Association](https://www.ama-assn.org/practice-management/digital-health/ai-chatbots-health-how-use-them-safely-and-effectively) `tavily`
  - [Study: ChatGPT outperforms physicians in quality, empathetic answers to patients](https://news.ycombinator.com/item?id=35756453) `hackernews` — 2023-04-29
  - [AI in healthcare: Can a chatbot answer your medical questions? - Harvard Health](https://www.health.harvard.edu/preventive-care/ai-in-healthcare-can-a-chatbot-answer-your-medical-questions) `tavily`
  - [Optimism Engine – The first AI engine with a deterministic Safety Layer](https://news.ycombinator.com/item?id=47162101) `hackernews` — 2026-02-26
  - [I built an anti-hallucination safety layer for mental health AI](https://news.ycombinator.com/item?id=47150923) `hackernews` — 2026-02-25
- A general chatbot is easy to copy. The repo landscape is crowded with small projects, and most are tiny enough that a better-funded competitor could reproduce the core flow quickly.
  - [co-dev0909/medical-ai-assistant](https://github.com/co-dev0909/medical-ai-assistant) `github` — 2025-07-13
  - [xckev/ClinicChatBot](https://github.com/xckev/ClinicChatBot) `github` — 2024-03-22
  - [aimaster-dev/medical-ai-assistant](https://github.com/aimaster-dev/medical-ai-assistant) `github` — 2025-05-30
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
  - [rbhogal/med-assist-ai](https://github.com/rbhogal/med-assist-ai) `github` — 2025-04-01
  - [mpraes/medinow](https://github.com/mpraes/medinow) `github` — 2025-10-24
  - [abberrezoug-sudo/medRd-Website](https://github.com/abberrezoug-sudo/medRd-Website) `github` — 2026-06-27
  - [VishnuPradhaban-1603/med_Chatbot](https://github.com/VishnuPradhaban-1603/med_Chatbot) `github` — 2025-07-12
  - [rds-player/ai-clinic-chatbot](https://github.com/rds-player/ai-clinic-chatbot) `github` — 2025-12-15
  - [njd07/bhopalhealthclinic](https://github.com/njd07/bhopalhealthclinic) `github` — 2025-09-01
- Trust and integration will matter more than model choice. The signals point to appointment booking, WhatsApp, records, and human handoff as the real workflow, not just a nicer LLM wrapper.
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
  - [System's Engineer, AWS geek](https://community.openai.com/t/systems-engineer-aws-geek/4750/3) `discourse` — 2021-06-19
  - [Quincy Healthcare Chatbot Solution - Improve Patient Engagement](https://www.qliqsoft.com/introducing-the-healthcare-chatbot-what-you-need-to-know-and-why) `tavily`
  - [mpraes/medinow](https://github.com/mpraes/medinow) `github` — 2025-10-24
  - [abberrezoug-sudo/medRd-Website](https://github.com/abberrezoug-sudo/medRd-Website) `github` — 2026-06-27

## What to do this week

*Model estimate*

- Build for one narrow clinic workflow first: appointment booking and intake, with a hard escalation path to staff when the bot is uncertain.
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
  - [System's Engineer, AWS geek](https://community.openai.com/t/systems-engineer-aws-geek/4750/3) `discourse` — 2021-06-19
  - [Quincy Healthcare Chatbot Solution - Improve Patient Engagement](https://www.qliqsoft.com/introducing-the-healthcare-chatbot-what-you-need-to-know-and-why) `tavily`
  - [mpraes/medinow](https://github.com/mpraes/medinow) `github` — 2025-10-24
- Position it as an admin and triage assistant, not as a medical advice engine. The market signals are stronger for logistics than diagnosis.
  - [relatablepradeep/Aurleaf](https://github.com/relatablepradeep/Aurleaf) `github` — 2025-03-15
  - [sankett13/MCP-Clinic-Bot](https://github.com/sankett13/MCP-Clinic-Bot) `github` — 2025-07-28
  - [rbhogal/med-assist-ai](https://github.com/rbhogal/med-assist-ai) `github` — 2025-04-01
  - [mpraes/medinow](https://github.com/mpraes/medinow) `github` — 2025-10-24
  - [njd07/bhopalhealthclinic](https://github.com/njd07/bhopalhealthclinic) `github` — 2025-09-01
- Add safety controls from day one: emergency detection, refusal behavior, audit logs, and clinician review for risky outputs.
  - [co-dev0909/medical-ai-assistant](https://github.com/co-dev0909/medical-ai-assistant) `github` — 2025-07-13
  - [AI chatbots for health: How to use them safely and effectively | American Medical Association](https://www.ama-assn.org/practice-management/digital-health/ai-chatbots-health-how-use-them-safely-and-effectively) `tavily`
  - [Study: ChatGPT outperforms physicians in quality, empathetic answers to patients](https://news.ycombinator.com/item?id=35756453) `hackernews` — 2023-04-29
  - [Optimism Engine – The first AI engine with a deterministic Safety Layer](https://news.ycombinator.com/item?id=47162101) `hackernews` — 2026-02-26
  - [I built an anti-hallucination safety layer for mental health AI](https://news.ycombinator.com/item?id=47150923) `hackernews` — 2026-02-25
- Validate with clinic operators who already mention WhatsApp, scheduling, and service automation, since those are the people already talking about buying or building this.
  - [N8n license](https://community.n8n.io/t/n8n-license/60639) `discourse` — 2024-11-04
  - [System's Engineer, AWS geek](https://community.openai.com/t/systems-engineer-aws-geek/4750/3) `discourse` — 2021-06-19
  - [Ask HN: Who is hiring? (November 2023)](https://news.ycombinator.com/item?id=38109063) `hackernews` — 2023-11-02

## Domain names

- `medicalchatbot.com` — taken
- `medicalchatbot.io` — available
- `medical.com` — taken
- `getmedical.com` — taken

---

Sources searched: hackernews (11), github (20), githubissues (none), discourse (4), intent (none), stackexchange (none), registries (15), tavily (9), devto (10)

Generated by Shows Its Work — https://showsitsworks.com/idea/chatbot-for-medical-clinics
Findings link to their sources. Estimates are marked as estimates.