# a knowledge base for restaurants

**There is demand for restaurant knowledge systems, but the market is already crowded with restaurant bots, RAG menu tools, and recommendation systems; a generic knowledge base is not a clean wedge.**

Confidence: medium  ·  66 signals  ·  checked 2026-08-01

[Full report with live links](https://showsitsworks.com/idea/knowledge-base-for-restaurants)

> **Little of this is specific to restaurants.** Under *Who is already building this*, only 1 of 5 sourced findings mention restaurants at all. The rest describe the product category. A crowded section is evidence the category is crowded, not that anyone is serving restaurants.

## Who is already building this

*From data*

- @cdklabs/tskb is a knowledge-base package with 1,366,416 monthly downloads; it says it is for using TypeScript as a knowledge base. *(not about restaurants)*
  - [npm: @cdklabs/tskb](https://www.npmjs.com/package/@cdklabs/tskb) `registries` — 2025-11-24
- @tangle-network/agent-knowledge has 39,619 monthly downloads and is built to build, search, evaluate, and improve source-backed knowledge bases. *(not about restaurants)*
  - [npm: @tangle-network/agent-knowledge](https://www.npmjs.com/package/@tangle-network/agent-knowledge) `registries` — 2026-08-02
- toga-ai has 39,040 monthly downloads and describes itself as a shared AI coding harness with skills, a knowledge base CLI, and a project installer. *(not about restaurants)*
  - [npm: toga-ai](https://www.npmjs.com/package/toga-ai) `registries` — 2026-08-01
- @aashari/mcp-server-atlassian-confluence has 23,144 monthly downloads and provides AI access to Confluence knowledge bases through MCP tools. *(not about restaurants)*
  - [npm: @aashari/mcp-server-atlassian-confluence](https://www.npmjs.com/package/@aashari/mcp-server-atlassian-confluence) `registries` — 2025-12-03
- There are also small live restaurant-specific repos: Noway92/Voice-Assistant-AI-Agent handles reservations, orders, and inquiries with RAG-based knowledge retrieval; Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map includes restaurant discovery and booking features; and tuqa-saeed/Restaurant-Assistant-System-Telegram-LLM-Google-Sheets-Knowledge-Base retrieves from a restaurant knowledge base. These have 2, 1, and 1 stars respectively, and their last pushes were 2026-01-15, 2026-07-27, and 2026-01-15, so at least the first two look maintained.
  - [Noway92/Voice-Assistant-AI-Agent](https://github.com/Noway92/Voice-Assistant-AI-Agent) `github` — 2025-11-13
  - [Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map](https://github.com/Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map) `github` — 2025-12-04
  - [tuqa-saeed/Restaurant-Assistant-System-Telegram-LLM-Google-Sheets-Knowledge-Base-](https://github.com/tuqa-saeed/Restaurant-Assistant-System-Telegram-LLM-Google-Sheets-Knowledge-Base-) `github` — 2026-01-13

## What people actually say

*From data*

- "I'd like to create a simple AI-based chatbot for restaurants and a knowledge source (the menu)." This is a direct forum request for restaurant knowledge-base setup help.
  - [Chatbot restaurant](https://community.n8n.io/t/chatbot-restaurant/200745) `discourse` — 2025-10-06
- "I'm trying to follow your steps but the Assistant still doesn't retrieve some info from the knowledge base" This is a complaint about retrieval failing in a knowledge-base workflow.
  - [Assistant api, retrieval file api is not working](https://community.openai.com/t/assistant-api-retrieval-file-api-is-not-working/487816/27) `discourse` — 2023-11-28
- "Apple Maps shows an Indian restaurant in my neighborhood as open on Saturdays, but they haven't been open on Saturdays in years." This HN comment points to stale restaurant knowledge as a real annoyance.
  - [Google Maps has become an eyesore](https://news.ycombinator.com/item?id=37030348) `hackernews` — 2023-08-07
- "If it wasnt a chain restaurant GPT might not h" This comment suggests restaurant knowledge is weaker for independent places than for chains.
  - [Smartphone buyers meh on AI, care more about battery life](https://news.ycombinator.com/item?id=41949558) `hackernews` — 2024-10-25

## People asking to be sold to

*From data*

- "I'd like to create a simple AI-based chatbot for restaurants and a knowledge source (the menu)." The poster is explicitly asking for costs, solutions, and help for a startup.
  - [Chatbot restaurant](https://community.n8n.io/t/chatbot-restaurant/200745) `discourse` — 2025-10-06
- "Could you advise me on costs and solutions for this startup and how you could help me?" This is a direct buying/intention signal.
  - [Chatbot restaurant](https://community.n8n.io/t/chatbot-restaurant/200745) `discourse` — 2025-10-06
- "There's a pricing gap opening up in the US restaurant market that most owners haven't fully priced..." This article signal suggests operators are actively evaluating spend on phone-answering and AI alternatives.
  - [What US Restaurants Pay for Phone Answering in 2026 (And Why the Math Is Shifting)](https://dev.to/ringfoods/what-us-restaurants-pay-for-phone-answering-in-2026-and-why-the-math-is-shifting-311k) `devto` — 2026-04-23
- "There's a predictable booking surge coming for US restaurants in mid-June, and most operators aren't..." This suggests operational pressure that could motivate purchase decisions around knowledge and phone handling.
  - [Father's Day Is Six Weeks Out. US Restaurants That Don't Prepare Their Phone Coverage Will Feel It.](https://dev.to/ringfoods/fathers-day-is-six-weeks-out-us-restaurants-that-dont-prepare-their-phone-coverage-will-feel-it-2dhk) `devto` — 2026-05-03

## Where the opening is

*Model estimate*

- The signals do not show a product focused specifically on keeping restaurant knowledge current across menu, hours, reservations, policies, and ownership changes in one place.
  - [Google Maps has become an eyesore](https://news.ycombinator.com/item?id=37030348) `hackernews` — 2023-08-07
  - [tuqa-saeed/Restaurant-Assistant-System-Telegram-LLM-Google-Sheets-Knowledge-Base-](https://github.com/tuqa-saeed/Restaurant-Assistant-System-Telegram-LLM-Google-Sheets-Knowledge-Base-) `github` — 2026-01-13
  - [Jonarzz/personal-restaurants-knowledge-base](https://github.com/Jonarzz/personal-restaurants-knowledge-base) `github` — 2022-09-15
  - [wisdomfirm639/talaylanphoseafood-knowledge-base](https://github.com/wisdomfirm639/talaylanphoseafood-knowledge-base) `github` — 2025-12-04
  - [qposindia/qpos-knowledge-base](https://github.com/qposindia/qpos-knowledge-base) `github` — 2026-01-23
- The closest restaurant tools are mostly chatbots, ordering assistants, or recommendation systems, not a neutral knowledge base that staff can maintain and reuse across channels.
  - [90627576/realtime-voice-order-assisstant](https://github.com/90627576/realtime-voice-order-assisstant) `github` — 2026-03-12
  - [Noway92/Voice-Assistant-AI-Agent](https://github.com/Noway92/Voice-Assistant-AI-Agent) `github` — 2025-11-13
  - [Mina-nabil-cs50/restaurant-recommender-prolog](https://github.com/Mina-nabil-cs50/restaurant-recommender-prolog) `github` — 2026-05-13
  - [RegiaJG/ChatBot_N8N](https://github.com/RegiaJG/ChatBot_N8N) `github` — 2026-05-11
  - [Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map](https://github.com/Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map) `github` — 2025-12-04
  - [Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands](https://github.com/Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands) `github` — 2025-12-21
  - [Ali-Ahmed-Sherif/Knowledge-Based-Restaurant-Recommender-System](https://github.com/Ali-Ahmed-Sherif/Knowledge-Based-Restaurant-Recommender-System) `github` — 2025-05-17
- There is no strong evidence here of a restaurant knowledge base with verified freshness, multi-location sync, and retrieval QA as the core product.
  - [Chatbot restaurant](https://community.n8n.io/t/chatbot-restaurant/200745) `discourse` — 2025-10-06
  - [Assistant api, retrieval file api is not working](https://community.openai.com/t/assistant-api-retrieval-file-api-is-not-working/487816/27) `discourse` — 2023-11-28
  - [Google Maps has become an eyesore](https://news.ycombinator.com/item?id=37030348) `hackernews` — 2023-08-07

## How big the market might be

*Model estimate*

- This search found 4 named package projects and 4 package competitors, with the largest pulling 1,366,416 downloads a month.
  - [npm: @cdklabs/tskb](https://www.npmjs.com/package/@cdklabs/tskb) `registries` — 2025-11-24
  - [npm: toga-ai](https://www.npmjs.com/package/toga-ai) `registries` — 2026-08-01
  - [npm: @tangle-network/agent-knowledge](https://www.npmjs.com/package/@tangle-network/agent-knowledge) `registries` — 2026-08-02
  - [npm: @aashari/mcp-server-atlassian-confluence](https://www.npmjs.com/package/@aashari/mcp-server-atlassian-confluence) `registries` — 2025-12-03
- There were 2 first-hand complaints, 0 unsolved questions, and 0 stated wants in the collected signals, so the explicit pain signal is thin.
  - [Chatbot restaurant](https://community.n8n.io/t/chatbot-restaurant/200745) `discourse` — 2025-10-06
  - [Assistant api, retrieval file api is not working](https://community.openai.com/t/assistant-api-retrieval-file-api-is-not-working/487816/27) `discourse` — 2023-11-28
- Two community forums matched the topic: community.n8n.io and community.openai.com.
- The live project count is small on the restaurant-specific side, but the adjacent knowledge-base tooling has meaningful usage, including 1,366,416, 39,619, 39,040, and 23,144 monthly downloads on the four package competitors.
  - [npm: @cdklabs/tskb](https://www.npmjs.com/package/@cdklabs/tskb) `registries` — 2025-11-24
  - [npm: toga-ai](https://www.npmjs.com/package/toga-ai) `registries` — 2026-08-01
  - [npm: @tangle-network/agent-knowledge](https://www.npmjs.com/package/@tangle-network/agent-knowledge) `registries` — 2026-08-02
  - [npm: @aashari/mcp-server-atlassian-confluence](https://www.npmjs.com/package/@aashari/mcp-server-atlassian-confluence) `registries` — 2025-12-03

## What could go wrong

*Model estimate*

- This may be hard to sell as a standalone product because many restaurants will see it as part of a chatbot, POS, or support workflow rather than a separate knowledge base.
  - [90627576/realtime-voice-order-assisstant](https://github.com/90627576/realtime-voice-order-assisstant) `github` — 2026-03-12
  - [Noway92/Voice-Assistant-AI-Agent](https://github.com/Noway92/Voice-Assistant-AI-Agent) `github` — 2025-11-13
  - [RegiaJG/ChatBot_N8N](https://github.com/RegiaJG/ChatBot_N8N) `github` — 2026-05-11
  - [Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands](https://github.com/Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands) `github` — 2025-12-21
- Freshness is the core failure mode: restaurant hours, menu items, and policies change often, and stale data is already visible in the signals.
  - [Google Maps has become an eyesore](https://news.ycombinator.com/item?id=37030348) `hackernews` — 2023-08-07
- The market is crowded with small side projects and adjacent AI assistant tools, which makes differentiation and distribution harder.
  - [90627576/realtime-voice-order-assisstant](https://github.com/90627576/realtime-voice-order-assisstant) `github` — 2026-03-12
  - [Noway92/Voice-Assistant-AI-Agent](https://github.com/Noway92/Voice-Assistant-AI-Agent) `github` — 2025-11-13
  - [tuqa-saeed/Restaurant-Assistant-System-Telegram-LLM-Google-Sheets-Knowledge-Base-](https://github.com/tuqa-saeed/Restaurant-Assistant-System-Telegram-LLM-Google-Sheets-Knowledge-Base-) `github` — 2026-01-13
  - [Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map](https://github.com/Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map) `github` — 2025-12-04
  - [Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands](https://github.com/Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands) `github` — 2025-12-21
  - [Ali-Ahmed-Sherif/Knowledge-Based-Restaurant-Recommender-System](https://github.com/Ali-Ahmed-Sherif/Knowledge-Based-Restaurant-Recommender-System) `github` — 2025-05-17
  - [wisdomfirm639/talaylanphoseafood-knowledge-base](https://github.com/wisdomfirm639/talaylanphoseafood-knowledge-base) `github` — 2025-12-04
  - [qposindia/qpos-knowledge-base](https://github.com/qposindia/qpos-knowledge-base) `github` — 2026-01-23

## What to do this week

*Model estimate*

- Narrow the product to one painful use case, such as keeping menu and hours current for independent restaurants across phone, web chat, and Google-style lookup.
  - [Chatbot restaurant](https://community.n8n.io/t/chatbot-restaurant/200745) `discourse` — 2025-10-06
  - [Google Maps has become an eyesore](https://news.ycombinator.com/item?id=37030348) `hackernews` — 2023-08-07
  - [Smartphone buyers meh on AI, care more about battery life](https://news.ycombinator.com/item?id=41949558) `hackernews` — 2024-10-25
- Make freshness the selling point: admin edits, audit trail, and a simple verification loop for menus, hours, and policies.
  - [Assistant api, retrieval file api is not working](https://community.openai.com/t/assistant-api-retrieval-file-api-is-not-working/487816/27) `discourse` — 2023-11-28
  - [Google Maps has become an eyesore](https://news.ycombinator.com/item?id=37030348) `hackernews` — 2023-08-07
- Start with the community where people are already asking about restaurant chatbot and assistant setups, since those are the only direct forum signals found.
  - [Chatbot restaurant](https://community.n8n.io/t/chatbot-restaurant/200745) `discourse` — 2025-10-06
  - [Assistant api, retrieval file api is not working](https://community.openai.com/t/assistant-api-retrieval-file-api-is-not-working/487816/27) `discourse` — 2023-11-28
- If you build, measure whether it replaces manual FAQ upkeep for multi-location restaurants rather than trying to compete with general AI knowledge-base tooling.
  - [npm: @tangle-network/agent-knowledge](https://www.npmjs.com/package/@tangle-network/agent-knowledge) `registries` — 2026-08-02
  - [npm: @aashari/mcp-server-atlassian-confluence](https://www.npmjs.com/package/@aashari/mcp-server-atlassian-confluence) `registries` — 2025-12-03
  - [90627576/realtime-voice-order-assisstant](https://github.com/90627576/realtime-voice-order-assisstant) `github` — 2026-03-12
  - [Noway92/Voice-Assistant-AI-Agent](https://github.com/Noway92/Voice-Assistant-AI-Agent) `github` — 2025-11-13
  - [Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map](https://github.com/Syed-Waleed-Hussain/Smart_Restuarant_Finder_Meal-Map) `github` — 2025-12-04
  - [Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands](https://github.com/Vaibhavking8/Workshop-4-Building-Intelligent-AI-agents-with-Amazon-Bedrock-and-Strands) `github` — 2025-12-21

## Competitor strength

| Project | Stars | Downloads/mo | Activity |
|---|---:|---:|---|
| [npm: @cdklabs/tskb](https://www.npmjs.com/package/@cdklabs/tskb) | — | 1,366,416 | unknown |
| [npm: @tangle-network/agent-knowledge](https://www.npmjs.com/package/@tangle-network/agent-knowledge) | — | 39,619 | unknown |
| [npm: toga-ai](https://www.npmjs.com/package/toga-ai) | — | 39,040 | unknown |
| [npm: @aashari/mcp-server-atlassian-confluence](https://www.npmjs.com/package/@aashari/mcp-server-atlassian-confluence) | — | 23,144 | unknown |

## Domain names

- `restaurantknowledge.com` — available
- `restaurantknowledge.io` — available
- `restaurant.com` — taken
- `getrestaurant.com` — taken

---

Sources searched: hackernews (13), github (20), githubissues (none), discourse (2), intent (none), stackexchange (none), registries (15), tavily (6), devto (10)

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