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Ai-Chatbot MCP Server

pmgwee/Ai-Chatbot

Score: 42.7 Rank #12166 Search & RAG
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RAG study assistant over 4 live Canvas LMS courses with self auto-ingestion: APScheduler daily Canvas diff, RapidOCR for scanned/embedded images, LangGraph multi-query retrieval with document grading and query rewriting, A2A supervisor agent, MCP server. FastAPI + Pinecone + Next.js 15.

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Overview

pmgwee/Ai-Chatbot is a Python MCP server. RAG study assistant over 4 live Canvas LMS courses with self auto-ingestion: APScheduler daily Canvas diff, RapidOCR for scanned/embedded images, LangGraph multi-query retrieval with document grading and query rewriting, A2A supervisor agent, MCP server. FastAPI + Pinecone + Next.js 15.

Ranked #12166 out of 24850 indexed tools.

Ecosystem

Python No license

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% 1mo ago

Last commit 1mo ago → recently updated

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License None

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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AgentRank score for pmgwee/Ai-Chatbot
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Matched Queries

"mcp server""mcp-server"

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