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autonomous-codebase-guardian MCP Server

Shriman-Shaunaka-Bhattacharya-Mahashaya/autonomous-codebase-guardian

Score: 51.4 Rank #4520 Search & RAG
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Architected an autonomous AI agent combining a local RAG pipeline (ChromaDB) and the Model Context Protocol (FastMCP). Using an async Groq LLM ReAct loop, it securely executes OS tools (file I/O, terminal) to read, write, and debug code. Fully monitored via a Streamlit UI for real-time observability.

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Overview

Shriman-Shaunaka-Bhattacharya-Mahashaya/autonomous-codebase-guardian is a Python MCP server. Architected an autonomous AI agent combining a local RAG pipeline (ChromaDB) and the Model Context Protocol (FastMCP). Using an async Groq LLM ReAct loop, it securely executes OS tools (file I/O, terminal) to read, write, and debug code. Fully monitored via a Streamlit UI for real-time observability.

Ranked #4520 out of 24850 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python No license

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% 2d ago

Last commit 2d ago → actively maintained

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 Shriman-Shaunaka-Bhattacharya-Mahashaya/autonomous-codebase-guardian
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Matched Queries

"model context protocol""model-context-protocol"

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