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lotchuazzz-crypto/papergraph-mcp

PaperGraph MCP turns math papers into evidence-grounded reading maps for AI agents: extract results, trace proof evidence, plan reading order, and review external dependencies without guessing.

Python ◇ ai-agents MIT
★285STARS
⑂4FORKS
!1ISSUES
🏆#12,218GLOBAL RANK
🔥4DAYS TRENDING
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⚡ Executive Summary & Quick Facts

Authoritative Source

papergraph-mcp is papergraph-mcp is an open-source project written in Python: PaperGraph MCP turns math papers into evidence-grounded reading maps for AI agents: extract results, trace proof evidence, plan reading order, and review external dependencies without guessing..

Repository lotchuazzz-crypto/papergraph-mcp ↗
Primary Category ai agents
Language & Stack Python
Software License MIT
Community Traction ★ 285 stars · ⑂ 4 forks · #12,218 globally
Maintenance ● Active (Last commit: Oct 18, 2026) · 1 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

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Momentum

+10

STARS · LAST 30 DAYS

1

PER DAY

#1,583

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+7+10+90
Per day111
Forks gained+1+3+10

papergraph-mcp gained 10 stars in the last 30 days, about 1 a day, and now has 285. It is about 1 year old and has averaged roughly 285 stars a year. It ranks #1,583 among Python repositories and #12,218 across all languages on GitHubRepo.

Trending Record

papergraph-mcp has maintained a continuous presence across global trending indexes, peaking at #11600. Below is the 30-day activity profile:

💡 Overview

papergraph-mcp is an open-source project written in Python: PaperGraph MCP turns math papers into evidence-grounded reading maps for AI agents: extract results, trace proof evidence, plan reading order, and review external dependencies without guessing.

Engineered for speed, consistency, and developer ease, it solves common hurdles in ai-agents, arxiv, knowledge-graph. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal
$ pip install papergraph-mcp

⚙ System Requirements

Platforms

  • • macOS
  • • Linux
  • • Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

papergraph-mcp coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Autonomous AI Agents

Orchestrate intelligent workflows and tool-calling routines with papergraph-mcp.

Model Inference & Prompting

Integrate fast, local or cloud-hosted generative AI models directly into production code.

Context Memory & RAG

Augment language models with dynamic vector retrieval and structured project memory.

Developer Productivity

Automate repetitive engineering tasks, code generation, and test creation using AI agents.

🚀 Getting Started

1

Install papergraph-mcp using your package manager: `pip install papergraph-mcp`

2

Initialize your project workspace or configuration file for papergraph-mcp.

3

Import papergraph-mcp into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `papergraph-mcp --help` to verify successful setup.

👍 Strengths

Active community backing with 285 GitHub stars and verified adoption.
Permissive open-source distribution under the MIT license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

⇄ Alternatives & Direct Competitors

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

lotchuazzz-crypto/papergraph-mcp is currently ranked #12,218 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#12,198 bmf-san/ggc Go ★ 286 Compare ↗
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#12,218 lotchuazzz-crypto/papergraph-mcp This Project Python ★ 285
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#12,218 ncr/rack-proxy Ruby ★ 285 Compare ↗
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Frequently Asked Questions

What does papergraph-mcp do? +

PaperGraph MCP turns math papers into evidence-grounded reading maps for AI agents: extract results, trace proof evidence, plan reading order, and review external dependencies without guessing.

What language is papergraph-mcp written in? +

The primary language is Python. Topics include: ai-agents, arxiv, knowledge-graph, latex, mathematics.

Is papergraph-mcp actively maintained? +

Yes, the last recorded push was on Oct 18, 2026 with 1 open issues being tracked.

How many stars does papergraph-mcp have? +

papergraph-mcp has 285 stars and 4 forks on GitHub.

How does papergraph-mcp rank among GitHub repositories? +

With 285 stars, lotchuazzz-crypto/papergraph-mcp is ranked #12,218 globally across all repositories tracked on GitHubRepo and #1,583 among Python projects.

What license is papergraph-mcp distributed under? +

The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.

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