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  3. July 11, 2026

List of Top MCP Servers for July 11, 2026

Daily list of newly discovered awesome MCP servers. Explore the best Model Context Protocol servers ranked by GitHub stars.

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#1
scitex-ai

SciTeX

Orchestrates reproducible scientific research from raw data to manuscript using a unified Python toolkit for human and AI researchers.

Productivity & Workflow
85
#2
Agents365-ai

Dsclaude

Integrates Claude Code and Claude Desktop with various third-party LLM backends through an Anthropic-compatible API.

Data Science & ML
59
#3
SenolIsci

MyKG

Generates a confidence-scored knowledge graph from diverse document formats, grounded in an induced RDFS/OWL ontology.

Data Science & ML
65
#4
flack0x

Trendspyg

Access real-time trending topics, keyword interest over time, related queries, and regional interest data directly from Google Trends.

Analytics & Monitoring
39
#5
DavidVeksler

CodeContext

Transforms codebases into structured text for LLMs and AI coding assistants, providing essential context for prompt engineering.

API Development
20
#6
ma2za

Google News API Client

Access Google News RSS feeds for search, top stories, and article URL decoding, with optional SearchAPI integration.

Data Science & ML
17
#7
HMAKT99

AKF

Establishes a provenance layer for AI agents, allowing them to stamp verified work and efficiently build upon trusted outputs.

Security & Testing
15
#8
nicknisi

Sessions

Indexes and centralizes AI coding session transcripts from various tools, enabling powerful search and recall capabilities.

Analytics & Monitoring
26
#9
Programalyst

Unity Semantic Bridge

Enables large language models to efficiently query, understand, and interact with Unity scenes.

Security & Testing
#10
block

Model Ledger

Discovers and inventories all models, rules, and pipelines across platforms as an immutable, agent-queryable graph, providing comprehensive model governance.

Data Science & ML
13

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