M
MCPEvol-Bench
Benchmark for testing LLM agent adaptability to evolving MCP server interfaces
Open SourceFree
About
MCPEvol-Bench is a research benchmark designed to evaluate how well LLM agents adapt when Model Context Protocol (MCP) servers evolve. It systematically tests agent robustness as tool interfaces, APIs, and functionalities change over time—simulating real-world scenarios where developer tools get updated. Essential for researchers and developers building production-ready agents that need to handle version changes and API migrations gracefully.
Details
| Type | |
| Integrations | |
| Language |
Tags
mcpevaluationautonomoustool-useopen-source
Quick Info
- Organization
- Research
- Pricing
- open-source
- Free Tier
- Yes
- Updated
- Jul 19, 2026
Also in Dev Tools
C
Crawl4AI
Open-source web crawler optimized for LLMs and AI agents — 62K+ stars
OSSFree
unclecode
73.2K4d ago82
F
Firecrawl
Web scraping API built for LLMs — turn any website into LLM-ready data — 89K+ stars
OSSfreemium
Mendable
152.9Ktoday154
H
Headroom Context Optimization
Reduce LLM API costs by 50-90% through advanced context compression
OSSFree
Shubham Saboo
124.2Ktoday87