Comparison
Python Utcp vs ECC
ECC has more GitHub stars (279,762 vs 653). ECC was updated more recently (last commit 3d ago). Data comes straight from GitHub and refreshes daily.
Python Utcp
Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.
$
pip install utcp utcp-http
ECC
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
$
/plugin marketplace add https://github.com/affaan-m/ECC| Metric | Python Utcp | ECC |
|---|---|---|
| Type | MCP server | MCP server |
| GitHub stars | 653 | 279,762 |
| Stars, last 7 days | n/a | n/a |
| Forks | 50 | 41,620 |
| Upvotes | 0 | 0 |
| Language | Python | JavaScript |
| License | MPL-2.0 | MIT |
| Last commit | 4w ago | 3d ago |
| Created | Jun 2025 | Jan 2026 |
| Categories | AI & LLM tooling, Memory & knowledge | AI & LLM tooling, Memory & knowledge, Security |