TartanHacks-2026/jiri

Score: 40.7 Rank #2030

Jiri is a self-improving AI agent that starts with zero capabilities and dynamically discovers MCP servers at runtime based on user queries, eliminating the need for preset configuration. It uses LRU caching and metrics-driven preloading to learn from usage patterns, reducing tool discovery latency from 3 seconds to 1 second across sessions.

Overview

TartanHacks-2026/jiri is a Python MCP server. Jiri is a self-improving AI agent that starts with zero capabilities and dynamically discovers MCP servers at runtime based on user queries, eliminating the need for preset configuration. It uses LRU caching and metrics-driven preloading to learn from usage patterns, reducing tool discovery latency from 3 seconds to 1 second across sessions.

Ranked #2030 out of 25632 indexed tools.

In the top 8% of all indexed tools.

Ecosystem

Python No license

Signal Breakdown

Stars 3

Freshness 13d ago

Issue Health 50%

Contributors 0

Dependents 0

Forks 0

Description Detailed

License None

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

Badge

AgentRank score for TartanHacks-2026/jiri

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Details

Stars: 3
Forks: 0
Open Issues: 0
Closed Issues: 0
Contributors: 0
Dependents: —
Language: Python
License: —
Last Commit: 13d ago

Matched Queries

"mcp server""mcp-server"

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