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jiri MCP Server

TartanHacks-2026/jiri

Score: 50.8 Rank #2192 MCP Server
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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.

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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 #2192 out of 25022 indexed tools.

In the top 9% of all indexed tools.

Ecosystem

Python No license

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 3

3 stars → early stage

Freshness 25% 6mo ago

Last commit 6mo ago → stale

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License None

Weights: Freshness 25% · Issue Health 25% · Dependents 25% · Stars 15% · Contributors 10% · How we score →

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Freshness high impact

Last commit was 195 days ago — a recent commit would boost your freshness score

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

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AgentRank score for TartanHacks-2026/jiri
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Matched Queries

"mcp server""mcp-server"

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