jsharma1105

jsharma1105/Koshi

Plugin Claude Code

Koshi MCP — retrieval, context engineering, persistent memory, and quality scoring for AI agents. 100% offline.

jsharma1105/Koshi

Agent Claude Code

Use proactively when the user wants to plan a token budget, pack a system-prompt + retrieval + memory + team-context bundle into a budget, count tokens, or optimize for prompt caching. May read from retrieval and memory tools to assemble content. Does NOT index, store memories, or score teams.

jsharma1105/Koshi

Agent Claude Code

Use proactively when the user wants to index code or documentation and search it with Koshi's BM25 retrieval. Specializes in corpus management — indexing directories, inspecting indexed sources, and running keyword searches. Does NOT manage memories, compile context windows, or score teams.

jsharma1105/Koshi

Agent Claude Code

Use proactively when the user wants to store or retrieve facts, decisions, patterns, or preferences across Koshi sessions, capture decisions made in a turn, sync to/from a Markdown vault, or prune the memory store. Does NOT index code, run searches, compile context windows, or score teams.

jsharma1105/Koshi

Agent Claude Code

Use when the request spans multiple Koshi pillars (retrieval + memory, index-then-pack, score-then-tune), or the right specialist persona is not obvious. Generalist with access to all 24 Koshi MCP tools. Defers to single-pillar specialists (koshi-librarian, koshi-memory-keeper, koshi-context-packer…

jsharma1105/Koshi

Agent Claude Code

Use proactively when the user wants to score AI interactions, track per-team quality over time, render team dashboards, or ask "how should we tune our context engineering?". Does NOT index, store memories, search the corpus, or compile context windows.

jsharma1105/Koshi

Instructions file CodexOpenCode

Instructions for jsharma1105/Koshi, covering koshi sub-agent personas, personas, prerequisites, python (pip install koshi) and .net tool (dotnet tool install).