Borrowing it
Nothing to install: this file belongs to jsharma1105/Koshi. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/jsharma1105/Koshi/main/AGENTS.mdgit clone --depth 1 https://github.com/jsharma1105/KoshiWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/jsharma1105/koshi/agents-md)<a href="https://agentmods.dev/instructions/jsharma1105/koshi/agents-md"><img src="https://agentmods.dev/badge/instructions/jsharma1105/koshi/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/jsharma1105/koshi/agents-md"><img src="https://agentmods.dev/badge/instructions/jsharma1105/koshi/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.01869 | $0.01869 |
| Opus 5.5 | $0.00748 | $0.00748 |
| Sonnet 5.5 | $0.00374 | $0.00374 |
| Haiku 4.5 | $0.00187 | $0.00187 |
Grade A, and why
Koshi AGENTS.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 173 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Koshi Sub-Agent Personas
Five focused personas that wrap the Koshi MCP server's 24 tools into role-specific agents you can invoke from MCP-compatible clients (GitHub Copilot CLI, Claude Code, Cursor, Windsurf, Agency, …).
The same five personas ship in two formats:
| Format | Location | Used by |
|---|---|---|
| Copilot CLI / Agency | .github/copilot/agents/*.agent.md |
GitHub Copilot CLI, Microsoft Agency CLI |
| Claude Code | .claude/agents/*.md |
Claude Code, Claude Desktop |
Personas
| Persona | Pillar | Tools | When to use |
|---|---|---|---|
koshi-librarian |
Retrieval | 5 + diagnostics | Index code/docs and search them. |
koshi-memory-keeper |
Memory | 9 + diagnostics | Store / recall facts, decisions, patterns, preferences; vault export/import/sync; turn-end auto-capture. |
koshi-context-packer |
Context | 3 + read-only retrieval/recall | Plan token budgets and pack prompt windows for cache reuse. |
koshi-quality-coach |
Quality | 5 + diagnostics | Score AI interactions per team, surface trends, recommend tuning. |
koshi-orchestrator |
All | All 24 | Generalist that routes cross-pillar requests. |
Each persona enforces single-responsibility boundaries — for example, koshi-librarian will refuse to call memory or team tools and will hand off to the right persona instead.
Prerequisites
Pick one — every flavor talks to the same MCP server.
Python (pip install koshi)
pip install koshi
That's it. The first Client() call auto-downloads a matching koshi-mcp
native AOT binary into your user cache, verifying it against the SHA-256
baked into the wheel. No .NET install required.
from koshi import Client
with Client() as koshi:
print(koshi.version())
The personas below are informational in Python — they describe how to scope the 24 tools into role-specific prompts when you wire Koshi into Claude Code / Copilot CLI from a Python-only host. The agent-installer below is .NET-only.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 173 lines · 1,869 tokens per session scan A 9b7ee8a41c1e
Koshi AGENTS.md is an instructions file published in the GitHub repository jsharma1105/Koshi (2 stars, last pushed 2mo ago), licensed MIT. It adds 1,869 tokens to every session, about $0.0075 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
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Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
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Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
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Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.