Borrowing it
Nothing to install: this file belongs to brandonkindred/Khala-Agentic-AI-Teams. 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/brandonkindred/Khala-Agentic-AI-Teams/main/CLAUDE.mdgit clone --depth 1 https://github.com/brandonkindred/Khala-Agentic-AI-TeamsWrote 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/brandonkindred/khala-agentic-ai-teams/claude-md)<a href="https://agentmods.dev/instructions/brandonkindred/khala-agentic-ai-teams/claude-md"><img src="https://agentmods.dev/badge/instructions/brandonkindred/khala-agentic-ai-teams/claude-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/brandonkindred/khala-agentic-ai-teams/claude-md"><img src="https://agentmods.dev/badge/instructions/brandonkindred/khala-agentic-ai-teams/claude-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 | $0.03338 | $0.03338 |
| Opus 5.5 | $0.01335 | $0.01335 |
| Sonnet 5.5 | $0.00668 | $0.00668 |
| Haiku 4.5 | $0.00334 | $0.00334 |
Grade A, and why
Khala-Agentic-AI-Teams CLAUDE.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 2mo 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 — 123 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
Guidance for Claude Code (claude.ai/code) working in this repository. This file is a map, not the territory — a high-level orientation that links out to the detailed docs. For operational depth (full command reference, every env var, per-team internals), follow the links.
Project Overview
Khala is a multi-agent orchestration platform that simulates autonomous software development teams and specialized business functions. It mounts 23 enabled agent "teams" (software engineering, blogging, personal assistant, market research, SOC2 compliance, social marketing, branding, agent provisioning, accessibility audit, AI systems, investment, planning, coding team, sales, road trip planning, agentic team provisioning, startup advisor, user agent founder, deepthought, job matching, user profile, product delivery, agent studio) under a single Unified FastAPI app, with an Angular 19 frontend. The authoritative team list is TEAM_CONFIGS in backend/unified_api/config.py.
Repository Structure
One directory per agent team under backend/agents/, with platform infra as a
sibling package under backend/shared/. Load-bearing entries:
backend/
shared/ # Platform infra (postgres, temporal, agent_invoke, …) →
# import shared.<name> (see Architecture below)
agents/
software_engineering_team/ # Primary team — full dev pipeline; contains the codegen_team
# (config-driven backend/frontend code generation), devops,
# coding-team execution engine (Tech Lead + Task Graph, routed
# at /api/coding-team), integration, and QA sub-teams
planning_team/ # Client-facing discovery/PRD team (/api/planning)
product_delivery/ # Persistent Product Delivery Loop (/api/product-delivery)
llm_service/ # Centralized LLM client (Ollama, Claude, RunPod)
agent_platform/ # In-process platform: registry, console, sandbox, Studio authoring
agent_cognition/ # Memory, rules, and tools substrate for generated agents
agent_team_studio/ # Infra + domain apps: provisioning, agentic compose, personas
artifact_registry/ # Shared artifact persistence
event_bus/ # Cross-team event publishing
api/ # Legacy blog API surface (see blogging/ for current pipeline)
unified_api/ # Single-entry-point FastAPI server; config.py = TEAM_CONFIGS +
# security gateway + Temporal settings
run_unified_api.py # CLI launcher
Makefile # Primary build/run targets
docker/ # Full-stack compose: Postgres, Temporal, Ollama, Agents, UI
user-interface/ # Angular 19 frontend (src/app: components/, models/, services/)
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.
- 2mo ago First seen · 123 lines · 3,338 tokens per session scan A 076e6c66d347
Khala-Agentic-AI-Teams CLAUDE.md is an instructions file published in the GitHub repository brandonkindred/Khala-Agentic-AI-Teams (5 stars, last pushed 1mo ago), licensed Apache-2.0. It adds 3,338 tokens to every session, about $0.0134 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.
Khala-Agentic-AI-Teams CLAUDE.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Khala-Agentic-AI-Teams CLAUDE.mdbrandonkindred/Khala-Agentic-AI-Teams | Instructions file | 5 | 1mo ago | Apache-2.0 | A | 3,338 | Claude Code |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |