Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/talkcody/talkcody/agents-mdgit clone --depth 1 https://github.com/talkcody/talkcodyWrote 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/talkcody/talkcody/agents-md)<a href="https://agentmods.dev/instructions/talkcody/talkcody/agents-md"><img src="https://agentmods.dev/badge/instructions/talkcody/talkcody/agents-md.svg" alt="Measured on agentmods" 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 | $0.01908 | $0.01908 |
| Opus 5 | $0.00954 | $0.00954 |
| Sonnet 5 | $0.00382 | $0.00382 |
| Haiku 4.5 | $0.00191 | $0.00191 |
Grade A, and why
talkcody 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 4d 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 — 248 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Project Development Guide for AI Agents
Project Overview
TalkCody 1.0 adopts a unified AI Agent architecture that supports both Local and Service deployment modes. All UI clients (Desktop, Mobile, Web, CLI, IM bots) function as thin interaction layers, communicating with the backend Agent service through a unified interface.
Architecture Diagram
+----------------------------------------------------------------------------------+
| UI / CLIENT LAYER |
+----------------------------------------------------------------------------------+
| +----------+ +----------+ +----------+ +----------+ +----------+ +--------+ |
| | Desktop | | Mobile | | Web | | CLI | | IM Bots | | Other | |
| | (mac/lnx)| | iOS/Andr | | Browser | | TTY | | Feishu/ | | SDKs | |
| | Windows | | | | | | | | TG/Slack | | | |
| +----------+ +----------+ +----------+ +----------+ +----------+ +--------+ |
+----------------------------------------------------------------------------------+
| |
| |
+----+----+ +----+----+
| LOCAL | | SERVICE |
| MODE | | MODE |
| (Device)| | (Cloud) |
+----+----+ +----+----+
| |
+----------------+-------------------+
|
v
+----------------------------------------------------------------------------------+
| AGENT GATEWAY |
| +------------------+ +------------------+ +------------------+ +-----------+ |
| | Auth & Tenancy | | Routing & Policy | | Rate Limit & QoS | | API Mgmt | |
| +------------------+ +------------------+ +------------------+ +-----------+ |
| +------------------+ +------------------+ +------------------+ |
| | Session Manager | | Context Broker | | Tool Registry | |
| +------------------+ +------------------+ +------------------+ |
+----------------------------------------------------------------------------------+
|
v
+----------------------------------------------------------------------------------+
| AI AGENT FRAMEWORK (Rust) |
| |
| +--------------------+ +--------------------+ +--------------------+ |
| | TOOLS | | SKILLS | | MEMORY | |
| | (exec, file, db) | | (domain modules) | | (short/long term) | |
| +--------------------+ +--------------------+ +--------------------+ |
| |
| +--------------------+ +--------------------+ +--------------------+ |
| | CONTEXT | | OBSERVABILITY | | LLM | |
| | (state & buffers) | | (logs/metrics) | | (local/service) | |
| +--------------------+ +--------------------+ +--------------------+ |
| |
| +------------------------------+ |
| | AGENT LOOP | |
| | Plan -> Act -> Observe -> | |
| | Reflect -> Update Context | |
| +------------------------------+ |
| |
+----------------------------------------------------------------------------------+
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.
- 4d ago First seen · 248 lines · 1,908 tokens per session scan A f04f8169547e
talkcody AGENTS.md is an instructions file published in the GitHub repository talkcody/talkcody (478 stars, last pushed 3mo ago), licensed MIT. It adds 1,908 tokens to every session, about $0.0095 per session on Opus 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 2026-08-30.
Other instructions, from other repositories
zot AGENTS.md
AGENTS.md instructions for patriceckhart/zot, covering working agreement for zot, product intent, starting a task, code ownership map and correctness contracts.
vix AGENTS.md
AGENTS.md instructions for get-vix/vix, covering agents.md, project overview, architecture, instance control channel and development commands.
ZenCODE AGENTS.md
Instructions for gerardogrisolini/ZenCODE, covering agents.md, project, build and validation, linux validation and test and state conventions.
coding-mcp copilot-instructions.md
Copilot instructions for kieutrongthien/coding-mcp, covering copilot instructions for coding-mcp, mission, architecture rules, safety rules (mandatory) and mcp contract rules.
amp-acp AGENTS.md
Instructions for tao12345666333/amp-acp, covering agents.md, commands, architecture and code style.
roamcode AGENTS.md
AGENTS.md instructions for burakgon/roamcode, covering repository instructions for coding agents, public-repository safety, stable release and ota contract, releasing a stable version and ota changes.