AiChatMCP: Instructions file for Claude Code

CLAUDE.md

AiChatMCP CLAUDE.md is an instructions file for Claude Code from AceDataCloud/AiChatMCP. It costs 377 tokens per session, scanned A, a copy of SeedanceMCP CLAUDE.md, MIT.

A set of coding instructions for maintaining AiChatMCP, a server that connects applications to AI dialogue models through an API. It documents the project structure and how implementation should match the API specification.

In plain words
What is it for?
Use it while developing or synchronising AiChatMCP with its OpenAPI documentation, especially when adding models or changing tools.
Why use it?
It gives an agent consistent guidance for keeping model definitions, request parameters, documentation, and tests up to date.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md.

This is AceDataCloud/AiChatMCP's own configuration. It tells Claude Code how to work on AiChatMCP itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything AiChatMCP configures →

Reuse

Borrowing it

Nothing to install: this file belongs to AceDataCloud/AiChatMCP. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/AceDataCloud/AiChatMCP/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/AceDataCloud/AiChatMCP

Made for: Claude Code.

Wrote 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.

agentmods badge for AiChatMCP CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/acedatacloud/aichatmcp/claude-md.svg)](https://agentmods.dev/instructions/acedatacloud/aichatmcp/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/acedatacloud/aichatmcp/claude-md"><img src="https://agentmods.dev/badge/instructions/acedatacloud/aichatmcp/claude-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 377 This file is loaded in full into every session.
When invoked 377 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 80% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00377 $0.00377
Opus 5 $0.00188 $0.00188
Sonnet 5 $0.00075 $0.00075
Haiku 4.5 $0.00038 $0.00038

Measured 7d ago against content hash edcbb4bd983a, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

AiChatMCP 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 7d 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.

Origin

This is a copy

80% identical to SeedanceMCP CLAUDE.md — 14 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

CLAUDE.md · 40 lines

What it actually says

AiChatMCP

MCP (Model Context Protocol) server for AI dialogue via AceDataCloud API.

Project Structure

core/
  config.py     — Settings dataclass (API token, base URL)
  server.py     — FastMCP server singleton
  client.py     — httpx async HTTP client
  types.py      — Literal types for model enum
  exceptions.py — Error classes (AuthError, APIError, TimeoutError)
tools/
  chat_tools.py  — aichat_create_conversation
  info_tools.py  — aichat_list_models, aichat_get_usage_guide
prompts/           — LLM guidance prompts
tests/             — pytest-asyncio + respx tests

Sync from Docs

When invoked by the sync workflow, the Docs repo is checked out at _docs/. Your job:

  1. Source of truth_docs/openapi/aichat.json is the OpenAPI spec for the AiChatMCP API.
  2. Compare models — The Literal types in core/types.py must match the spec's model enum. Add/remove as needed.
  3. Compare parameters — Each @mcp.tool() function's parameters should match the corresponding OpenAPI endpoint.
  4. Update defaults — If a new model becomes the recommended default, update the default in core/types.py.
  5. Update README — Keep the model table and feature list current.
  6. Add tests — For new tools or parameters, add test cases in tests/.
  7. PR title — Use format: sync: <description> [auto-sync]

Development

pip install -e ".[dev]"
pytest --cov=core --cov=tools
ruff check .
Changes

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.

  1. 7d ago First seen · 40 lines · 377 tokens per session scan A edcbb4bd983a

Subscribe to this mod's changes

AiChatMCP CLAUDE.md is an instructions file published in the GitHub repository AceDataCloud/AiChatMCP (0 stars, last pushed yesterday), licensed MIT. It adds 377 tokens to every session, about $0.0019 per session on Opus 5. A static security scan graded it A with 0 findings. It is 80% identical to SeedanceMCP CLAUDE.md, differing in 14 lines, and is treated as a copy.

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