AgentChat (Shy2593666979/AgentChat) is an MCP server listed on the M8ven Trust Index. It scores 97 out of 100, grade A. It declares 38 tools. No publisher has claimed this listing.

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A
Trusted
97/100
8 days ago

AgentChat

AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建高性能后端服务。

→ Shy2593666979/AgentChat· listed on github_topic

Trusted. Deep verification, no outstanding findings, and an established reputation. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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Who stands behind it

Shy2593666979

Source: github_topic

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// key findings
🚨
Secret credentials may flow to a network call
1 flow detected: weather_api_key. We can’t prove the destination matches the brand the credential belongs to.
🔐
You'll be asked for 1 credential: weather_api_key
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
🔐 secretweather_api_key
configweather_endpoint
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

38/38 tools missing one or more hints — batch_get_user_info (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); create_calendar_event (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); append_calendar_event_attendee (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +35 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tool test coverage

Only 9/38 tools referenced in tests (24%)

Write tests that reference each tool by name so every tool has at least one test.

Secrets stay with their owner

1 secret sent to a request target we could not resolve (weather_api_key → dynamic) — often a configured endpoint, not necessarily third-party

Audit where credentials are sent. A NOTION_TOKEN should only reach api.notion.com — never a third-party host.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 4 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/shy2593666979/agentchat)](https://m8ven.ai/mcp/shy2593666979/agentchat)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 8729f22141c3ee344124eeff69ab3b7b69c720d0
code hash: 22263cf9867c8a53c3680782a2b7a047b2c104ae417f3f14c4d4d54d5e2bf7c6
verified: 9/3/2026, 11:02:32 AM
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