AgentMesh-JobAgent

What the job agent does

AgentMesh360 Job Agent is described as an agent native job search product. Its open source command line interface connects recruiting platforms through the user's own browser session, while the AgentMesh360 cloud provides the candidate profile, job decisions, and personalized communication. The design splits work between a local CLI and a remote cloud: the CLI drives the browser on the user's machine, and the cloud applies intelligence to the results.

The README explains that the cloud turns the resume into a recruiter side 36 dimension candidate profile. From that profile it builds search plans, then classifies every deduplicated job into signed results of selected, review, or rejected, each with reasons and risks. Where a platform allows it, the cloud also generates evidence grounded personalized greetings. The CLI's job is to verify those official results before they are delivered, so the local tool acts as a check on the cloud output. The official website is jobagent.agentmesh360.com, and the product is built to work with coding agents such as Claude Code, OpenClaw, Cursor, and Codex, according to the project description. A user should understand that the tool automates discovery and triage, but the final decisions and deliveries still pass through the user's confirmation step described later in the flow.

Supported platforms and workflow

The README lists four independent recruiting platform workflows. They are Boss Zhipin, Liepin, Zhaopin, and 51Job, written in the README with their Chinese names. Each platform runs as its own workflow and is isolated from the others, so a page change on one site does not disable the remaining workflows. That isolation is a reliability feature, because recruiting sites change their layouts often and a break on one platform will not take down the others.

The product flow is a repeating sequence per platform. It starts from the resume profile, then for each platform runs Discover, signed review, delivery preview, user confirmation, delivery, and audit, and a completed round means all four have been processed. The README presents this as a text diagram so the order is explicit. One completed Discover covers a single platform and processes up to 100 deduplicated candidate jobs. The deduplication matters because the same posting can appear multiple times across a site, and the cloud collapses those into one record before classification. A user running the agent moves through preview and confirmation before anything is delivered, which keeps a human in control of what actually goes out to recruiters. The audit step at the end records what happened for later review.

Credits and cloud verification

The README explains a credit system. One completed Discover that covers one platform and processes up to 100 deduplicated jobs costs a fixed 10 credits. Cloud resume analysis costs 5 credits. The signed cloud response is the authoritative record for charges and refunds, which means billing follows the cloud's signed result rather than the local attempt. The README states that pre decision browser failures are not charged, cloud decision failures are refunded, and retrying the same task does not charge twice. These rules are meant to protect the user from paying for work that did not complete.

Access uses an AgentMesh360 universal API Key. The README says registration and API Key creation are free in the AgentMesh360 account center, though the account center link in the excerpt is truncated. The cloud verification step is what lets the CLI trust the classification and greeting text before delivery, and the signed response is also what settles the credit math. A user should read the credit rules as a usage budget: each platform pass is a known 10 credit cost, and resume analysis is a one time 5 credit cost unless rerun. Because the same task retried does not charge twice, a transient failure should not drain credits, but the user still depends on the cloud's signed record to enforce that.

Editorial conclusion

The CLI is written in Python and supports four platforms, Boss Zhipin, Liepin, Zhaopin, and 51Job, each run as an isolated workflow. One Discover pass processes up to 100 deduplicated jobs for a fixed 10 credits, and the README says registration and API Key creation are free in the AgentMesh360 account center.