Outcome · Networking
Networking agents for LinkedIn
Grow a graph that answers when you ask: find the warm path into a company, keep track of who you actually know, and follow up on time.
How these act
- Human approves — Drafts the action; nothing irreversible happens until a person presses send.
You bring
- A connected LinkedIn account — the graph being read is that account's graph.
- Patience with the pacing rails. They exist because invites are the riskiest action on the platform.
What it takes
The capabilities this job runs on
A capability is one thing an agent can do, and each one names what performs it: a live MCP tool, a skill, or a workflow. 11 of 13 can be performed today.
Check the remaining LinkedIn budget
Low riskHow many LinkedIn tool calls this workspace has made this month, broken down by tool, plus the rate limit in force. The call an agent makes to pace itself instead of discovering the limit by hitting it.
Runs on get_usage · Read only
Find a warm path in
Low riskIntersects the sending account's first-degree connections with a target's company to tell you whether there is an introduction to ask for. It answers from the sender's network only; it cannot see anybody else's connections.
Performed by a skill — instructions your AI client follows. · Read only
Find people matching an ICP
Medium riskRuns an ICP description through a connected account's LinkedIn search and returns up to 50 profiles per call. Profiles LinkedIn masks as "LinkedIn Member" because they are out of network are dropped rather than returned with a blank name. Typed Sales Navigator filters are used only when the account has a Navigator seat; otherwise every criterion is folded into one keyword string.
Runs on search_linkedin_people · Your LinkedIn session
From a target company to an introduction you can send
Medium riskRead the sending account's connections once, triage them against the target by headline, spend profile calls only on the candidates that survive, check what the connector has been posting about, and produce one intro request per real path — plus an explicit "no warm path here" when that is the answer. One connections call for the whole session, then a handful per candidate.
Performed by a workflow — a sequence of steps, not a single call. · Human approves
List the sending account's network
Medium riskFirst-degree connections of the connected sender account, up to two hundred per call. It is that account's network, not the network of whoever is signed into the app — which is exactly the distinction that matters when the sender is a dedicated account.
Runs on list_linkedin_connections · Your LinkedIn session
Read one profile in depth
Medium riskOne call returns identity, current role and the date it started, follower count, the premium flag and the latest post. Every enrichment field is best-effort: a profile that hides its activity still returns its identity, with the post fields simply absent.
Runs on get_linkedin_profile · Your LinkedIn session
Read what someone has posted
Medium riskUp to twenty recent posts by one member, newest first, with reposts flagged. An empty array — not an error — is the normal answer for a senior buyer who does not post, and a workflow has to handle that as a case rather than as a failure.
Runs on get_linkedin_posts · Your LinkedIn session
See which LinkedIn identity is available
Low riskThe accounts this workspace can act as, each with status, warm-up stage, how much of today's invite and message budget is spent, and a health score. Reads our own database, so it costs nothing against the LinkedIn rate limit and is the cheapest first call an agent can make.
Runs on list_sender_accounts · Read only
Triage a connection list from headlines alone
Low risklist_connections returns a name, a headline and a public identifier — no company field and no location. This is the judgement for working with that: how to read employer and seniority out of headline text, when the headline is too ambiguous to trust, and which candidates are worth spending a profile call on. It exists because the alternative, reading every connection's profile, costs one LinkedIn call each and is how a warm-path check turns into a rate-limit wall.
Performed by a skill — instructions your AI client follows. · Read only
Write a brief on one person
Low riskCompresses a profile and its posts into a one-screen brief in which every claim names the call that produced it. Anything the tools did not return is written as "not visible" rather than inferred, because an invented detail in a first message is worse than a missing one.
Performed by a skill — instructions your AI client follows. · Read only
Write the ask to the connector, not to the target
Low riskAn introduction request is written for the person being asked to spend their reputation, which makes it a different artifact from an opener: it names what you want, why them, and gives them a forwardable paragraph so saying yes costs one click. It also states plainly when the honest answer is not to ask — a connection whose headline is the only evidence of the relationship is not a warm path.
Performed by a skill — instructions your AI client follows. · Human approves
Not built yet
These are declared in the registry so a product page can say “not yet” instead of implying it. Nothing performs them today:
- Read a LinkedIn company page — Not built yet. No tool reads a company page, so headcount, follower count and the company's own description are not available to any product here. Company research is done from the people a search returns, which is a sample, not a roster.
- Write a researched lead into a CRM — Not built yet. Research comes out as files you own. There is no CRM write path, so the last step is still a copy-paste or an import.
The products
1 product does this job
Each card is a real catalogue row: its price, its risk level and how it acts are the fields the product itself declares, not marketing written per page.
What it costs
Only the tiers this outcome actually uses
- Pro kit$491 product
- A skill plus MCP wiring, workflows and the files they read.
There is no payment processor connected yet. Checkout records a real order against your workspace and tells you exactly what happens next — nothing is charged, and no card is asked for. The whole ladder is on pricing.
What it risks
The part most sites leave out
A warm path is only warm if the account really knows the person. Anything published under this heading reads the connection list of the account you connect, so the quality of the answer is the quality of that account's network.
- Medium risk
- Acts through your own session or writes with a human approving each action. Restriction is unlikely but not impossible.
LinkedIn does not endorse, certify or sanction any of this, and nobody — including us — can promise an account will not be restricted. What we can do is keep the irreversible actions behind a person, cap the pace, and tell you which side of that line a product sits on before you buy it. The mechanics are on security.
Other outcomes: Sales · Recruiting · Content · Data · Operations