GTM Otto

com.gtmotto由 gtmotto.com 发布官方发布者v1.2.1更新于 Nov 2, 2026

Self-driving LinkedIn prospecting: it sources, warms and invites daily. You approve every message.

已验证Streamable HTTP可网页运行效率与工作流沟通与协作商业与电商

概览

AI 生成的概览

GTM Otto 的远程 MCP 服务器,提供自动运行的 LinkedIn 拓客服务:助手可创建、评估、预览、启动和复盘外联计划。

可以做什么
  • 查看工作区信息:组织、套餐、线索额度、计划列表、漏斗统计和 LinkedIn 席位状态
  • 读取并配置计划的五条线索来源通道,查看运行历史,并试运行通道以获取规模和样本
  • 估算候选 ICP 的受众规模,创建或修改计划、ICP 维度、每日上限和工作时间
  • 列出等待人工处理的草稿消息,并逐条批准或拒绝
  • 返回浏览器链接,供人工连接或重新连接其 LinkedIn 账号
适用场景
适合希望直接在对话中搭建和监控 LinkedIn 拓客活动、而不必操作另一套外联工具的场景,例如在正式投入前评估 ICP 规模、调整来源通道,或查看每周结果与待审批队列。
运行要求
远程 Streamable HTTP 端点,无需本地安装。认证方式为 OAuth(首次调用受保护工具时弹出连接卡片),或在 Authorization 请求头中发送 API 密钥。需要 GTM Otto 账号、套餐,以及已连接的 LinkedIn 席位,计划才能真正执行。
安装前请注意
激活后会以用户本人的 LinkedIn 账号行动并发出真实的邀请和消息,因此只应在用户明确要求时激活、恢复或运行。运行通道会消耗真实线索预算和第三方调用,清除帖子通道记忆也会产生费用。批准草稿会向真实的人发送消息。Authorization 请求头中的 API 密钥属于机密。线索数据和账号活动由第三方服务处理。

安装

在 SourceWeft 中

  1. 打开 控制台中的 GTM Otto,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable,通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

交给智能体安装

把这段提示词粘贴到 Claude Code、Codex、Cursor 等智能体,或 SourceWeft 对话中。智能体会读取该服务器的安装指南,先向你展示发布者、端点和登录方式,经你同意后再把它添加到你的客户端。密钥不会写进任何命令。

阅读 https://sourceweft.com/mcp/com.gtmotto%2Flinkedin/install.md,并按其中说明把这个 MCP 服务器接入我的客户端。修改任何配置之前,先告诉我它的发布者、端点和登录方式,等我确认。不要把 API 密钥写进命令或我会提交的文件;问我密钥应从哪里获取。

查看智能体所依据的安装指南

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "gtm-otto": {
      "type": "http",
      "url": "https://agent.gtmotto.com/mcp"
    }
  }
}

README

GTM Otto MCP

Give Claude a LinkedIn seat that works while you sleep.

GTM Otto is self-driving LinkedIn prospecting. From Claude, Cursor or ChatGPT you describe who you want to meet; GTM Otto finds them daily, warms them up from your own LinkedIn account (visit, like, comment), invites them, and opens the conversation. Nothing is said without you.

This repository is the public home of the GTM Otto MCP server: the registry manifest (server.json), the Claude Code plugin with eight skills, the tool reference and the onboarding guide. The server itself runs at https://agent.gtmotto.com/mcp (Streamable HTTP).

Release status (2026-09-22): listed on the official MCP Registry as com.gtmotto/linkedin (manifest 1.2.1). https://agent.gtmotto.com/mcp answers initialize with no credentials; OAuth is served at /.well-known/oauth-protected-resource (authorization server clerk.gtmotto.com); 21 tools are deployed, including gtm_connect_linkedin and the three approval tools.

What it is, in one paragraph

Every other LinkedIn MCP is a remote control for a tool you still have to operate: lists to upload, sequences to build, seats to rotate. GTM Otto is the only one where the outreach keeps running after the chat ends. A play is an ICP plus up to five sourcing lanes plus an autonomy level. The server exposes 21 tools and, deliberately, no send verb: the agent can set up, size, preview, launch, pause and review a play, and it can approve or reject one drafted message at a time, but it cannot write to a stranger on your behalf.

Install

The endpoint is the same everywhere: https://agent.gtmotto.com/mcp.

Authentication. Add the server with no credentials. The first time the agent calls a protected tool, the client shows a Connect card; sign in (or sign up) in the popup and the call is retried. Scripts and clients that cannot do OAuth can send an API key instead: Authorization: Bearer gtm_sk_..., minted at app.gtmotto.com/connect.

Claude (web and desktop)

Settings, then Connectors, then Add custom connector. Name it GTM Otto, paste https://agent.gtmotto.com/mcp, save. Start a chat and say what you want; the Connect card appears on the first protected call.

Claude Code

bash
claude mcp add --transport http gtmotto https://agent.gtmotto.com/mcp

Then /mcp inside a session to authenticate in the browser. To use an API key instead:

bash
claude mcp add --transport http gtmotto https://agent.gtmotto.com/mcp \  --header "Authorization: Bearer gtm_sk_..."

Cursor

[Install MCP Server] [Install MCP Server]

The deeplink is cursor://anysphere.cursor-deeplink/mcp/install?name=gtmotto&config=eyJ1cmwiOiJodHRwczovL2FnZW50Lmd0bW90dG8uY29tL21jcCJ9, where the config value is the base64 of {"url":"https://agent.gtmotto.com/mcp"}. By hand, add this to .cursor/mcp.json:

json
{  "mcpServers": {    "gtmotto": { "url": "https://agent.gtmotto.com/mcp" }  }}

ChatGPT

Settings, then Connectors, then Create (developer mode must be on). Name GTM Otto, URL https://agent.gtmotto.com/mcp, authentication OAuth. Enable the connector in a chat from the tools menu.

Any other client

Any MCP client that speaks Streamable HTTP works: point it at https://agent.gtmotto.com/mcp, with OAuth or the Authorization header above. n8n, Windsurf, VS Code and the reference mcp-remote shim all fit.

Skills for Claude Code

The gtm-otto plugin connects the server and adds eight skills that turn a sentence into a running play:

/plugin marketplace add gtmotto/mcp/plugin install gtm-otto@gtmotto
SkillWhat it does
launch-a-playEstimate the ICP, create a draft play, connect LinkedIn, preview each lane, confirm, activate, explain the next 48 hours.
icp-to-playA sentence, a URL or a persona into the seven ICP facets, a company count, and a people_search lane on a new draft or an existing play.
post-discoveryTurn "people complaining about X on LinkedIn" into a Post discovery lane, with a worked French example.
hiring-signals"Companies hiring for X" into a Job offers lane that reaches the buyer inside each hiring company, not the recruiter.
weekly-play-reviewStats, run history and the approval queue folded into a one-page review with concrete changes.
instantly-to-linkedinWith the Instantly MCP also connected: companies that opened or replied to a campaign become an account list on LinkedIn.
heyreach-migrationFrom an exported HeyReach lead list: companies to an account list, facets to the ICP, and an honest note on what does not carry over.
linkedin-safety-checkSeat state, daily cap and working hours turned into a plain-English health report.

Each skill names the exact tools and arguments it calls, what to show you, and where it stops to ask.

Example prompts

  • "Find me CFOs at Swiss fintechs and set up a play, but do not launch it yet."
  • "People on LinkedIn complaining about paying 100 euros a month for Sales Navigator. Build a Post discovery lane on that and show me a sample."
  • "Take every company that replied to my Instantly campaign 'Q3 agencies' and add them to the LinkedIn play."
  • "Review my play 'Fintech CFOs' for the week and tell me what to change."
  • "Is my LinkedIn account safe at the current daily cap?"

Tools

Full reference with arguments: docs/tools.md.

ToolScopeOne line
gtm_whoamireadOrg, plan, lead meter, and the next step to follow. Start here.
gtm_list_playsreadEvery play with product, status, seat and pipeline spread.
gtm_show_playreadOne play in full: ICP, lanes, autonomy ladder, cap, working hours, seat.
gtm_play_statsreadThe pipeline over four windows, each with its delta versus the window before.
gtm_linkedin_statusreadThe play's seat state and today's headroom against LinkedIn's limits.
gtm_sources_referencereadThe reference for every sourcing lane. Read before configuring one.
gtm_show_sourcesreadAll five lanes of a play: config, switch, blockers, last run, memory.
gtm_source_runsreadRun history of one lane, newest first.
gtm_list_approvalsreadDrafted messages waiting for a human, with their approval ids.
gtm_estimate_icpwrite"About N companies match" for a candidate ICP. Writes nothing.
gtm_create_playwriteCreate a fully configured play. Draft by default; activate flag.
gtm_update_icpwriteChange a play's seven ICP facets. Only the ones you name.
gtm_update_playwriteName, goal, voice, paused, status active or draft, dailyCap, workingHours.
gtm_configure_sourcewriteWrite a lane's settings (merge). Can switch it on in the same call.
gtm_set_sourcewriteSwitch a lane on or off. Refused when there is nothing to run on.
gtm_preview_sourcewriteDry-run one lane: size and a 10-person sample. No side effects.
gtm_run_sourcewriteRun one lane now. Real leads, real budget. Only when asked.
gtm_forget_harvested_postswriteClear a post lane's memory so a settings change can be re-tested. Costs.
gtm_connect_linkedinwriteReturns a browser link to connect the LinkedIn seat; then poll gtm_linkedin_status.
gtm_approvewriteApprove one drafted message by approval id. The client asks you first.
gtm_rejectwriteReject one drafted message by approval id. The client asks you first.

What it deliberately does not do

  • No send verb. No invite, DM, comment or like tool. The agent configures the play; GTM Otto runs it from your account on its own cadence; anything that speaks waits for your approval, one message at a time, in the chat or in the cockpit.
  • Nothing runs inside a write. Configuring a lane is not switching it on, and switching it on does not run it. A lane runs once per 24 hours on the 5-minute tick, when the play is active and not paused. gtm_preview_source is free of side effects; gtm_run_source spends real budget and is only called when you asked.
  • No launching without you. The agent never activates a play, resumes a paused one, or runs a lane unless you asked for it in the conversation. Activation acts from your own LinkedIn account.
  • No lead browsing, no autonomy changes after creation, no delete.
  • No list of people. The server takes companies (account_list, at most 100) and post URLs, never a CSV of individual LinkedIn profiles.
  • Warm-up is real. The first invites land about two days after activation. The silent days are the product working, not a bug.

Repository layout

server.json                          registry manifest (com.gtmotto/linkedin).claude-plugin/marketplace.json      Claude Code marketplace "gtmotto"plugins/gtm-otto/                    the plugin: MCP server + eight skills  .claude-plugin/plugin.json  skills/<name>/SKILL.mddocs/tools.md                        the 21 tools with argumentsdocs/onboarding.md                   the ideal first conversationCHANGELOG.md

Links

The free skills

The playbooks that need nothing but LinkedIn (find buyers in comments, ICP to a Sales Navigator search, hiring-signal prospecting by hand, LinkedIn limits, the comment and invite writer) live in gtmotto/gtm-skills. That repository registers no server and needs no account; each of its skills ends with a pointer to the skill here that runs the same recipe daily.

Contributing

This repository is mirrored out of the GTM Otto monorepo. Issues and pull requests are welcome here and are read; fixes are applied upstream and land in the next mirror, so a PR may be closed with a "merged upstream" note rather than merged in place. Keep prose free of em dashes, and never describe the product as an automated sales rep of any kind: it is self-driving LinkedIn prospecting.

License

MIT. See LICENSE.

来源:README.md,提交 86511e1

工具

21

gtm_whoami

Who am I, and what next

Who this key belongs to, and what the workspace may do: org name, plan, subscription status, how many products and plays exist, and the LEAD METER (leads added this calendar month, the plan's cap, and what is left). Start here — the remaining lead allowance is the one number that changes what is worth proposing. Read-only.

无需输入参数。

gtm_list_plays

List plays

Every play in the workspace with enough context to route on: which product it sells, whether it is active or paused, whether a LinkedIn seat is actually connected (`seatConnected: false` means the play cannot act, whatever its status says), and how its leads are spread across the pipeline stages. Read-only.

无需输入参数。

gtm_show_play

Show a play

ONE play in full — everything needed to judge it or copy it into a better one: goal and voice, the account's daily cap and working hours (shared by every play on the seat), the ICP facets, the five sourcing lanes with their config and last run, the autonomy ladder (which rungs run alone and which wait for a human), the LinkedIn seat, and today's used/cap for the seat plus this play's share. Read-only. Pass a playId from gtm_list_plays.

输入参数playId必填

gtm_play_stats

Play stats

The play's Stats screen: the pipeline (leads sourced → warmed → invited → new connections → conversations started) over four windows — all time, last 30 days, last 7 days, last 24 hours — each windowed count paired with the window before it as a percentage delta. 'Conversations started' counts real replies, never the openers Otto sent. Read-only.

输入参数playId必填

gtm_linkedin_status

LinkedIn seat status

The play's LinkedIn seat and today's headroom against the LinkedIn limits. States: `no_seat` (nothing connected — the play cannot act), `seat_broken` (the account was disconnected or deleted; the queue is parked until a human reconnects), `pending`, `classic`, or `sales_navigator` (which search backend the ICP compiles to). Read-only. Connecting a seat is a browser flow — link the human to the cockpit for it.

输入参数playId必填

gtm_estimate_icp

Estimate ICP size

How big an audience a CANDIDATE ICP would reach — '≈ N companies match' — before committing to it. Writes nothing: no play, no ICP row, no cache. Use it to iterate (propose facets → see 40 → widen the locations → see 900 → then create the play). Returns null when the data provider has no key configured, which is not an error. Needs a write-scoped key only because it rides the gateway's action channel.

输入参数sizeslocationsindustries

gtm_create_play

Create a play (draft)

Create a fully-configured play in one call: the product (an existing productId, or a websiteUrl which seeds one and kicks its research), the play itself, the ICP facets, which sourcing lanes are on, the autonomy ladder and the caps. Three rules are enforced server-side and cannot be talked around. (1) `activate` DEFAULTS TO FALSE — turning a play on spends the month's lead quota and takes real actions from the user's own LinkedIn account, so hand the human the returned cockpit link and let them press go. (2) A play with no live LinkedIn seat stays a draft whatever you pass. (3) Autonomy rules are written ONLY for the steps you name; every step you omit keeps gtmotto's own default, which is 'wait for a human'. Lanes that need their own seeds (post_engagers, competitor_posts, account_list) are refused if switched on without them.

输入参数icpgoalname必填voicesourcesactivateautonomydailyCapproductIdwebsiteUrlproductNameworkingHours

gtm_sources_reference

Sourcing lanes reference

THE REFERENCE for configuring sourcing lanes — read it before your first gtm_configure_source / gtm_set_source / gtm_run_source call. Every lane (people_search, competitor_posts a.k.a. Post discovery, job_offers, account_list, and the retired post_engagers), every config field with its meaning, default and cap, the fit/intent/post gates, what makes a lane runnable, how the 5-minute tick and the 24h cadence work, what a preview costs versus a run, and what this surface deliberately will not do. No backend call; safe to call any time.

无需输入参数。

gtm_show_sources

Show sourcing lanes

All five sourcing lanes of a play, configured or not — the read to make before touching any of them. Per lane: `configured`, `on`, the parsed `config` (defaults filled), the cockpit's `summary` (null = needs setup), `blocked` (why it cannot run, judged without running: needs_config / icp_empty / null), last/next run and the last run's funnel, `addedToday`, `failures`, and the lane's memory — `accounts[]` with `found: true|false` per typed company on account_list, `harvestedPosts` on the post lanes, the cached `searches` the model wrote on Post discovery. Play level: `state` is the same verdict the cockpit shows when the Leads table is empty (no_sources / paused / draft / no_seat / seat_broken / icp_empty / needs_config / lead_quota / never_ran / no_results / provider_error / added_nothing / ok), plus provider, seat, ICP facet count and the month's remaining lead quota. Read-only.

输入参数playId必填

gtm_source_runs

Lane run history

The run history of ONE lane, newest first — the funnel over time (scanned → dropped by fit → dropped by intent → added / duplicates / capped), the ICP facets LinkedIn could not filter on, and the provider's status and message when it refused. Use it to tell 'the query returns nobody' from 'everyone was already a lead' from 'LinkedIn is rate-limiting the seat'. Read-only.

输入参数key必填limitplayId必填

gtm_configure_source

Configure a sourcing lane

Write a lane's settings — upload an account list, set the Post-discovery intent and anchors, change the job keywords, move a gate. MERGE semantics: only the fields you send change. Lists (companies, postUrls, competitors) REPLACE by default; pass listMode 'append' to add to what is there (deduped, case-insensitive). Caps: 100 companies, 25 posts, 25 anchors — what did not fit comes back in `truncated`. Unknown fields are refused. Saving creates the lane's row if it never had one (OFF, because configuring is not switching on), makes the lane due again immediately and resets its retry backoff; on account_list it also forgets the cached misses so unfound companies are looked up again. Pass `on: true` to switch it on in the same call — refused, with nothing saved, if the lane would still have nothing to run on. Nothing runs inside this call: an ON lane on an ACTIVE play runs on the next tick (≤5 min); otherwise use gtm_run_source. Read gtm_sources_reference for each field's meaning.

输入参数onkey必填config必填playId必填listMode

gtm_set_source

Switch a lane on or off

Switch a lane on or off — the toggle on the Sources list. Switching ON a lane that has nothing to run on (no companies, no intent/anchors/posts, no role) is refused: configure it first. An empty ICP is not a refusal — people_search may go on ahead of the ICP and comes back `blocked: icp_empty` until gtm_update_icp fills it. Switching OFF never fails and creates nothing. The lane then runs (or stops running) on the daily cadence; nothing runs inside this call.

输入参数on必填key必填playId必填

gtm_preview_source

Preview a lane (dry run)

Dry-run ONE lane: '≈ N people match' and a 10-person sample, WITHOUT inserting a lead, spending the day's budget or moving the run clock. Same query, same gates, same scorers as a real run, on up to 50 people — so what it shows is what a run would keep. `size.precision` is honest: 'exact' (the query ran out inside the probe), 'atLeast' (the probe filled up; LinkedIn reports no total) or 'unavailable' (no seat, no config, paused play — `skipped` says which). Reports the ICP facets LinkedIn could not filter on (`unmapped`), facet values it had no id for (`unresolved`), which sampled people are `alreadyALead`, and on account_list what each company resolved to. Costs provider calls and, when a gate is on, model tokens. Refused on a paused play.

输入参数key必填playId必填

gtm_run_source

Run a lane now

'Run once now' — run ONE lane immediately through the same code the sourcing tick runs, with force: an OFF lane still runs (that is what run-once means while configuring), a DRAFT play still runs (how you try a lane before launch), a PAUSED play does not. REAL: provider calls are made, leads are inserted, the play's daily budget and the org's monthly lead quota are spent. Only call it when the human asked for a run in this conversation; to look without spending, use gtm_preview_source. Returns the run's funnel (scanned / dropped / droppedIntent / added / duplicates / capped), the unmapped ICP facets, and `skipped` + `reason` when it could not run (no_seat, needs_config, icp_empty, daily_cap, lead_quota, no_results, provider_error).

输入参数key必填playId必填

gtm_forget_harvested_posts

Forget harvested posts

The tuning escape hatch for the post lanes. A post lane remembers every post it already paid to harvest so it never buys the same engagers twice — which makes it impossible to TUNE: change the intent or a gate, run, and the answer is 'no new posts since last time'. This clears that memory so the next run (or gtm_run_source) judges today's posts against the new settings. It COSTS: every forgotten post is a fresh engager fetch. Call it only after a deliberate settings change the human wants re-tested. Only competitor_posts and post_engagers have this memory.

输入参数key必填playId必填

gtm_update_icp

Update the ICP

Change the ICP a play runs — the query behind people_search and the fit gate on every other lane. Seven string arrays, plain words (gtmotto normalises 'Swiss' → Switzerland, 'Fintech' → Financial Services itself): titles, seniority, languages, industries, sizes (headcount bands like '11-50'), locations, exclude ('never contact' — absolute). ONLY the facets you name change; the first write on a play forks its own ICP row from the product baseline (or a sibling play's row), so no other play's targeting is rewritten. Filling an empty ICP unblocks lanes parked on icp_empty and kicks the play's due lanes if it is active. Size a candidate first with gtm_estimate_icp.

输入参数sizesplayId必填titlesexcludelanguageslocationsseniorityindustries

gtm_update_play

Update, pause or launch a play

Change a play's own knobs — name, goal, voice — its two switches, and the ACCOUNT's pacing (daily action cap, working hours: shared by every play on the LinkedIn account, not per play). `paused: true` is the human's stop button (nothing runs, nothing is sent); `paused: false` resumes. `status: 'active'` LAUNCHES a draft; `status: 'draft'` takes it back off the road. Seat rule, enforced server-side: no live LinkedIn seat ⇒ neither launch nor resume makes it active — it stays/falls back to draft and the note says so. Launching or resuming kicks the play's due lanes at once. Only launch, resume or raise the cap when the human asked for it in this conversation: an active play spends the month's lead quota and acts from the human's own LinkedIn account. Does not touch the autonomy ladder.

输入参数goalnamevoicepausedplayId必填statusdailyCapworkingHours

gtm_connect_linkedin

Connect LinkedIn

The link a human opens to connect (or reconnect) their LinkedIn account to a play — the one cockpit step the play cannot run without. Hand the URL to the human, tell them to say when it is done, then call gtm_linkedin_status: the seat reads `classic` or `sales_navigator` once bound. The link expires in 15 minutes; call again for a fresh one. Nothing is sent, nothing is read from their account by this call.

输入参数playId必填

gtm_list_approvals

List drafted messages waiting for you

Every drafted action that waits for the human — an invite note, a first message, a follow-up, a reply or a comment the planner wrote — with the draft, the 'why now', the lead, and a cockpit link. One play, or the whole workspace when playId is omitted. Show each draft to the human before gtm_approve / gtm_reject; never decide for them. Read-only.

输入参数playId

gtm_approve

Approve a drafted message

Approve ONE drafted action by its approvalId (from gtm_list_approvals). It then leaves on the seat's next slot, inside LinkedIn's limits — this is the human's tap, moved from the cockpit to the chat, so ONLY call it after showing them the draft and getting a yes in this conversation. An already-decided card is refused.

输入参数approvalId必填

gtm_reject

Reject a drafted message

Reject (skip) ONE drafted action by its approvalId. Nothing is sent; the planner records the decline and re-plans around it instead of proposing the same step again. Ask the human first, as for gtm_approve.

输入参数approvalId必填

版本历史

1
  1. v1.2.1最新Sep 22, 2026

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