Trackly CLI

io.github.kevinastuhuaman由 GitHub 帳號 kevinastuhuaman 發布v0.1.10更新於 Oct 24, 2026

Job tracking CLI + MCP server for AI agents. 99K+ jobs, 775+ companies.

概覽

AI 產生的概覽

Trackly CLI 是一個求職與申請追蹤 MCP 伺服器,讓助理搜尋職缺、研究公司並管理求職申請。

可以做什麼
  • 搜尋與讀取職缺:依職能、地區、薪資下限、簽證贊助、工作型態與流程狀態篩選,並取得職缺詳情
  • 搜尋與列出公司,進行語意化公司搜尋,檢視公司工作區、簡報與聯絡人
  • 讀取追蹤指標與偏好設定,並更新依職位設定的經驗年限限制
  • 將職缺標記為已申請、已收藏或已略過,並記錄申請結果
  • 執行 Apply 流程:已核准的佇列、檔案答案、執行批次、審核交接與履歷準備
  • 回報缺少的能力並送出去識別化的 ATS 回饋
適用情境
適合正在求職、希望讓 AI 助理協助尋找職缺、研究公司與聯絡人,並把申請狀態同步到 Trackly 帳號的情境。
執行需求
需要 Trackly 帳號,目前以限量邀請制開放。本機使用需 Node.js 20.20+ 或 22.22+ 以及 trackly-cli npm 套件,可透過 npx 或全域安裝執行。驗證方式為透過 trackly login 的 Google OAuth,或以 TRACKLY_API_KEY 環境變數或 --api-key 參數提供 API 金鑰。另提供託管的遠端端點。
安裝前請注意
此伺服器會變更你的資料:標記職缺為已申請、已收藏或已略過,編輯檔案答案與偏好,並執行會填寫雇主表單的 Apply 流程。技能會在送出前停止,但瀏覽器能力與手動送出仍是另外的前提條件。OAuth 權杖與 API 金鑰儲存在本機設定檔中。MCP 使用分析預設開啟並經 Trackly 轉送,但不含履歷文字、檔案答案與原始查詢;可在帳號設定中關閉,或使用 TRACKLY_MCP_ANALYTICS_DISABLED。

安裝

在 SourceWeft 中

  1. 開啟 儀表板中的 Trackly CLI,將其新增到工作區。
  2. 為需要使用其工具的對話啟用該服務。

Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。

其他 MCP 客戶端

參照 儲存庫 中的啟動說明。

README

[npm] [License: MIT] [Node 20.20+ or 22.22+] [MCP Server]

trackly-cli

The only job tracking CLI built for AI agents.

Search 250K+ jobs across 5,400+ companies and 40+ ATS types. Track applications, get AI-powered recommendations, and manage your job search -- from the terminal or through Claude, ChatGPT, Cursor, and other MCP-compatible AI agents.

Two ways to connect

🚀 Option 1: One-click in Claude co-work, Claude Desktop, ChatGPT (no install)

Use Trackly directly inside your AI — zero config:

  1. Open Settings → Connectors → Add custom connector
  2. URL: https://mcp.usetrackly.app/api/mcp
  3. Click Add → sign in with Google → done

Full setup guide with screenshots →

Works in: Claude co-work (web), Claude Desktop, ChatGPT Connectors, and any MCP client that supports remote/streamable-http connectors.

💻 Option 2: CLI install (for Cursor, Windsurf, or terminal use)

bash
npm install -g trackly-cli    # may need: sudo npm install -g trackly-clitrackly logintrackly jobs --function product

Prerequisites: Node.js 20.20+ or 22.22+ (LTS recommended). On macOS with the official .pkg installer, global npm installs may require sudo.

At a Glance

5,400+ companies | 250K+ jobs | 40+ ATS types | CLI + MCP | 58 local + 55 hosted MCP tools

CLI Commands

bash
trackly jobs                          # List jobstrackly jobs --remote                 # Filter remote jobs (sets usStates=REMOTE)trackly jobs --region us              # Filter by region (us, non_us, all, or a region tag: europe, canada, remote, ...)trackly jobs --job-type internship    # Filter by employment type (full_time, internship, all)trackly jobs --work-arrangement hybrid,remote  # Filter by work arrangement independentlytrackly jobs --function product       # Filter by functiontrackly jobs --sponsorship exclude_no # Visa sponsorship filter (all, exclude_no, only_yes)trackly jobs --company 243            # Filter by company IDtrackly job 1234                      # Get job detailstrackly jobs 1234                     # Alias for job detailstrackly companies                     # List companiestrackly companies search "fintech"    # Semantic company searchtrackly search "fintech"              # Alias for semantic company searchtrackly stats                         # Show metricstrackly status                        # Alias for statstrackly preferences                   # Show discovery preferences and experience limitstrackly preferences experience product=2 strategy=5  # Replace role-specific limitstrackly preferences experience clear # Turn role-specific experience filtering offtrackly apply 1234                    # Mark as appliedtrackly save 1234                     # Save a jobtrackly dismiss 1234                  # Dismiss a jobtrackly ask "PM jobs in SF"           # Natural language search (20/day)trackly contacts "Stripe"             # Search contacts at a companytrackly brief 1234                    # Get network brief for a jobtrackly referral start 1234           # Start a referral campaigntrackly referral status 1234          # Check referral campaign statustrackly company-brief 243             # Get company brief (--refresh to regenerate)trackly company-workspace 243         # Full company workspace viewtrackly request-company "eBay"        # Request a company be added (--url, --notes optional)trackly api-key create                # Generate API keytrackly api-key list                  # List API keystrackly config                        # Show current CLI configtrackly config --api-key trk_xxx      # Save an API key for future commandstrackly version                       # Show installed versiontrackly whoami                        # Show current usertrackly logout                        # Clear credentialstrackly agent setup --client both    # Install Trackly Apply for Codex + Claude Codetrackly agent doctor                 # Verify setup, profile, resume, and compatibilitytrackly agent diagnose-path /path/to/upload.pdf --errno ENOSPC --json  # Diagnose one exact local path

Add --json to any command for JSON output. Use --api-key <key> or --base-url <url> as one-off global flags when needed.

trackly preferences --json returns only success, experienceFilterV2Available, and preferences. The availability flag controls whether this client may edit role-specific limits; it does not claim that feed or alert enforcement is active. Every update checks that flag and the latest preference revision before writing.

MCP Server Setup

Hosted (Claude co-work, Claude Desktop, ChatGPT)

No install. In your AI tool, open Settings → Connectors → Add custom connector and enter:

text
https://mcp.usetrackly.app/api/mcp

Sign in with Google when prompted. Full visual guide →

Claude Code can use the same hosted server over OAuth:

bash
claude mcp add --transport http trackly https://mcp.usetrackly.app/api/mcp

OAuth sign-in is the default for every client. An API key is optional and only needed for headless clients that cannot complete an interactive sign-in: send Authorization: Bearer trk_... with a key from Settings → API Keys.

Remote connections get 55 hosted tools. They share the search, company, status, and Apply tools with the local server and add trackly_chat; the 4 local-only tools listed below are not available remotely. Hosted setup and tool details are at usetrackly.app/connector.

Local (CLI via stdio, for Cursor / Windsurf / Claude Code)

For agent-assisted form filling on macOS, install the public skill and local MCP together:

bash
trackly agent setup --client codex    # or claude / bothtrackly agent doctor

For an existing MCP configuration or a Cloud harness, use trackly agent setup --client both --skills-only. This installs the same checksummed skill for both native clients without invoking their MCP commands or changing authentication. CLI 0.20.1 carries universal skill 4.9.1; its policy revision is the same numeric version, superseding the personal revisions. The policy accepts a documented markHandoff() guarantee with awaited calls, exact current tab checks, and revalidation on later turns. These observations are never reported as returned persistence receipts. Browser capabilities and manual Submit remain separate requirements; installation does not make a Linux browser supported. The separately installed trackly:trackly-apply plugin is updated through its plugin manager; plugin 1.1.1 carries the same browser and profile lookup policies. This setup command does not patch plugin caches.

The skill uses the profile and default resume in your Trackly account, asks only missing questions, fills user-approved saved jobs, and always stops before Submit. “Fill the next N” continues through the original recent-first Check Later snapshot until N unauthenticated forms are durably ready for your manual review; authentication walls and exclusions are reported separately and do not consume the target. An explicit “inspect the next N records” request still uses one fixed immutable batch. Support is fetched from Trackly at the start of every run: Greenhouse is full, Ashby and Lever are best effort, and 27 additional named ATS/provider classes use constrained guided mode. Employer-hosted unknown forms run only when Trackly binds them to a verified company domain. LinkedIn-hosted forms and unverified origins remain manual-only; a separately stored external application URL is evaluated under its own ATS and origin policy.

Guided mode is deliberately fail-closed. The agent stops on credential entry, OTP/email verification, CAPTCHA/human verification, an unexpected employer or origin, a submit-only transition, or any field whose committed state cannot be observed. trackly agent doctor checks the local skill, MCP registration, protocol compatibility, declared browser/computer-use configuration, profile completeness, and default-resume metadata. Live semantic browser capability and the exact resume bytes are verified at the start of a real run.

Claude Code one-liner
bash
claude mcp add --scope user trackly -- trackly mcp

Or equivalently:

bash
claude mcp add-json --scope user trackly '{"command":"trackly","args":["mcp"]}'
Claude Code manual config

Add to a project-scoped .mcp.json:

json
{  "mcpServers": {    "trackly": {      "command": "trackly",      "args": ["mcp"]    }  }}
Cursor / Windsurf

Add to .cursor/mcp.json or ~/.cursor/mcp.json (same schema works for Windsurf):

json
{  "mcpServers": {    "trackly": {      "command": "trackly",      "args": ["mcp"]    }  }}

Then use natural language in any of these clients:

  • "Find me PM jobs at fintech companies"
  • "What remote engineering roles are available?"
  • "Mark job 1234 as applied"

Search filters and updates

trackly_search_jobs supports multiple roles and regions, US states and Canadian provinces, internship education levels, favorite companies, posting windows, annual USD salary floors, incremental sync, work arrangement, sponsorship and pipeline status. Exact values and examples. Search returns 20 jobs by default; request up to 100 and use offset to page.

For sponsorship, “exclude no” keeps yes and not mentioned. Use exclude_no; only_yes excludes jobs with unknown sponsorship. Ask the user when intent is ambiguous. Salary floors also keep unknown and non-comparable salaries visible. Unsupported industry/specialization/literal-search controls are rejected.

For a local server without a global package install, run npx -y trackly-cli mcp. For Codex, use codex mcp add trackly -- npx -y trackly-cli mcp; Cursor and Windsurf can use "command": "npx", "args": ["-y", "trackly-cli", "mcp"]. Authenticate with npx -y trackly-cli login first, or configure TRACKLY_API_KEY.

Existing global installs require npm install --global trackly-cli@latest. Restart the MCP process/client and refresh tool discovery after updating. For native skills and marketplace plugin updates, follow the release and update guide. Hosted and local releases are separate: the current client schema is authoritative.

MCP Tools Reference

The local stdio server (trackly mcp) registers the 58 tools below. Four are local-only because they run their checks on your machine: trackly_diagnose_local_path, trackly_lint_application_text, trackly_validate_apply_resume_upload, and trackly_validate_apply_tab_keep_set. The hosted server omits those four and adds trackly_chat, for 55 hosted tools.

ToolDescription
trackly_search_jobsSearch by roles, regions, states/provinces, internship level, favorites, recency, annual USD salary floor, sponsorship, work arrangement, and pipeline status
trackly_get_jobGet details by Trackly ID, with availability and retry guidance
trackly_search_companiesSemantic company search
trackly_list_companiesList all tracked companies
trackly_get_statsJob tracker metrics and status counts
trackly_get_preferencesRead bounded discovery preferences, edit availability, and save revision
trackly_update_experience_limitsAtomically replace role-specific limits on a job's stated minimum years
trackly_update_statusMark jobs as applied, saved, or dismissed
trackly_askNatural language job search (20/day)
trackly_get_job_briefGet a network brief, with availability and retry guidance
trackly_contacts_at_companySearch contacts at a specific company
trackly_get_company_workspaceFull company workspace (jobs, contacts, hiring managers, campaigns)
trackly_request_companyRequest a company be added to Trackly (rate-limited to 5 pending)
trackly_get_apply_queueGet user-approved jobs ready for execution
trackly_get_application_profileGet versioned profile answers and provenance
trackly_get_profile_onboardingGet schema plus missing questions
trackly_update_application_profileSave scoped answers with optimistic concurrency; revoking sensitive storage takes a two-step confirmation
trackly_start_apply_executionStart a target-counted accessible Apply execution
trackly_get_active_apply_executionRecover the active execution before legacy batch recovery
trackly_get_apply_executionRead the authoritative progress funnel and immutable child waves
trackly_list_recoverable_apply_executionsList bounded exact-member recovery candidates after context loss
trackly_recover_exact_apply_membersRecover only one explicitly confirmed candidate set without substitutes
trackly_list_apply_review_handoffsRediscover active, value-free review-handoff receipts for one execution
trackly_claim_apply_review_handoffClaim and classify one exact review-handoff group before reconciliation
trackly_get_apply_execution_snapshotFetch a compact bounded projection for current execution members and required profile keys
trackly_resume_parked_apply_memberExplicitly resume one parked member for a fresh non-mutating access probe
trackly_approve_apply_execution_resumeApprove one exact resume identity for an unchanged execution snapshot
trackly_advance_apply_executionTransactionally create the next eligible immutable wave with frozen accessKnowledge
trackly_list_apply_access_defermentsList persistent user access deferments
trackly_defer_apply_accessPersist a job or company deferment from a Trackly jobId
trackly_clear_apply_access_defermentClear one discovered user access deferment
trackly_record_apply_execution_dispositionsRecord typed, value-free access classifications
trackly_stop_apply_executionStop an execution without changing saved-job state
trackly_create_apply_batchFreeze an exact recent-first approved batch
trackly_cancel_apply_batchRetire a legacy fixed batch after explicit user confirmation
trackly_get_active_apply_batchRecover the newest unexpired active batch after context loss
trackly_get_apply_batchRead frozen membership with opaque pagination
trackly_claim_apply_batchAcquire or renew a batch mutation lease
trackly_checkpoint_apply_batchBulk-record redacted inspection checkpoints and human actions
trackly_bind_apply_surfaceBind an initial or recovered browser surface to the existing run and exact requisition URL
trackly_record_apply_surface_evidenceRecord current-epoch inventory, missing-tab, close-receipt, and post-close absence evidence
trackly_record_apply_submission_evidenceRecord redacted submit-request, success-page, user-confirmation, or provider-receipt evidence
trackly_approve_apply_batch_resumeApprove one exact default resume for the current frozen run set
trackly_certify_apply_batch_truthCertify final answer and wording fingerprints after every other review-readiness gate
trackly_start_apply_runStart or reuse a manual-submit browser run
trackly_get_apply_evidenceGet aggregate, value-free beta evidence and release readiness
trackly_get_apply_protocolGet current workflow and compatibility rules
trackly_report_apply_observationSend redacted ATS mechanics feedback
trackly_lint_application_textLocally lint application writing and return only value-free violations plus a draft hash
trackly_diagnose_local_pathLocally diagnose the exact implicated filesystem path without deleting files
trackly_validate_apply_tab_keep_setLocally validate an exact expected/keep tab set against complete caller-supplied inventories without controlling the browser or sending tab IDs remotely
trackly_validate_apply_resume_uploadLocally validate adapter capability and ordered value-free attachment proof stages
trackly_report_apply_observationsBulk-send up to 20 leased, batch-bound redacted observations
trackly_record_application_outcomeRecord review or confirmed submission outcome
trackly_record_application_outcomesBulk-record up to 20 leased batch outcomes with per-member conflicts
trackly_prepare_resumePrepare a private expiring resume file for upload
trackly_verify_prepared_resumeRecheck the confirmed resume immediately before attachment
get_more_toolsReport a missing capability so Trackly can improve its MCP surface

Authentication

Option 1: Google OAuth (recommended)

bash
trackly login

Opens your browser for Google sign-in. Tokens are stored locally at ~/.trackly/config.json.

Trackly is currently opening new memberships through a limited, invite-based rollout. Existing members can keep using OAuth and API keys normally. If a new account is not yet eligible, the CLI returns an invitation-specific message instead of suggesting repeated login attempts; request a future seat at usetrackly.app/early-access.

Option 2: API Key

Existing members can use an API key for firewalls, headless servers, or CI:

  1. Sign in at usetrackly.app
  2. Go to Settings → API Keys → Create
  3. Save the key:
bash
trackly config --api-key trk_xxxxxxxxxxxxxxxxxxxx

Or pass it per-command:

bash
trackly --api-key trk_xxxxxxxxxxxxxxxxxxxx jobs --json

Or set it as an environment variable:

bash
export TRACKLY_API_KEY=trk_xxxxxxxxxxxxxxxxxxxxtrackly jobs

Generate a key from the CLI

If you're already logged in via OAuth, you can create a key without visiting the web app:

bash
trackly api-key create --name "my-script"trackly api-key list

Other config

bash
trackly config --clear-api-key           # Clear stored API keytrackly config --base-url http://127.0.0.1:3000  # Point at a different backend

Comparison

FeatureCLIWeb AppPublic API
Job search + filtersYesYesYes
Apply/save/dismissYesYesYes
AI-powered searchYes (trackly ask)YesYes
MCP integrationYes (58 local tools)----
Browser requiredNoYesNo
Best forTerminal + AI agentsVisual browsingCustom integrations

Web: usetrackly.app | API docs: usetrackly.app/developers

Frequently Asked Questions

How do I track job applications from the terminal?

Install trackly-cli (npm install -g trackly-cli), authenticate with trackly login or configure an API key, then use trackly jobs to browse openings and trackly apply <id> to mark applications. All data syncs with the Trackly web app at usetrackly.app.

What MCP servers exist for job searching?

trackly-cli includes a built-in MCP server with 58 tools: the complete Trackly job-search and application set plus get_more_tools, which lets agents report a missing capability. Run trackly mcp or use trackly agent setup --client claude.

MCP usage analytics are part of the free Trackly service and relay through Trackly so it can be debugged and improved; there is no account-level opt-out. They exclude résumé text, profile answers, demographic or work-authorization answers, and application notes. Client attribution uses a fixed family label; errors use categories, and search text is retained only as length. Raw queries and conversation text are excluded.

How do I use Claude Code for job hunting?

Add trackly as an MCP server in Claude Code. Then ask questions naturally: "Find PM jobs at fintech companies in SF", "What companies are hiring for engineering?", or "Mark job 1234 as applied." Claude will use trackly's MCP tools to search and manage your applications.

What are the best CLI tools for job search?

trackly-cli is the first dedicated job tracking CLI. It provides direct terminal access to 250K+ jobs across 5,400+ companies, with filters for job function, location, and work modality. It also integrates with AI agents via the Model Context Protocol (MCP).

Security

  • OAuth tokens stored in ~/.trackly/config.json with 0600 permissions
  • API keys can be stored in the same config file or passed per-command
  • OAuth callback bound to 127.0.0.1 only
  • Authenticated requests require HTTPS unless you are pointing at localhost
  • HTTP requests time out instead of hanging indefinitely
  • CSRF protection on login flow
  • See SECURITY.md for vulnerability reporting

License

MIT -- see LICENSE

來源:README.md,提交 f2822f7

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版本歷史

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  1. v0.1.10最新Sep 16, 2026

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