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Talent Scout

Talent Scout is the standalone StackFast opportunity-discovery product for job seekers, operators, executives, recruiters, agencies, and growth teams. It exposes the validated 20-tool public surface for persistent applicant profiles, search rails, governed search, review queues, daily reconciliation, draft-only application workups, mailbox signals, direct-company relationship campaigns, and human outreach-decision receipts.

Host and data posture

Where this product is meant to live.

Second proof product: public discovery plus reviewed pipeline/packet workflow.

Commercial shape

Public-app proof

Data posture

Tenant brain optional

Approval posture

Draft only

Best demo

ChatGPT / Claude.ai / Grok

Best daily use

StackFast UIOpenClaw hosted

Who it is for

Job seekers, operators, executives, recruiters, agencies, and GTM teams that need governed opportunity discovery and packet drafting while keeping applications and outreach human-approved.

Problem it solves

It keeps opportunity search, fit scoring, packets, outreach drafts, and follow-up review in one governed queue instead of scattered job boards, resume tools, outbound scripts, and unaudited apply/send automation.

Activation model

Self-serve checkout grants the minimal Talent Scout public tool surface. Recruiter ExecuTwin and the raw Team Hire/Growth Scout tools conduct deeper orchestration behind the scenes; public clients use the governed façade tools.

Proof and source paths

  • Reuses active team_hire.* and talent-growth-scout-mcp internals instead of rebuilding
  • Applicant-profile upsert stores resume, LinkedIn, proof-point, target-lane, and preference evidence once so packets do not require per-job re-paste
  • Public façade tools keep raw discovery and company-intel internals out of the customer surface
  • Direct-company campaigns find companies, scan careers pages, identify public business contacts, enrich qualified business emails, and draft human-reviewed relationship outreach
  • Daily pipeline reconciliation surfaces unapplied, not-passed, URL-verification, follow-up, waiting, and today-slate buckets
  • Application workups map role pain to Robert-specific proof, resume angle, packet checklist, follow-up plan, and interview prep
  • Drafts-but-never-sends safety is enforced by façade handlers and existing guardrails
  • Solo and Recruiter/Growth Scout lanes share the same one-queue Talent Scout Trace substrate
  • Reader-safe ChatGPT/OAuth tools/list exposes the façade only after entitlement

Repo evidence

  • lib/team-hire/mcp-tools.ts
  • lib/tool-registry/plugin-mcp-tools.ts
  • docs/wiki-manuals/talent-scout-mcp-manual.md
  • lib/recruiter-executwin/core.ts
  • docs/UNIVERSAL_TALENT_GROWTH_SCOUT_MCP_SPEC_2026-05-12.md
  • docs/talent-scout/TGS_APPLICATION_SYNTHESIS_MCP_WORKSPACE_SPEC_2026-05-19.md
  • app/ops/talent-scout/trace/page.tsx
  • app/api/ops/talent-scout/trace/route.ts

Capabilities

applicant profile upsert

mcp

Create or update the tenant-scoped applicant profile once so Talent Scout can reuse resume, LinkedIn, proof-point, preference, and voice evidence across jobs.

Agent use
Call stackfast.talent_scout.applicant_profile_upsert before composing packets. The façade stores private applicant evidence for proof mapping and returns only redacted presence/count receipts; raw resume and LinkedIn text are never returned.

applicant profile status

mcp

Read redacted readiness for the stored applicant profile without exposing raw resume, LinkedIn, or private profile text.

Agent use
Call stackfast.talent_scout.applicant_profile_status to verify profile presence, proof-point counts, resume/LinkedIn readiness, and compose reuse before drafting.

set search rails

mcp

Persist the active Talent Scout search rails: target lanes, compensation floor, geography, negative filters, resume-variant priority, and voice/age strategy.

Agent use
Call stackfast.talent_scout.set_search_rails when Robert or an operator changes the active job-search strategy. Future search, review, score, compose, packet, and outreach calls load these rails by default and return rails receipts.

pipeline describe

mcp

Describe the persistent Talent Scout job-search OS flow from profile setup through packet, human gate, lifecycle, and follow-up.

Agent use
Call stackfast.talent_scout.pipeline_describe when an agent needs the Talent Scout operating flow. It is read-only and self-documents profile -> search -> hydrate -> packet -> lifecycle.

search opportunities

mcp

Search for governed opportunity candidates and place reviewable matches in the Talent Scout queue.

Agent use
Call stackfast.talent_scout.search_opportunities. The façade composes team_hire.recruiter.run_scout_cycle with create_followups false and returns reviewable matches only.

score fit

mcp

Score a profile against an opportunity and return transparent fit regions.

Agent use
Call stackfast.talent_scout.score_fit. The façade composes team_hire.shared.score_fit in recruiter mode.

upsert campaign profile

mcp

Create or update a configurable direct-company relationship campaign with target lanes, geography, company-size rules, and qualification criteria.

Agent use
Call stackfast.talent_scout.upsert_campaign_profile before company-first discovery. The façade stores campaign rails and returns a receipt without sending outreach.

discover companies by campaign

mcp

Discover company leads that match an active campaign, using approved sources and explicit leads-not-truth receipts.

Agent use
Call stackfast.talent_scout.discover_companies_by_campaign after campaign setup. Results are company leads until careers-page verification confirms an exact role.

scan company for roles

mcp

Scan a company careers page for exact matching roles or return a clear no-match or needs-verification receipt.

Agent use
Call stackfast.talent_scout.scan_company_for_roles with company homepage/careers evidence. It must separate direct apply URL, source URL, and company URL.

find company contacts

mcp

Find likely public business contacts for a verified company or role while keeping labels conservative.

Agent use
Call stackfast.talent_scout.find_company_contacts only after a company or role is qualified. It returns likely contact receipts, not permission to send.

enrich contact email

mcp

Use Hunter to enrich a qualified business contact and return verification status, confidence, quota, and source receipts.

Agent use
Call stackfast.talent_scout.enrich_contact_email only after contact qualification. It executes Hunter lookup/verifier and must fail loudly on provider key issues.

draft direct outreach

mcp

Draft relationship outreach for a qualified company/contact without sending.

Agent use
Call stackfast.talent_scout.draft_direct_outreach after campaign, role, company, and contact evidence are ready. Output is draft-only and approval-gated.

record direct outreach

mcp

Record a human decision on a direct-outreach draft without sending the message.

Agent use
Call stackfast.talent_scout.record_direct_outreach after a human approves, edits, rejects, copies, or manually reports sending a draft_direct_outreach artifact. This records the lifecycle receipt only; it never sends.

create packet

mcp

Create a draft-only application or opportunity packet from an existing queue item.

Agent use
Call stackfast.talent_scout.create_packet. The façade composes team_hire.application.compose_packet and returns draft_only output with approval_required_before_send.

compose application

mcp

Compose cover letters, form-paste answers, application Q&A, telephone scripts, and authority-analysis drafts from a queue item.

Agent use
Call stackfast.talent_scout.compose_application for job-seeker artifacts only. The façade uses the bounded JD-evidence public compose path, fails closed on generic fallback text, and rejects internal sales/BYOC/partnership output kinds.

draft outreach

mcp

Draft human-reviewed outreach from approved pains and voice evidence without sending.

Agent use
Call stackfast.talent_scout.draft_outreach. The façade composes team_hire.shared.draft_artifact and rejects send/apply/autonomous_outbound requests.

review queue

mcp

Read Talent Scout queue state for review, packet, and follow-up decisions.

Agent use
Call stackfast.talent_scout.review_queue. The façade reads the tenant-scoped real board, quarantines demo/stale non-job rows, hides archived/applied rows by default, and is read/review only.

daily pipeline

mcp

Read the daily Talent Scout operating report: applied pipeline, mailbox reconciliation status, follow-up due, open unapplied roles, availability checks, preference filters, and today's slate.

Agent use
Call stackfast.talent_scout.daily_pipeline. The façade reads the shared tenant queue and returns a closed-loop control-tower report without sending, applying, or mutating decisions.

mail signals

mcp

Read server-side recruiting mailbox signals and reconciliation state without using a client Gmail fallback.

Agent use
Call stackfast.talent_scout.mail_signals when the workflow needs recruiting reply/follow-up status. It reports mailbox availability and signals without sending email.

application workup

mcp

Build the recruiting-desk workup for one queue item: pain/proof map, resume angle, application strategy, packet checklist, submission receipt, follow-up plan, and interview prep.

Agent use
Call stackfast.talent_scout.application_workup. The façade reads one shared queue item and returns a draft-only application strategy workup without sending, applying, or mutating decisions.

Connector proof

Catalog is not the same as customer-ready.

This product only becomes market-ready after a real host mounts the entitled tools, a safe call succeeds, metering records the event, and a customer-safe receipt exists. Until then, the page shows the strongest proven status without rounding up.

Catalog

Runtime registry and product manifest are present.

Entitlement

Execution requires OAuth or storefront entitlement scope.

Callable

22 tool(s) declared with no missing V1 tools.

Metering

MCP calls are routed through the metering receipt path.

Customer validated

Pending fresh host-surface call receipt.

Runtime registry status

Primary registry

stackfast.ai/api/mcp

Status

live reader mcp

Install gate

Reader entitlement required before MCP execution. Entitled clients get the validated 20 Talent Scout façade tools. Raw team_hire.*, growth.scout.*, non-public discovery internals, source-strategy internals, and approval/materialization tools stay internal or orchestrated behind Recruiter ExecuTwin until validated.

Callable tools

  • stackfast.talent_scout.applicant_profile_upsert
  • stackfast.talent_scout.applicant_profile_status
  • stackfast.talent_scout.upsert_campaign_profile
  • stackfast.talent_scout.set_search_rails
  • stackfast.talent_scout.search_opportunities
  • stackfast.talent_scout.review_queue
  • stackfast.talent_scout.score_fit
  • stackfast.talent_scout.daily_pipeline
  • stackfast.talent_scout.discover_companies_by_campaign
  • stackfast.talent_scout.discover_local_companies
  • stackfast.talent_scout.scan_company_for_roles
  • stackfast.talent_scout.find_company_contacts
  • stackfast.talent_scout.enrich_contact_email
  • stackfast.talent_scout.draft_direct_outreach
  • stackfast.talent_scout.record_direct_outreach
  • stackfast.talent_scout.record_application
  • stackfast.talent_scout.compose_application
  • stackfast.talent_scout.create_packet
  • stackfast.talent_scout.application_workup
  • stackfast.talent_scout.draft_outreach
  • stackfast.talent_scout.mail_signals
  • stackfast.talent_scout.pipeline_describe

Missing or gated tools

No missing tools declared for the current V1 boundary.

  • Live at the entitled reader tier; anonymous public callers must receive catalog-only discovery and fail-closed execution.
  • Public promise: Find, verify, score, and package high-fit opportunities using governed context.
  • Direct-company campaigns are configurable and run company discovery, careers scanning, public business contact discovery, Hunter enrichment, and draft-only relationship outreach.
  • Primary metric: conversations booked, not applications sent.
  • Solo lane and Recruiter/Growth Scout lane use the same one-queue Talent Scout Trace substrate.
  • No auto-apply, no recruiter spam, no credential scraping, no LinkedIn scraping, and no uncontrolled outbound automation.

Install and activate

Connect this product through the StackFast MCP endpoint. Discovery metadata is public; execution uses OAuth and storefront entitlement checks.

MCP URL

https://stackfast.ai/api/mcp

Agent subscription

An approved agent can open checkout for checkout-ready plans, then reconnect with OAuth after payment.

Client snippets

ChatGPT

Add StackFast as a custom MCP connector, then approve OAuth when prompted.

Claude

Connect a remote MCP server using the StackFast MCP URL and a tenant-scoped token or OAuth flow.

Cursor

Register StackFast as a remote MCP server for project-scoped tool use.

Grok

Add StackFast as a custom MCP connector using the StackFast MCP URL and customer entitlement auth.

Product: Talent Scout
Product API: https://stackfast.ai/api/store/products/talent-scout-mcp
Pricing API: https://stackfast.ai/api/store/pricing/talent-scout-mcp
Manifest API: https://stackfast.ai/api/store/manifests/talent-scout-mcp
MCP URL: https://stackfast.ai/api/mcp
Auth: oauth_reader_or_storefront_entitlement
Checkout session API: https://stackfast.ai/api/store/checkout/session
Plans:
- Preview: $0 preview; checkout_ready=false; checkout_url=request_scope
- Solo: $49/mo; checkout_ready=true; checkout_url=https://stackfast.ai/store/buy/talent-scout-mcp?plan=talent-scout-solo&source=agent_activation
- Pro Sprint: $149/mo; checkout_ready=true; checkout_url=https://stackfast.ai/store/buy/talent-scout-mcp?plan=talent-scout-pro-sprint&source=agent_activation
- Team: $399/mo; checkout_ready=true; checkout_url=https://stackfast.ai/store/buy/talent-scout-mcp?plan=talent-scout-team&source=agent_activation
- Growth / Agency: $999/mo; checkout_ready=true; checkout_url=https://stackfast.ai/store/buy/talent-scout-mcp?plan=talent-scout-growth-agency&source=agent_activation
- Concierge: $497 setup + $149/mo; checkout_ready=true; checkout_url=https://stackfast.ai/store/buy/talent-scout-mcp?plan=talent-scout-concierge&source=agent_activation
- Enterprise: Request scope; checkout_ready=false; checkout_url=request_scope
Agent activation:
- Read this product manifest and pricing API.
- If a plan has checkout_ready=true, open its checkout_url or POST product_slug, plan_slug, and customer_email to the checkout session API.
- After Stripe payment, the signed webhook grants storefront_entitlements for the buyer email/account.
- Connect the LLM client to the MCP URL and approve OAuth so tools/list reflects the licensed reader surface.
- Call only tools exposed for that entitlement; unentitled execution must fail closed.

Agent-readable queries

Talent Scout MCPgoverned opportunity discoverydirect company relationship campaignfind hiring contacts and draft relationship outreachscore job fit and create packetdraft recruiter outreach with human approvalreview Talent Scout queue
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