What is a Role Brain?

A Role Brain is a persistent decision-pattern repository that captures the tacit knowledge and instincts of key personnel. When an executive departs, their Role Brain remains as a corporate asset, allowing a successor to operate at full capacity from Day 1.

How does StackFast differ from standard RAG implementations?

Standard RAG retrieves text without understanding context. StackFast provides a reasoning layer that applies judgment through structured logic, builds persistent Role Brains that compound over time, and enforces knowledge sovereignty through a 3-layer governance gate.

What is Knowledge Sovereignty?

Knowledge Sovereignty means your organization's intelligence never leaks into third-party training sets. Every brain entry is tagged for compliance and M&A readiness, with audit trails generated automatically for EU AI Act, SOC2, and HIPAA compliance.

How does StackFast reduce Key-Person Risk?

StackFast captures executive decision patterns, client relationship nuances, and institutional knowledge into structured Role Brains. When key personnel leave, their judgment and instincts remain as a corporate asset, reducing onboarding time for replacements and preserving institutional intelligence.

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plugin

Talent Scout

Talent Scout is the standalone StackFast opportunity-discovery product for job seekers, operators, executives, recruiters, agencies, and growth teams. It uses the existing Talent/Growth Scout and Recruiter ExecuTwin internals, but exposes a small public surface for search, scoring, packets, draft outreach, and review queues.

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 five governed façade tools.

Proof and source paths

Reuses active team_hire.* and talent-growth-scout-mcp internals instead of rebuilding
Five public façade tools keep raw discovery and company-intel internals out of the customer surface
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/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

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.

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.

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 composes team_hire.recruiter.review_queue and is read/review only.

Runtime registry status

Primary registry

stackfast.ai/api/mcp

Status

live reader mcp

Install gate

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

Callable tools

stackfast.talent_scout.search_opportunities
stackfast.talent_scout.score_fit
stackfast.talent_scout.create_packet
stackfast.talent_scout.draft_outreach
stackfast.talent_scout.review_queue

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, score, and package high-fit opportunities using governed context.
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, and no uncontrolled LinkedIn 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

Grok

Use a thin adapter that translates function calls into MCP JSON-RPC calls.

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 discoveryscore job fit and create packetdraft recruiter outreach with human approvalreview Talent Scout queue