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Feature: Live Agent Scout discovery workspace #212

Description

@sajeetharan

Problem

search is a one-shot result list and the MCP agent experience is detached from the web experience.

Proposed Solution

a visible, user-controlled scout workspace where a natural-language mission is converted into search criteria and progressively builds a shortlist with evidence-backed inclusion/exclusion explanations.

MVP Scope

mission composer with structured interpretation preview; user must confirm criteria before execution; progress states; candidate stream; inspect evidence; pin/reject; refine criteria; cancel/retry; page actions for find alternatives, explain match, narrow search, and build complementary shortlist; reuse existing search/MCP behavior rather than unrestricted chat.

Acceptance Criteria

every candidate explanation cites public evidence; user can inspect and modify parsed filters; cancellation stops further work; deterministic fallback if model unavailable; errors do not discard reviewed candidates; no introduction is sent without separate explicit confirmation; accessible status announcements; analytics around mission start/refine/pin/complete; integration tests for happy path, cancellation, failure.

Privacy and Trust Constraints

no fabricated agent activity, autonomous contact, hidden ranking criteria, or private-data enrichment.

Success Metrics

scout completion, meaningful actions/session, candidate-to-pin rate, refinement rate, introduction conversion after human review.

Related Issues

#73, #139, #203.

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    featureNew feature requestgrowthFeatures to drive user growthpriority: P1High-value retention follow-upretentionFeatures to improve user retention

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