# synthesize_lead_hypothesis Given a lead journey (from query_lead_journey), produce a structured hypothesis: intent score, conversion-failure mode, suggested outreach angle, and notes for drafting. Writes the synthesis back to leads.synopsis_jsonb so the Leads tab UI sees it. Use this after journey reconstruction, before draft_outreach. [write-tier — first use may require a manager's approval; a from-now-on approval makes future calls seamless, a just-once approval re-asks next time.] Agent View of the PolicyLayer registry record for `synthesize_lead_hypothesis`. HTML page: https://policylayer.com/tools/com-getfreedomos-freedom-mcp/synthesize-lead-hypothesis ## Facts - Tool: `synthesize_lead_hypothesis` - Server: Freedom Mcp (`https://twuluxmoognlwtmaoqgo.supabase.co/functions/v1/freedom-mcp`) — https://policylayer.com/tools/com-getfreedomos-freedom-mcp.md - Homepage: https://github.com/https://twuluxmoognlwtmaoqgo.supabase.co/functions/v1/freedom-mcp - Risk category: Write (Medium risk) - Registry record: grade F, identity unverified - Server auth posture: open - Server CORS policy: * - Server rate-limited: no - Parameters: 4 (3 required) - Recommended policy verdict: Rate-limited ## Parameters | Parameter | Type | Required | Description | | --- | --- | --- | --- | | `lead_id` | string | yes | UUID of the lead. Used to persist synthesis back to leads.synopsis_jsonb. | | `companyId` | string | yes | FreedomOS company id to act within (you must be a member). Required for company-scoped tools. | | `journey_json` | string | yes | JSON-encoded journey object returned by query_lead_journey. Caller should JSON.stringify the journey output before passing. | | `company_context` | string | no | Optional short summary of the company the lead arrived at (e.g., 'Acme Health — pharmacy compounding compliance consulting for US pharmacies'). Helps the model | Parameters from the server's own tool schema. ## Example call (MCP tools/call, JSON-RPC 2.0) ```json { "jsonrpc": "2.0", "id": 1, "method": "tools/call", "params": { "name": "synthesize_lead_hypothesis", "arguments": { "lead_id": "", "companyId": "", "journey_json": "" } } } ``` ## Why synthesize_lead_hypothesis is rated Medium This tool creates or modifies lead hypothesis data in the leads table (via synthesis_jsonb), making it a Write operation. It does not delete, destroy, or move funds, so Financial and Destructive are ruled out. While it informs sales strategy, the core action is reversible data modification (hypothesis synthesis stored in a column). From the tool's own definition: "Writes the synthesis back to leads.synopsis_jsonb so the Leads tab UI sees it" ## Use case AI agents use synthesize_lead_hypothesis to create or update resources in Freedom Mcp, usually the action step of a workflow, after the agent has gathered context. Every call changes real data in your Freedom Mcp environment. ## Recommended policy (PolicyLayer) Verdict: **Rate-limited**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Freedom Mcp: ```json { "version": "1", "default": "deny", "tools": { "synthesize_lead_hypothesis": { "limits": [ { "counter": "synthesize_lead_hypothesis_rate", "window": "minute", "max": 30, "scope": "grant" } ] } } } ``` ## Other tools on Freedom Mcp (237) - `clear_pipeline_learnings` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/clear-pipeline-learnings.md - `deactivate_agent` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/deactivate-agent.md - `delete_icp` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/delete-icp.md - `delete_idea` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/delete-idea.md - `delete_knowledge` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/delete-knowledge.md - `delete_objective` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/delete-objective.md - `remove_agent_activity` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/remove-agent-activity.md - `remove_background` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/remove-background.md - `remove_dashboard_widget` — Destructive — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/remove-dashboard-widget.md - `audit_brand_visibility` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/audit-brand-visibility.md - `browse_url` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/browse-url.md - `challenge_as_customer` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/challenge-as-customer.md - `decide_command_center_item` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/decide-command-center-item.md - `deliberate` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/deliberate.md - `generate_image_xai` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/generate-image-xai.md - `generate_vector_image` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/generate-vector-image.md - `generate_video_veo` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/generate-video-veo.md - `hire_agent` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/hire-agent.md - `hire_agent_with_context` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/hire-agent-with-context.md - `invoke_integration` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/invoke-integration.md - `posthog_hogql` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/posthog-hogql.md - `request_attention_spawn` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/request-attention-spawn.md - `resolve_work` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/resolve-work.md - `run_quality_check` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/run-quality-check.md - `run_tactic` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/run-tactic.md - `send_email` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/send-email.md - `toggle_agent_schedule` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/toggle-agent-schedule.md - `trigger_agent_activity` — Execute — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/trigger-agent-activity.md - `set_meta_ad_status` — Financial — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/set-meta-ad-status.md - `update_meta_ad_budget` — Financial — https://policylayer.com/tools/com-getfreedomos-freedom-mcp/update-meta-ad-budget.md - …and 207 more: https://policylayer.com/tools/com-getfreedomos-freedom-mcp.md ## For agents This record is a snapshot. Live verdicts and the full registry: - Check every server in your MCP config at once: `npx -y policylayer stack` - Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md) - Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events` --- Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=com-getfreedomos-freedom-mcp · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/com-getfreedomos-freedom-mcp