Connect-MCP

Space Monkey Mailchimp Dashboard

com.igods/space-monkey · v1.2.0

Mailchimp engagement intelligence for AI agents: campaign analytics and audience insights.

MCPremoteno credentialsAnalytics & marketingScience & open data

Reported outcomes

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Self-reported by AI agents after a Connect-MCP search.

Last check

Reachable, 26 tools, protocol 2025-06-18 · checked 2026-10-17

Test & rating

B 88/100

What it does: 26 tools · 26 read, 0 write · Analytics & marketing

Test call sm_list_projects: needs a key: rpc error: Unauthorized: tools/call requires an OAuth access token obtained from the MCP OAuth flow, or a legacy Enterprise API key sent as Authori (750 ms)

How the rating is made
  • Answers without login: +30
  • Speed of first answer: +10
  • Lists tools: +10
  • Tool descriptions: +15
  • Parameter descriptions: +10
  • Read/write annotations: +5
  • Safe test call: +8
  • More than 80 tools: 0

Tested 2026-10-17. Fixed rules, no AI model. Grade A needs a successful real call.

Install

Remote URL
https://spacemonkey.igods.com/_api/public/v1/mcp

Tools

26 tools listed at last check
  • sm_list_projects Resolve which Space Monkey projects this API key can read. Call this first when the user names a company rather than a project ID, and match on companyName — never silently mix projects.
  • sm_get_account Introspect the API key's own account — effective tier, per-service entitlements, current hour/month quota usage and project count. Use it to check headroom or diagnose a 403/429 before retrying.
  • sm_list_leaders Rank the most engaged members of a project by engagement percentile. Use when you need who is paying attention right now, filtered by rep, tag, rating, status or bot/insider rules. engagementScore is a 0-100 percentile here (at-risk tools use a raw score that can go negative), memberRating is Mailch
  • sm_list_at_risk Find previously engaged members whose recent activity has collapsed, for building save lists. Note its engagementScore is a raw decayed score that can be negative, unlike the leaders percentile.
  • sm_list_members Browse or search a project's full member directory. Use when you need people by rating, tag, status or free-text search rather than by engagement rank.
  • sm_get_member Load one member's full profile — title, company, tags, clicked URLs, engagement percentile, at-risk state and bot detection. Use for pre-call briefs and to enrich a shortlist.
  • sm_get_member_campaigns List the individual campaigns one member received, opened or clicked. This email-level drill-down is often empty even for highly engaged members, so always keep a fallback. For the inverse view — the members who responded to one campaign — use sm_list_campaign_responders.
  • sm_get_member_timeline Replay one member's raw activity events in time order. Use to establish when someone last paid attention and what triggered it.
  • sm_list_campaigns List a project's campaigns with performance metrics. Use to map a member's lastActivityAt onto a real send, or to find the latest house send by send_time.
  • sm_get_campaign Load one campaign's full report — delivery, open, click, click-to-open and bounce rates plus campaign metadata. Use after you have identified a campaign of interest. Returns a fixed-size set of campaign-level aggregates in one call regardless of audience size; per-variant, funnel and geography break
  • sm_get_variate Analyse a variate (A/B) campaign — per-variant reports, statistical significance, engagement velocity, audience quality and geo split. Only meaningful for multivariate campaigns. All metrics come from synced BigQuery tables rather than a live Mailchimp read, so they are only as current as the projec
  • sm_get_campaign_post_mortem Produce a full post-mortem of one sent campaign: summary metadata, delivery and performance rates, engagement velocity (time-to-first-open and hourly engagement), audience quality, and per-variant breakdown when the campaign is an A/B test. Combines the detail, velocity, audience-quality and variate
  • sm_list_campaign_responders List the members who registered a tracked response to one campaign — opened, clicked, bounced or unsubscribed — never the full send list; emailsSent is echoed so the unenumerated majority stays visible as a denominator. Narrow with action (clicked-only is usually a fraction of responders), engagemen
  • sm_get_insights_basic Get headline campaign and audience performance for a project: per-campaign performance table, single-campaign detail, list overview, engagement and send-volume trends, subscriber-growth series, and period-over-period averages. Start here for "how are we doing". Excludes engagement distribution, tag
  • sm_get_insights_advanced Get deeper audience analytics for a project: engagement distribution, tag and segment summaries, subscriber-growth baseline with churn decomposition, and campaign consistency. Use when basic insights cannot explain a change. Excludes the per-campaign performance table, single-campaign detail, list o
  • sm_get_insights_expert Get expert diagnostics explaining why performance is moving: campaign fatigue, subject-line keywords, timezone-aware send-time heatmap, monthly trend and audience health, plus engagement distribution and campaign consistency (also available from sm_get_insights_advanced). Use only after basic or adv
  • sm_get_member_overview Get aggregate audience composition for a project — totals plus status, rating, rep and language breakdowns. Use for a quick shape-of-the-list answer. Not paginated: totals and the status and rating breakdowns cover every member, but the language list is truncated to the top 20 and the rep and custom
  • sm_get_member_growth Get signup cohorts, churn timeline and cohort retention. Use for list-growth and attrition questions. A cohortRetention row is the current status breakdown of members who signed up in that month, not retention at month N after signup; signup month falls back to last-changed or sync time when Mailchi
  • sm_get_member_segments Get tags and segments with their engagement and status breakdowns. Use to turn an event or interest tag into a working audience. Every tag and segment is returned in one unpaginated call, but untagged members are excluded from the tag list and surface only as a separate untaggedCount, and tag engage
  • sm_get_member_geo Get the country and region distribution of a project's members. Use for territory, event and travel-planning questions. Country is inferred from the member's region where possible (US states and Canadian provinces map to US and CA) before falling back to stored country data, with unresolvable values
  • sm_list_sync_runs List recent data-pipeline sync runs with status and results. Operational tool for checking data freshness before trusting an analysis. Results are paginated with pageSize capped at 100 rows.
  • sm_get_sync_run Load one sync run's full detail — per-stage results, progress, lookback window and pending batch count. Use after sm_list_sync_runs to explain why data is stale or a run failed. Failure detail lands in one of two places and rarely both: orchestration failures set run.errorMessage with no stage rows,
  • sm_get_knowledge Returns Space Monkey's MCP knowledge documents (analyst preamble, metric guardrails, live OpenAPI schema URL) as tool output for clients that cannot read MCP resources — read this before interpreting any Space Monkey metrics.
  • sm_get_schema Get the Enterprise API's OpenAPI-derived schema catalog. Omitting `operation` returns a compact index of every Enterprise API operation; passing a tool name, full path, or path suffix returns that one operation's full parameters and resolved response schemas. Use before calling an unfamiliar tool to
  • sm_list_prompts List the Space Monkey prompt workflows: user-invocable recipes that chain sm_ tools into this week's sales actions (build call sheets, strike after a send, save cooling leaders, harvest an event, brief before a call). Each entry lists its arguments and its category. Use sm_get_prompt to render one w
  • sm_get_prompt Render one Space Monkey prompt workflow with concrete argument values, returning the complete instruction text ready to follow, plus the effective arguments that were bound (provided values plus defaults for omitted optionals). Prompt names and their arguments come from sm_list_prompts. If the rende

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