# Packrift MCP Funnel Snapshot

Release: PACKRIFT-MCP-FUNNEL-SNAPSHOT-R24
Generated: 2026-05-20T22:16:08.308Z
Date: 2026-05-20
Status: not_proven
Canonical endpoint: https://mcp.packrift.com/mcp

Public aggregate Packrift MCP funnel proof gate for directory reviewers, agents, and Packrift iteration: discovery, install intent, tool usage, cart landing, and MCP-attributed order totals.

## Counts

- Total first-party events: 1000
- MCP discovery events: 119
- MCP start clicks: 15
- MCP tracked config fetches: 4
- MCP install-intent events: 22
- MCP first-run-intent events: 48
- MCP first-run execution events: 58
- MCP install-copy events: 0
- MCP activation cart-ready events: 58
- MCP source-attributed runtime events: 280
- MCP tool calls: 232
- create_cart_url calls: 58
- Canonical material MCP tool calls: 94 / 50
- External-qualified MCP tool calls: 224
- External-qualified create_cart_url calls: 56
- Source activation priority sources: 25
- Critical source activation priorities: 25
- Monthly qualified visitor signals: 56 / 1000
- Monthly qualified visitor gap: 944
- GA4 qualified external MCP sessions: 56 / 1000
- Unique qualified MCP identity signals: 56
- Unique qualified MCP session IDs: 56
- Unique qualified MCP handoff IDs: 0
- Unique qualified AI-commerce journey IDs: 0
- Qualified MCP events with identity: 336
- Qualified MCP events without identity: 0
- Post-install sources waiting on cart landing: 25
- MCP cart clicks: 58
- Raw first-party MCP cart landings: 0
- Qualified first-party MCP cart landings: 0
- First-party MCP orders: 0
- First-party MCP order revenue: 0 USD

## Snapshot Coverage

- Mode: fast_public_snapshot
- Current event read limit: 1000
- Full operator event limit: 20000
- Current snapshot: https://mcp.packrift.com/ai/mcp-funnel-snapshot.json?limit=1000&order_days=30&order_limit=100
- Full operator snapshot: https://mcp.packrift.com/ai/mcp-funnel-snapshot.json?limit=20000&order_days=90&order_limit=250
- Rule: Use the fast public default for agent-facing resources, the full operator URL when reviewing adoption history, and the fresh URLs when verifying newly created cart, visitor, or revenue proof. The app also accepts refresh=1 as a fresh-cache alias for operator muscle memory.

## Proof Gate

| Gate | Proven |
| --- | --- |
| usage_exists | yes |
| external_mcp_starts_or_installs_seen | yes |
| first_run_intent_seen | yes |
| first_run_execution_seen | yes |
| activation_cart_ready_seen | yes |
| mcp_runtime_source_continuity_seen | yes |
| material_tool_usage_50_plus | yes |
| create_cart_url_seen | yes |
| qualified_first_party_cart_landing_seen | no |
| first_party_mcp_order_seen | no |
| measurable_mcp_revenue_seen | no |
| thousands_of_qualified_visitors | no |

## Agent Adoption Progress

- Release: PACKRIFT-MCP-AGENT-ADOPTION-PROGRESS-R03
- Status: mcp_usage_visible_cart_or_order_missing
- Canonical material usage progress: 94 / 50
- GA4 visitor progress: 56 / 1000
- Qualified cart landings: 0
- First-party MCP orders: 0
- First-party MCP revenue: 0 USD
- MCP telemetry boundary: MCP endpoint tool calls, source-aware installs, first-run actions, and /r/cart landings prove activation breadth. The material usage gate uses the sanitized published GA4 funnel proof when available; source-aware external calls remain a source activation metric.
- GA4 visitor boundary: The thousands-of-qualified-visitors gate is GA4-qualified external MCP session_start proof; MCP tool calls, proof pages, and shell-run telemetry do not close this gate.
- Commerce boundary: Orders and revenue require source-preserved Shopify or GA4 purchase attribution from the MCP cart handoff; install/config/proof clicks do not close this gate.
- Next proof needed: Drive at least one external workflow through create_cart_url and the returned /r/cart landing. Grow GA4-qualified external MCP session_start proof to 1000 monthly sessions; first-party MCP telemetry is activation proof only. Convert a real MCP-attributed cart handoff into Shopify purchase or measurable MCP revenue.

## Monthly Qualified Visitor Proof

- Status: below_threshold
- Basis: GA4 qualified external MCP session_start events
- Lookback days: 30
- Qualified external MCP event signals: 56
- Threshold: 1000
- Remaining to threshold: 944
- Progress: 5.6%
- Events scanned: 0
- Read limit: 0
- Truncated by read limit: no
- Note: Uses the sanitized public GA4 funnel proof already published from the full local funnel artifact. This keeps public Worker proof endpoints fast while preserving GA4 as the canonical visitor gate.

## Unique Qualified Identity Proof

- Basis: explicit_mcp_session_handoff_or_journey_ids_no_ip_or_cookie_fingerprint
- Caveat: This is a privacy-safe first-party uniqueness proxy for MCP activation breadth. It is not a GA4 user count and does not replace the GA4-qualified session_start gate.
- Qualified event signals: 336
- Events with identity: 336
- Events without identity: 0
- Unique identity signals: 56
- Unique MCP session IDs: 56
- Unique MCP handoff IDs: 0
- Unique AI-commerce journey IDs: 0

### Top Sources By Unique Qualified Identity

| Source | Unique identities |
| --- | ---: |
| autogen_agent | 2 |
| devin_agent | 2 |
| dify_agent | 2 |
| findmcp_dev | 2 |
| langchain_agent | 2 |
| langflow_agent | 2 |
| llamaindex_agent | 2 |
| lmstudio_agent | 2 |
| mastra_agent | 2 |
| mcplane | 2 |

## GA4 Canonical Visitor Proof

- Status: not_proven
- Proof generated: 2026-05-20T13:23:45.980Z
- Source snapshot: 2026-05-20T13:21:53.395Z
- Basis: GA4 qualified external MCP session_start events
- Qualified external MCP sessions: 56 / 1000
- Remaining to threshold: 944
- Qualified external cart landings: 272
- First-party MCP orders: 0

## Source Attribution

Tracked start template: `https://mcp.packrift.com/r/start/{source}`
Tracked config template: `https://mcp.packrift.com/r/config/{source}`
Tracked install template: `https://mcp.packrift.com/r/install/{source}/{target}`
Tracked first-run template: `https://mcp.packrift.com/r/run/{source}/{target}`
Tracked reviewer activation template: `https://mcp.packrift.com/r/activate/{source}`
Tracked reviewer activation browser runner template: `https://mcp.packrift.com/r/activate/{source}?format=html`

### Source Activation Priority Queue

| Priority | Source | Current stage | Target event | Recommended action | Action URL | Recent measured cart URL | Directory status |
| --- | --- | --- | --- | --- | --- | --- | --- |
| critical | mastra_agent | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mastra_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mastra_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_10f1d31c-3d40-44b3-8927-cf7542fb60d5&mcp_session_id=tracked-run-mastra_agent-generic_streamable_http-1779315349224&mcp_source_context=mastra_agen | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mastra_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mastra_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_10f1d31c-3d40-44b3-8927-cf7542fb60d5&mcp_session_id=tracked-run-mastra_agent-generic_streamable_http-1779315349224&mcp_source_context=mastra_agen | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | mcpservers_org | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcpservers_org_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcpservers_org_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_3f9bfc0a-fa73-465a-a328-0a840236ad1c&mcp_session_id=tracked-run-mcpservers_org-generic_streamable_http-1779315351673&mcp_source_context=mcpse | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcpservers_org_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcpservers_org_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_3f9bfc0a-fa73-465a-a328-0a840236ad1c&mcp_session_id=tracked-run-mcpservers_org-generic_streamable_http-1779315351673&mcp_source_context=mcpse | submitted and stale needs first-run action after listing/recrawl |
| critical | llamaindex_agent | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_llamaindex_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_llamaindex_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_e46681ff-f609-4408-833d-70eaa091c440&mcp_session_id=tracked-run-llamaindex_agent-generic_streamable_http-1779315354933&mcp_source_context | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_llamaindex_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_llamaindex_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_e46681ff-f609-4408-833d-70eaa091c440&mcp_session_id=tracked-run-llamaindex_agent-generic_streamable_http-1779315354933&mcp_source_context | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | lmstudio_agent | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_lmstudio_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_lmstudio_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_8a83e3a2-9974-48c5-a444-f0623c7ec051&mcp_session_id=tracked-run-lmstudio_agent-generic_streamable_http-1779315316129&mcp_source_context=lmstu | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_lmstudio_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_lmstudio_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_8a83e3a2-9974-48c5-a444-f0623c7ec051&mcp_session_id=tracked-run-lmstudio_agent-generic_streamable_http-1779315316129&mcp_source_context=lmstu | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | mcplist_ai | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcplist_ai_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcplist_ai_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_41086c9e-611e-4e81-91b6-b2f726070821&mcp_session_id=tracked-run-mcplist_ai-generic_streamable_http-1779315355699&mcp_source_context=mcplist_ai&mcp_in | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcplist_ai_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcplist_ai_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_41086c9e-611e-4e81-91b6-b2f726070821&mcp_session_id=tracked-run-mcplist_ai-generic_streamable_http-1779315355699&mcp_source_context=mcplist_ai&mcp_in | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | autogen_agent | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_autogen_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_autogen_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_a00ad5a4-fb56-4a43-91b5-949118def2df&mcp_session_id=tracked-run-autogen_agent-generic_streamable_http-1779315318920&mcp_source_context=autogen_ | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_autogen_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_autogen_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_a00ad5a4-fb56-4a43-91b5-949118def2df&mcp_session_id=tracked-run-autogen_agent-generic_streamable_http-1779315318920&mcp_source_context=autogen_ | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | langchain_agent | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_langchain_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_langchain_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_c0d762a1-8afa-4452-912d-87c7b7bdf437&mcp_session_id=tracked-run-langchain_agent-generic_streamable_http-1779315308403&mcp_source_context=la | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_langchain_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_langchain_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_c0d762a1-8afa-4452-912d-87c7b7bdf437&mcp_session_id=tracked-run-langchain_agent-generic_streamable_http-1779315308403&mcp_source_context=la | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | langflow_agent | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_langflow_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_langflow_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_10a2413f-4efe-46ad-8463-82677749b6df&mcp_session_id=tracked-run-langflow_agent-generic_streamable_http-1779315213396&mcp_source_context=langf | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_langflow_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_langflow_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_10a2413f-4efe-46ad-8463-82677749b6df&mcp_session_id=tracked-run-langflow_agent-generic_streamable_http-1779315213396&mcp_source_context=langf | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | mcplane | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcplane_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcplane_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_5c70b66f-6e7b-48c5-88eb-12a6d4e56196&mcp_session_id=tracked-run-mcplane-generic_streamable_http-1779315215043&mcp_source_context=mcplane&mcp_install_target | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcplane_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcplane_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_5c70b66f-6e7b-48c5-88eb-12a6d4e56196&mcp_session_id=tracked-run-mcplane-generic_streamable_http-1779315215043&mcp_source_context=mcplane&mcp_install_target | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |
| critical | msty_agent | external-qualified cart URL created but /r/cart landing missing | mcp_cart_landing | Send the returned measured /r/cart URL to the source reviewer or a real MCP-host user and count the blocker as resolved only when they open it from their side. | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_msty_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_msty_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_ef6141d8-76d4-4b9c-8d01-de4c5e05ead0&mcp_session_id=tracked-run-msty_agent-generic_streamable_http-1779315229333&mcp_source_context=msty_agent&mcp_in | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_msty_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_msty_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_ef6141d8-76d4-4b9c-8d01-de4c5e05ead0&mcp_session_id=tracked-run-msty_agent-generic_streamable_http-1779315229333&mcp_source_context=msty_agent&mcp_in | source-attributed MCP activity visible keep progressing toward real tool calls measured carts and orders |

### Start Sources

| Source | Count |
| --- | ---: |
| browse_sh | 1 |
| claude_remote_mcp | 1 |
| gemini_remote_mcp | 1 |
| glama_connector | 1 |
| mastra_agent | 1 |
| mcp_inspector | 1 |
| mcpfinder | 1 |
| mcplist_ai | 1 |
| mcpmarket_com | 1 |
| mcpservers_org | 1 |

### Install Intent Sources

| Source | Count |
| --- | ---: |
| official_registry | 2 |
| browse_sh | 1 |
| browser_agent_bridge | 1 |
| claude_remote_mcp | 1 |
| cursor_directory | 1 |
| gemini_remote_mcp | 1 |
| llamaindex_agent | 1 |
| lmstudio_agent | 1 |
| mastra_agent | 1 |
| mcp_directory | 1 |

### First-Run Intent Sources

| Source | Count |
| --- | ---: |
| browse_sh | 3 |
| gemini_remote_mcp | 3 |
| codex_remote_mcp | 2 |
| glama_server_listing | 2 |
| gpmcp | 2 |
| mcp_so | 2 |
| pulsemcp_packrift | 2 |
| agentndx | 1 |
| aider_agent | 1 |
| anthropic_connectors_directory | 1 |

### Tool Calls By MCP Key

| Tool and MCP key | Count |
| --- | ---: |
| create_cart_url | 1066:53472879935856 | 58 |
| check_inventory | runtime:autogen_agent | 2 |
| check_inventory | runtime:devin_agent | 2 |
| check_inventory | runtime:dify_agent | 2 |
| check_inventory | runtime:findmcp_dev | 2 |
| check_inventory | runtime:langchain_agent | 2 |
| check_inventory | runtime:langflow_agent | 2 |
| check_inventory | runtime:llamaindex_agent | 2 |
| check_inventory | runtime:lmstudio_agent | 2 |
| check_inventory | runtime:mastra_agent | 2 |

### MCP Runtime Sources

| Source | Count |
| --- | ---: |
| autogen_agent | 14 |
| devin_agent | 14 |
| dify_agent | 14 |
| findmcp_dev | 14 |
| langchain_agent | 14 |
| langflow_agent | 14 |
| llamaindex_agent | 14 |
| lmstudio_agent | 14 |
| mastra_agent | 14 |
| mcplane | 14 |

### Tool Calls By Runtime Source

| Tool and source | Count |
| --- | ---: |
| check_inventory | autogen_agent | 2 |
| check_inventory | devin_agent | 2 |
| check_inventory | dify_agent | 2 |
| check_inventory | findmcp_dev | 2 |
| check_inventory | langchain_agent | 2 |
| check_inventory | langflow_agent | 2 |
| check_inventory | llamaindex_agent | 2 |
| check_inventory | lmstudio_agent | 2 |
| check_inventory | mastra_agent | 2 |
| check_inventory | mcplane | 2 |

### Post-Install Cart Activation By Source

| Source | Starts | Config fetches | Installs | First-run actions | Browser executions | Tool calls | Cart URLs | Cart-ready | Cart landings | Qualified cart landings | Recent measured cart URL | Missing next step |
| --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | --- | --- |
| mcpservers_org | 1 | 0 | 1 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcpservers_org_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcpservers_org_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_3f9bfc0a-fa73-465a-a328-0a840236ad1c&mcp_session_id=tracked-run-mcpservers_org-generic_streamable_http-1779315351673&mcp_source_context=mcpse | open_returned_mcp_cart_url_to_record_cart_landing |
| llamaindex_agent | 0 | 0 | 1 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_llamaindex_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_llamaindex_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_e46681ff-f609-4408-833d-70eaa091c440&mcp_session_id=tracked-run-llamaindex_agent-generic_streamable_http-1779315354933&mcp_source_context | open_returned_mcp_cart_url_to_record_cart_landing |
| lmstudio_agent | 0 | 0 | 1 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_lmstudio_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_lmstudio_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_8a83e3a2-9974-48c5-a444-f0623c7ec051&mcp_session_id=tracked-run-lmstudio_agent-generic_streamable_http-1779315316129&mcp_source_context=lmstu | open_returned_mcp_cart_url_to_record_cart_landing |
| autogen_agent | 0 | 0 | 0 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_autogen_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_autogen_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_a00ad5a4-fb56-4a43-91b5-949118def2df&mcp_session_id=tracked-run-autogen_agent-generic_streamable_http-1779315318920&mcp_source_context=autogen_ | open_returned_mcp_cart_url_to_record_cart_landing |
| langchain_agent | 0 | 0 | 0 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_langchain_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_langchain_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_c0d762a1-8afa-4452-912d-87c7b7bdf437&mcp_session_id=tracked-run-langchain_agent-generic_streamable_http-1779315308403&mcp_source_context=la | open_returned_mcp_cart_url_to_record_cart_landing |
| langflow_agent | 0 | 0 | 0 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_langflow_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_langflow_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_10a2413f-4efe-46ad-8463-82677749b6df&mcp_session_id=tracked-run-langflow_agent-generic_streamable_http-1779315213396&mcp_source_context=langf | open_returned_mcp_cart_url_to_record_cart_landing |
| mcplane | 0 | 0 | 0 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcplane_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcplane_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_5c70b66f-6e7b-48c5-88eb-12a6d4e56196&mcp_session_id=tracked-run-mcplane-generic_streamable_http-1779315215043&mcp_source_context=mcplane&mcp_install_target | open_returned_mcp_cart_url_to_record_cart_landing |
| msty_agent | 0 | 0 | 0 | 1 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_msty_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_msty_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_ef6141d8-76d4-4b9c-8d01-de4c5e05ead0&mcp_session_id=tracked-run-msty_agent-generic_streamable_http-1779315229333&mcp_source_context=msty_agent&mcp_in | open_returned_mcp_cart_url_to_record_cart_landing |
| mastra_agent | 1 | 1 | 1 | 0 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mastra_agent_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mastra_agent_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_10f1d31c-3d40-44b3-8927-cf7542fb60d5&mcp_session_id=tracked-run-mastra_agent-generic_streamable_http-1779315349224&mcp_source_context=mastra_agen | open_tracked_first_run_action |
| mcplist_ai | 1 | 0 | 1 | 0 | 2 | 8 | 2 | 2 | 0 | 0 | https://mcp.packrift.com/r/cart/1066?ref=mcp&qty=1&utm_source=chatgpt-mcp&utm_medium=mcp_tool&utm_campaign=create_cart_url&utm_content=1066&utm_term=1066&packrift_ai_id=mcp_first_run_action_mcplist_ai_generic_streamable_http_1066_20260520&ai_commerce_id=mcp_first_run_action_mcplist_ai_generic_streamable_http_1066_20260520&mcp_handoff_id=mcp_handoff_41086c9e-611e-4e81-91b6-b2f726070821&mcp_session_id=tracked-run-mcplist_ai-generic_streamable_http-1779315355699&mcp_source_context=mcplist_ai&mcp_in | open_tracked_first_run_action |

## Orders

- Order scan ok: yes
- Scanned orders: 9
- Attributed orders: 0
- Attributed revenue: 0 USD

## Top Events

| Event | Count |
| --- | ---: |
| mcp_tool_call | 232 |
| reorder_click | 186 |
| product_click | 154 |
| mcp_resource_read | 61 |
| cart_click | 58 |
| mcp_activation_cart_ready | 58 |
| mcp_first_run_execution | 58 |
| mcp_tools_list | 58 |
| quote_click | 50 |
| mcp_first_run_intent | 48 |

## Links

- funnel_snapshot_json: https://mcp.packrift.com/ai/mcp-funnel-snapshot.json
- funnel_snapshot_markdown: https://mcp.packrift.com/ai/mcp-funnel-snapshot.md
- funnel_snapshot_operator_json: https://mcp.packrift.com/ai/mcp-funnel-snapshot.json?limit=20000&order_days=90&order_limit=250
- agent_adoption_progress_operator_json: https://mcp.packrift.com/ai/mcp-agent-adoption-progress.json?limit=20000&order_days=90&order_limit=250
- ga4_funnel_proof_json: https://mcp.packrift.com/ai/mcp-ga4-funnel-proof.json
- ga4_funnel_proof_markdown: https://mcp.packrift.com/ai/mcp-ga4-funnel-proof.md
- usage_snapshot_json: https://mcp.packrift.com/ai/mcp-usage-snapshot.json
- usage_snapshot_markdown: https://mcp.packrift.com/ai/mcp-usage-snapshot.md
- cart_activation: https://mcp.packrift.com/ai/mcp-cart-activation.json
- directory_refresh: https://mcp.packrift.com/ai/mcp-directory-refresh.json
- reviewer_activation: https://mcp.packrift.com/ai/mcp-reviewer-activation.json
- directory_submit_actions: https://mcp.packrift.com/ai/mcp-directory-submit-actions.json
- source_activation_queue: https://mcp.packrift.com/ai/mcp-source-activation-queue.json
- source_activation_queue_html: https://mcp.packrift.com/ai/mcp-source-activation-queue.html
- source_activation_queue_operator_json: https://mcp.packrift.com/ai/mcp-source-activation-queue.json?limit=20000&order_days=90&order_limit=250
- activation_experiments: https://mcp.packrift.com/ai/mcp-activation-experiments.json
- activation_experiments_html: https://mcp.packrift.com/ai/mcp-activation-experiments.html
- activation_wave: https://mcp.packrift.com/ai/mcp-activation-wave.json
- activation_wave_html: https://mcp.packrift.com/ai/mcp-activation-wave.html
- activation_wave_operator_json: https://mcp.packrift.com/ai/mcp-activation-wave.json?limit=20000&order_days=90&order_limit=250
- activation_wave_runner_shell: https://mcp.packrift.com/ai/mcp-activation-wave-runner.sh
- activation_command_center: https://mcp.packrift.com/r/activate
- install_actions: https://mcp.packrift.com/ai/mcp-install-actions.json
- first_run_actions: https://mcp.packrift.com/ai/mcp-first-run-actions.json
- tracked_run_generic: https://mcp.packrift.com/r/run/generic/generic_streamable_http
- tracked_reviewer_activation_runner_generic: https://mcp.packrift.com/r/activate/generic?format=html
- cart_handoff_candidates: https://mcp.packrift.com/ai/mcp-cart-handoff-candidates.json

## Next Actions

- Work the source_activation_priority_queue first; it is the public next-best-action list for turning source-level MCP proof into qualified carts.
- Use the activation experiments surface to run each source as a measurable experiment with target events, expected snapshot deltas, and suppression rules.
- Use the activation wave surface when the material tool-call gate is open; it packages the next real MCP host runs needed to move external-qualified MCP tool calls toward 50+.
- Use tracked install-action and first-run links in every stale directory refresh so starts, installs, and first useful runs stay source-attributed.
- Use source-specific reviewer activation browser runners to convert proof clicks into real MCP client calls and create_cart_url output.
- Push external users from install intent into get_cart_handoff_candidates, get_pricing, check_inventory, create_cart_url, and then the returned /r/cart URL; use post_install_cart_activation_by_source to see the exact stuck source.
- Do not call the MCP goal complete until qualified visitor volume, qualified cart landings, and MCP-attributed revenue are all visible.