# Packrift MCP Usage Snapshot

Release: PACKRIFT-MCP-USAGE-SNAPSHOT-R26
Generated: 2026-05-20T21:12:05.289Z
Date: 2026-05-20
Canonical endpoint: https://mcp.packrift.com/mcp
Status: usage_visible

## Purpose

Public, aggregate Packrift MCP usage proof for agents, directory reviewers, and Packrift iteration. This is not the canonical GA4 revenue report; it is first-party MCP and AI-commerce event telemetry from the hosted endpoint.

## Counts

- Total first-party events: 500
- MCP discovery events: 39
- MCP tool calls: 0
- create_cart_url calls: 0
- External-qualified MCP tool calls: 0
- External-qualified create_cart_url calls: 0
- Post-install sources waiting on create_cart_url: 25
- Post-install sources waiting on cart landing: 0
- Source activation priority sources: 25
- Critical source activation priorities: 1
- Monthly qualified visitor signals: 56 / 1000
- Monthly qualified visitor gap: 944
- Unique qualified MCP identity signals: 0
- Unique qualified MCP session IDs: 0
- Unique qualified MCP handoff IDs: 0
- Unique qualified AI-commerce journey IDs: 0
- Qualified MCP events with identity: 0
- Qualified MCP events without identity: 0
- MCP cart clicks: 0
- MCP cart landings: 0
- MCP start clicks: 0
- MCP tracked config fetches: 12
- MCP install-intent events: 34
- MCP first-run-intent events: 26
- MCP first-run execution events: 0
- MCP install-copy events: 0
- MCP activation cart-ready events: 0
- MCP source-attributed runtime events: 0
- Exact-match events: 0
- No-match events: 0
- Direct agent resource events: 39
- MCP start resource events: 1
- Adoption kit resource events: 0
- Agent host rollout resource events: 0
- Install matrix resource events: 0
- Install actions resource events: 0
- First-run actions resource events: 0
- Client config resource events: 13
- Buyer use-case resource events: 0
- Browser-agent bridge resource events: 0
- Browserbase Browse skill-pack resource events: 0
- Directory refresh resource events: 2
- Directory submit-action resource events: 0
- Reviewer activation resource events: 19
- Order handoff resource events: 0
- Source activation packet resource events: 0
- Activation wave runner resource events: 0
- Cart-handoff candidate resource events: 0
- Cart activation resource events: 0
- First-run proof resource events: 1
- Workflow gallery resource events: 1
- Eval pack resource events: 0
- Funnel snapshot resource events: 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 | cline_mcp_marketplace | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/cline_mcp_marketplace/cline?format=html |  | pending marketplace issue convert reviewer/browser proof into a real hosted MCP client run |
| high | anthropic_connectors_directory | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/anthropic_connectors_directory/claude_code?format=html |  | manual connector submission still needed |
| high | browse_sh | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/browse_sh/generic_streamable_http?format=html |  | catalog live and installable monitor installs and drive MCP-first runs |
| high | glama_connector | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/glama_connector/glama_connector?format=html |  | hosted connector healthy needs downstream first-run and tool-call activation |
| high | glama_server_listing | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/glama_server_listing/generic_streamable_http?format=html |  | source listing stale needs Glama admin release Dockerfile deploy and sync before quality scoring |
| high | mcp_directory | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/mcp_directory/generic_streamable_http?format=html |  | queued and not visible needs first-run action after listing appears |
| high | mcp_so | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/mcp_so/generic_streamable_http?format=html |  | stale public listing issue updated now needs returned measured cart URL opened |
| high | mcpfinder | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/mcpfinder/generic_streamable_http?format=html |  | submitted and under review needs listing approval and post-review first-run activation |
| high | mcpservers_org | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/mcpservers_org/generic_streamable_http?format=html |  | submitted and stale needs first-run action after listing/recrawl |
| high | official_registry | discovery only | mcp_install_intent | Use the source-specific tracked install page and agent prompt to create an attributed first useful run. | https://mcp.packrift.com/r/install/official_registry/generic_streamable_http?format=html |  | core registry live needs downstream first-run and tool-call activation |

### MCP Start Click Sources

| Source | Count |
| --- | ---: |
| none | 0 |

### MCP Tracked Config Sources

| Source | Count |
| --- | ---: |
| crewai_agent | 1 |
| docker_mcp_catalog | 1 |
| gpmcp | 1 |
| manus_agent | 1 |
| mcp_directory | 1 |
| mcp_so | 1 |
| mcpbench | 1 |
| mcphubz | 1 |
| mcpserverspot | 1 |
| pipedream_automation | 1 |

### MCP Install Intent Sources

| Source | Count |
| --- | ---: |
| autogen_agent | 2 |
| chiark | 2 |
| lovable_agent | 2 |
| manus_agent | 2 |
| mcpbench | 2 |
| mcpserver_cc | 2 |
| mcpserverfinder | 2 |
| mcpskills | 2 |
| aider_agent | 1 |
| crewai_agent | 1 |

### MCP Install Intent Targets

| Target | Count |
| --- | ---: |
| generic_streamable_http | 34 |

### MCP First-Run Intent Sources

| Source | Count |
| --- | ---: |
| devin_agent | 2 |
| findmcp_dev | 2 |
| github_copilot | 2 |
| mcplane | 2 |
| agentndx | 1 |
| aider_agent | 1 |
| autogen_agent | 1 |
| codex_remote_mcp | 1 |
| crewai_agent | 1 |
| generic | 1 |

### MCP First-Run Intent Targets

| Target | Count |
| --- | ---: |
| generic_streamable_http | 23 |
| cursor_windsurf_vscode | 2 |
| codex | 1 |

### MCP Install Copy Sources

| Source | Count |
| --- | ---: |
| none | 0 |

### MCP Install Copy Targets

| Target | Count |
| --- | ---: |
| none | 0 |

### UTM Sources

| Source | Count |
| --- | ---: |
| mcp_route_redirect | 401 |
| manus_agent | 4 |
| mcpbench | 4 |
| aider_agent | 3 |
| autogen_agent | 3 |
| chiark | 3 |
| crewai_agent | 3 |
| docker_mcp_catalog | 3 |
| gpmcp | 3 |
| jan_agent | 3 |

### MCP Runtime Sources

| Source | Count |
| --- | ---: |
| none | 0 |

### MCP Keys

| MCP key | Count |
| --- | ---: |
| AB205 | 2 |
| AB314 | 2 |
| B833 | 2 |
| B856 | 2 |
| B875 | 2 |
| CF206C | 2 |
| CF403B | 2 |
| CF404C | 2 |
| CF406B | 2 |
| CF408B | 2 |

### Tool Calls By MCP Key

| Tool and MCP key | Count |
| --- | ---: |
| none | 0 |

### Tool Calls By Runtime Source

| Tool and source | Count |
| --- | ---: |
| none | 0 |

### Post-Install Cart Activation By Source

| Source | Starts | Config fetches | Installs | First-run actions | Browser executions | Tool calls | Candidates | Price | Inventory | Cart URLs | Cart-ready | Cart clicks | Cart landings | Qualified cart landings | External-qualified cart URLs | Recent measured cart URL | Missing next step |
| --- | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | ---: | --- | --- |
| devin_agent | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| findmcp_dev | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| github_copilot | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| mcplane | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| generic | 0 | 0 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| manus_agent | 0 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| mcpbench | 0 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| autogen_agent | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| mcpserverfinder | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |
| mcpskills | 0 | 0 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |  | execute_first_run_browser_or_curl_sequence |

## Proof Gate

- Usage exists: yes
- Tracked config fetch seen: yes
- Install intent seen: yes
- First-run intent seen: yes
- First-run execution seen: no
- Install copy seen: no
- Activation cart-ready seen: no
- Runtime source continuity seen: no
- External-qualified create_cart_url seen: no
- External-qualified material tool usage 50+: no
- Thousands of qualified visitors: no
- Measurable MCP sales: no

## 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: 0
- Events with identity: 0
- Events without identity: 0
- Unique identity signals: 0
- Unique MCP session IDs: 0
- Unique MCP handoff IDs: 0
- Unique AI-commerce journey IDs: 0

### Top Sources By Unique Qualified Identity

| Source | Unique identities |
| --- | ---: |
| none | 0 |

## Top Events

| Event | Count |
| --- | --- |
| quote_click | 184 |
| product_click | 120 |
| reorder_click | 97 |
| mcp_resource_read | 39 |
| mcp_install_intent | 34 |
| mcp_first_run_intent | 26 |

## Top Tools

| Tool | Count |
| --- | --- |
| none | 0 |

## Top SKUs

| SKU | Count |
| --- | --- |
| unknown | 99 |
| AB205 | 2 |
| AB314 | 2 |
| B833 | 2 |
| B856 | 2 |
| B875 | 2 |
| CF206C | 2 |
| CF403B | 2 |
| CF404C | 2 |
| CF406B | 2 |

## Links

- usage_snapshot_json: https://mcp.packrift.com/ai/mcp-usage-snapshot.json
- usage_snapshot_markdown: https://mcp.packrift.com/ai/mcp-usage-snapshot.md
- funnel_snapshot_json: https://mcp.packrift.com/ai/mcp-funnel-snapshot.json
- funnel_snapshot_markdown: https://mcp.packrift.com/ai/mcp-funnel-snapshot.md
- live_summary_api: https://mcp.packrift.com/events/ai-sales/summary?date=2026-05-20&limit=500
- dashboard: https://mcp.packrift.com/events/ai-sales/dashboard?date=2026-05-20
- mcp_start: https://mcp.packrift.com/ai/mcp-start.json
- adoption_kit: https://mcp.packrift.com/ai/mcp-adoption-kit.json
- install_matrix: https://mcp.packrift.com/ai/mcp-install-matrix.json
- install_actions: https://mcp.packrift.com/ai/mcp-install-actions.json
- tracked_install_generic_codex: https://mcp.packrift.com/r/install/generic/codex
- 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
- client_config: https://mcp.packrift.com/ai/mcp-client-config.json
- tracked_config_generic: https://mcp.packrift.com/r/config/generic
- root_mcp_json: https://mcp.packrift.com/mcp.json
- well_known_mcp_json: https://mcp.packrift.com/.well-known/mcp.json
- all_agent_capture: https://mcp.packrift.com/ai/all-agent-capture.json
- buyer_use_cases: https://mcp.packrift.com/ai/mcp-buyer-use-cases.json
- cart_activation: https://mcp.packrift.com/ai/mcp-cart-activation.json
- first_run_proof: https://mcp.packrift.com/ai/mcp-first-run-proof.json
- workflow_gallery: https://mcp.packrift.com/ai/mcp-workflow-gallery.json
- browser_agent_bridge: https://mcp.packrift.com/ai/browser-agent-bridge.json
- directory_refresh: https://mcp.packrift.com/ai/mcp-directory-refresh.json
- directory_submit_actions: https://mcp.packrift.com/ai/mcp-directory-submit-actions.json
- reviewer_activation: https://mcp.packrift.com/ai/mcp-reviewer-activation.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
- 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_runner_shell: https://mcp.packrift.com/ai/mcp-activation-wave-runner.sh
- activation_command_center: https://mcp.packrift.com/r/activate
- 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
- measured_handoffs: https://mcp.packrift.com/ai/measured-handoffs.json

## Next Actions

- Work the source_activation_priority_queue first; it ranks sources by the next event most likely to move Packrift from directory proof into real MCP carts.
- Use the activation wave when external-qualified MCP tool calls are below 50; it turns the highest-leverage sources into copy-ready real host runs.
- Push directory recrawls and partner installs toward /r/run/{source}/{target} first-run actions, not only tools/list and config fetches.
- Use /r/activate/{source}?format=html after proof clicks to move reviewers into real MCP client calls and measured create_cart_url output.
- Drive real workflows through get_cart_handoff_candidates, get_pricing, check_inventory, create_cart_url, and then the returned /r/cart URL; the public post_install_cart_activation_by_source table shows which sources are stuck before cart URL creation or landing.
- Do not call the adoption goal complete until material MCP tool usage, stamped cart landings, and MCP-attributed sales are visible.