Dashboard

Weekly + monthly stats across registries. Updated 7m ago.

🦙 Pulse

Your registry co-pilot • Powered by Ollama

Checking…

Hey — ask me anything about your numbers, trends, or what to ship next.

Summary

Grand totals across all registries.

Total packages

168

Weekly downloads

1.3K

Monthly downloads

18.4K

Top-5 concentration

56%

of weekly downloads

Pulse

Growth signals and data reliability at a glance.

Growth Pulse

56 Top 5 packages drive 56% of weekly downloads. 3 accelerating, 2 stabilizing.

Established Movers (prev ≥ 50/wk)

xrpl-camp +70

▲ 122.8% vs prior week 57 → 127
xrpl-lab +51

▲ 85% vs prior week 60 → 111

▼ Decliners

@ai-rpg-engine/start… -135

▼ 97.1% vs prior week 139 → 4
@ai-rpg-engine/start… -134

▼ 96.4% vs prior week 139 → 5
@ai-rpg-engine/audio… -78

▼ 96.3% vs prior week 81 → 3
@ai-rpg-engine/campa… -86

▼ 95.6% vs prior week 90 → 4
@ai-rpg-engine/start… -184

▼ 95.3% vs prior week 193 → 9

Emerging & New (prev < 50 or first week)

npm-launcher +11

from base of 18/wk 29/wk
backprop +0

first activity 0/wk
ai-jam-sessions +0

first activity 0/wk

Movers computed from npm 30-day ranges (last 7 vs prior 7). Established = prior week ≥ 50 downloads. Inline sparklines show 7-day trend.

Data Health

Errors: 0

✅ npm

93/93 fetched

✅ PyPI

42/42 fetched

✅ VS Code

6/6 fetched

✅ NuGet

27/27 fetched

Freshness: updated 7m ago • 4/4 registries OK

Breakdown

Per-registry weekly downloads and 30-day activity.

Per-registry (weekly)

Max: 8.3K

npm

659 • 93 pkg

PyPI

604 • 42 pkg

VS Code (all-time installs)

283 • 6 pkg

NuGet (all-time installs)

8.3K • 27 pkg

30-day activity

Aggregate npm daily downloads.

Leaderboard

Sorted by downloads. npm/PyPI = weekly; VS Code/NuGet/Docker = all-time total. Trend = last 7 vs prior 7 (npm only).

Showing 168 packages

npm/PyPI = last 7d • VS Code/NuGet/Docker = all-time

#	Package	Registry	Downloads	Month	30d	Trend
1	backpropagate	PyPI	353	375	—	🚀 New (+353)
2	@mcptoolshop/xrpl-camp	npm	127	463		▲ 122.8%
3	@mcptoolshop/xrpl-lab	npm	111	910		▲ 85%
4	mcpt	PyPI	68	236	—	🚀 New (+68)
5	@mcptoolshop/site-theme	npm	50	751		▼ 29.6%
6	@mcptoolshop/npm-launcher	npm	29	358		🚀 Emerging (+11)
7	@ai-rpg-engine/asset-registry	npm	20	146		▼ 73.3%
8	@ai-rpg-engine/starter-cyberpunk	npm	19	610		▼ 90%
9	@ai-rpg-engine/modules	npm	18	704		▼ 93.1%
10	headless-wheel-builder	PyPI	17	95	—	🚀 New (+17)
11	@ai-rpg-engine/ollama	npm	15	237		▼ 69.4%
12	@ai-rpg-engine/terminal-ui	npm	14	242		▼ 74.5%
13	voice-soundboard	PyPI	14	174	—	🚀 New (+14)
14	@world-forge/schema	npm	13	411		▼ 88.2%
15	@world-forge/editor	npm	13	265		▼ 84%
16	venvkit	PyPI	13	18	—	🚀 New (+13)
17	@world-forge/renderer-2d	npm	12	299		▼ 85.5%
18	@ai-rpg-engine/presentation	npm	12	139		▼ 77.8%
19	@ai-rpg-engine/core	npm	11	471		▼ 78%
20	@ai-rpg-engine/equipment	npm	11	464		▼ 85.3%
21	@world-forge/export-ai-rpg	npm	11	375		▼ 89.2%
22	@ai-rpg-engine/starter-detective	npm	10	448		▼ 93.5%
23	@ai-rpg-engine/character-creation	npm	10	422		▼ 79.6%
24	file-compass	PyPI	10	170	—	🚀 New (+10)
25	@mcptoolshop/claude-guardian	npm	10	92		▼ 60%
26	@mcptoolshop/escape-the-valley	npm	9	511		▼ 83.6%
27	@ai-rpg-engine/starter-zombie	npm	9	506		▼ 95.3%
28	@ai-rpg-engine/content-schema	npm	9	433		▼ 77.5%
29	@ai-rpg-engine/starter-fantasy	npm	9	351		▼ 89%
30	@mcptoolshop/registry-stats	npm	9	244		▼ 76.9%
31	@mcptoolshop/polyglot-mcp	npm	9	230		▼ 77.5%
32	@ai-rpg-engine/character-profile	npm	8	431		▼ 86%
33	@ai-rpg-engine/starter-colony	npm	8	367		▼ 86%
34	a11y-lint	PyPI	8	178	—	🚀 New (+8)
35	nexus-control	PyPI	7	134	—	🚀 New (+7)
36	aspire-ai	PyPI	7	48	—	🚀 New (+7)
37	payroll-engine	PyPI	7	40	—	🚀 New (+7)
38	@mcptoolshop/claude-sfx	npm	6	520		▼ 70%
39	@mcptoolshop/sovereignty	npm	6	373		▼ 90%
40	@mcptoolshop/civility-kernel	npm	6	200		▼ 78.6%
41	codebatch	PyPI	6	132	—	🚀 New (+6)
42	polyglot-gpu	PyPI	6	130	—	🚀 New (+6)
43	flexiflow	PyPI	6	122	—	🚀 New (+6)
44	nullout-mcp	PyPI	6	118	—	🚀 New (+6)
45	@ai-rpg-engine/starter-pirate	npm	5	428		▼ 96.4%
46	@mcptoolshop/registry-sync	npm	5	322		▼ 86.8%
47	@ai-rpg-engine/image-gen	npm	5	258		▼ 92.4%
48	tool-scan	PyPI	5	64	—	🚀 New (+5)
49	nexus-attest	PyPI	5	32	—	🚀 New (+5)
50	integradio	PyPI	5	30	—	🚀 New (+5)
51	mcpt-pathway	PyPI	5	26	—	🚀 New (+5)
52	nexus-router-adapter-http	PyPI	5	21	—	🚀 New (+5)
53	@ai-rpg-engine/starter-weird-west	npm	4	387		▼ 97.1%
54	@mcptoolshop/synthesis	npm	4	303		▼ 90.2%
55	@ai-rpg-engine/campaign-memory	npm	4	296		▼ 95.6%
56	@ai-rpg-engine/cli	npm	4	290		▼ 93.8%
57	@ai-rpg-engine/soundpack-core	npm	4	130		▼ 93.8%
58	@mcptoolshop/ai-loadout	npm	4	88		▼ 86.2%
59	nexus-router	PyPI	4	77	—	🚀 New (+4)
60	a11y-assist	PyPI	4	54	—	🚀 New (+4)
61	audiobooker-ai	PyPI	4	52	—	🚀 New (+4)
62	mcp-stress-test	PyPI	4	47	—	🚀 New (+4)
63	xrpl-camp	PyPI	4	47	—	🚀 New (+4)
64	mcp-select	PyPI	4	40	—	🚀 New (+4)
65	tool-compass	PyPI	4	37	—	🚀 New (+4)
66	mcp-bouncer	PyPI	4	19	—	🚀 New (+4)
67	@ai-rpg-engine/audio-director	npm	3	271		▼ 96.3%
68	@ai-rpg-engine/rumor-system	npm	3	203		▼ 92.3%
69	@ai-rpg-engine/pack-registry	npm	3	196		▼ 94.1%
70	@mcptoolshop/websketch-ir	npm	3	86		🚀 Emerging (+0)
71	@mcptoolshop/shipcheck	npm	3	38		🚀 Emerging (+0)
72	nexus-router-adapter-stdout	PyPI	3	22	—	🚀 New (+3)
73	code-covered	PyPI	3	20	—	🚀 New (+3)
74	scalarscope	PyPI	3	18	—	🚀 New (+3)
75	a11y-ci	PyPI	2	90	—	🚀 New (+2)
76	brain-dev	PyPI	2	40	—	🚀 New (+2)
77	cwm-mcp	PyPI	2	36	—	🚀 New (+2)
78	ally-demo-python	PyPI	2	30	—	🚀 New (+2)
79	@mcptoolshop/repomesh	npm	1	124		🚀 Emerging (+0)
80	comfy-headless	PyPI	1	24	—	🚀 New (+1)
81	escape-the-valley	PyPI	1	15	—	🚀 New (+1)
82	voice-soundboard-plugin	PyPI	0	65	—	—
83	zip-meta-map	PyPI	0	59	—	—
84	mcp-kv-context	PyPI	0	30	—	—
85	xrpl-witness	PyPI	0	23	—	—
86	sovereignty-game	PyPI	0	18	—	—
87	codeclone-cli	PyPI	0	1	—	—
88	MouseTrainer.Domain	NuGet	558	0	—	—
89	MouseTrainer.Simulation	NuGet	495	0	—	—
90	MouseTrainer.Audio	NuGet	479	0	—	—
91	InControl.Core	NuGet	420	0	—	—
92	LinuxDevTyper.Core	NuGet	393	0	—	—
93	DevOpTyper.Content	NuGet	389	0	—	—
94	CursorAssist.Canon	NuGet	347	0	—	—
95	Attestia.Core	NuGet	341	0	—	—
96	Gov.Protocol	NuGet	340	0	—	—
97	CursorAssist.Trace	NuGet	333	0	—	—
98	Soundboard.Client	NuGet	330	0	—	—
99	Gov.Common	NuGet	318	0	—	—
100	CodeClone.Domain	NuGet	311	0	—	—
101	CursorAssist.Engine	NuGet	302	0	—	—
102	Attestia.Client	NuGet	300	0	—	—
103	RunForgeDesktop.Core	NuGet	299	0	—	—
104	CursorAssist.Policy	NuGet	293	0	—	—
105	Attestia.Sidecar	NuGet	291	0	—	—
106	CodeTeam.Core	NuGet	254	0	—	—
107	CodeTeam.Crypto	NuGet	223	0	—	—
108	VortexKit	NuGet	217	0	—	—
109	InControl.Inference	NuGet	203	0	—	—
110	ClaimLedger	NuGet	200	0	—	—
111	CreatorLedger	NuGet	198	0	—	—
112	Soundboard.Maui.Audio	NuGet	198	0	—	—
113	CodeTeam.Packaging	NuGet	182	0	—	—
114	CodeTeam	NuGet	120	0	—	—
115	mcp-tool-shop.codecomfy-vscode	VS Code	119	0	—	—
116	mcp-tool-shop.runforge	VS Code	98	0	—	—
117	mcp-tool-shop.vscode-voice-soundboard	VS Code	40	0	—	—
118	mcp-tool-shop.polyglot-vscode	VS Code	11	0	—	—
119	mcp-tool-shop.registry-stats-vscode	VS Code	10	0	—	—
120	mcp-tool-shop.websketch-vscode	VS Code	5	0	—	—
121	@mcptoolshop/backprop	npm	0	0		🚀 Emerging (+0)
122	@mcptoolshop/ai-jam-sessions	npm	0	0		🚀 Emerging (+0)
123	@mcptoolshop/brand	npm	0	0		🚀 Emerging (+0)
124	@mcptoolshop/consensus-os	npm	0	0		🚀 Emerging (+0)
125	@mcptoolshop/toolshopstudio	npm	0	0		🚀 Emerging (+0)
126	@mcptoolshop/prov-engine-js	npm	0	0		🚀 Emerging (+0)
127	@mcptoolshop/voice-soundboard-mcp	npm	0	0		🚀 Emerging (+0)
128	@mcptoolshop/mcp-tool-registry	npm	0	0		🚀 Emerging (+0)
129	@mcptoolshop/mcp-aside	npm	0	0		🚀 Emerging (+0)
130	@mcptoolshop/game-dev-mcp	npm	0	0		🚀 Emerging (+0)
131	@mcptoolshop/venvkit	npm	0	0		🚀 Emerging (+0)
132	@mcptoolshop/websketch	npm	0	0		🚀 Emerging (+0)
133	@accessibility-suite/mcp-tools	npm	0	0		🚀 Emerging (+0)
134	@mcptoolshop/vocal-synth-engine	npm	0	0		🚀 Emerging (+0)
135	@mcptoolshop/repo-crawler-mcp	npm	0	0		🚀 Emerging (+0)
136	@accessibility-suite/core	npm	0	0		🚀 Emerging (+0)
137	@mcptoolshop/file-forge	npm	0	0		🚀 Emerging (+0)
138	@accessibility-suite/evidence-engine	npm	0	0		🚀 Emerging (+0)
139	@mcptoolshop/claude-session-copilot	npm	0	0		🚀 Emerging (+0)
140	@mcptoolshop/logo-studio	npm	0	0		🚀 Emerging (+0)
141	@mcptoolshop/logo-presets	npm	0	0		🚀 Emerging (+0)
142	@mcptoolshop/throttleai	npm	0	0		🚀 Emerging (+0)
143	@mcptoolshop/websketch-mcp	npm	0	0		🚀 Emerging (+0)
144	@mcptoolshop/registrum	npm	0	0		🚀 Emerging (+0)
145	@mcptoolshop/promo-kit	npm	0	0		🚀 Emerging (+0)
146	@accessibility-suite/ci	npm	0	0		🚀 Emerging (+0)
147	@mcptoolshop/voice-soundboard-core	npm	0	0		🚀 Emerging (+0)
148	@mcptoolshop/voice-engine-dsp	npm	0	0		🚀 Emerging (+0)
149	@mcptoolshop/prov-engine	npm	0	0		🚀 Emerging (+0)
150	@attestia/types	npm	0	0		🚀 Emerging (+0)
151	@attestia/verify	npm	0	0		🚀 Emerging (+0)
152	@attestia/registrum	npm	0	0		🚀 Emerging (+0)
153	@attestia/ledger	npm	0	0		🚀 Emerging (+0)
154	@attestia/chain-observer	npm	0	0		🚀 Emerging (+0)
155	@attestia/proof	npm	0	0		🚀 Emerging (+0)
156	@attestia/sdk	npm	0	0		🚀 Emerging (+0)
157	@attestia/node	npm	0	0		🚀 Emerging (+0)
158	@attestia/event-store	npm	0	0		🚀 Emerging (+0)
159	@attestia/vault	npm	0	0		🚀 Emerging (+0)
160	@attestia/treasury	npm	0	0		🚀 Emerging (+0)
161	@attestia/reconciler	npm	0	0		🚀 Emerging (+0)
162	@attestia/witness	npm	0	0		🚀 Emerging (+0)
163	@mcptoolshop/claude-memories	npm	0	0		🚀 Emerging (+0)
164	@mcptoolshop/claude-rules	npm	0	0		🚀 Emerging (+0)
165	@mcptoolshop/artifact	npm	0	0		🚀 Emerging (+0)
166	@mcptoolshop/ai-ui	npm	0	0		🚀 Emerging (+0)
167	ai-rpg-engine	npm	0	0		🚀 Emerging (+0)
168	world-forge	npm	0	0		🚀 Emerging (+0)

📖 How to use this dashboard

Quick start

Set up your portfolio — go to the Setup page, paste your package names (one per line), and save.
Wait for data — registry-stats fetches download counts from npm, PyPI, VS Code Marketplace, NuGet, and Docker Hub. The first snapshot takes about a minute.
Explore the tabs — Home has the AI chat assistant, Analytics shows charts and insights, and Leaderboard ranks every package.

What each tab does

🏠 Home

The landing view with the executive snapshot (total downloads, weekly change, health score, diversity) and the Registry Assistant — an AI chat powered by a local Ollama model that can answer questions about your data.

📊 Analytics

Six interactive charts: 30-Day Trend (toggle between aggregate, per-registry, and top-5 views), Registry Share (polar area), Portfolio Risk (distribution histogram with Gini & P90), Top 10 Momentum (bar chart colour-coded by velocity), Velocity Tracker (sparkline list sorted by growth rate), and 30-Day Heatmap (per-package daily grid with spike detection).

🏆 Leaderboard

Every package ranked by weekly downloads with inline 30-day sparklines and a smart trend badge that avoids misleading percentages for low-volume packages.

Key concepts

Smart Growth Engine: Percentages can be misleading when the previous count is tiny (e.g., 2 → 50 = +2,400%). When the prior period is below 20 downloads the badge shows 🚀 Emerging instead of a raw percentage. Growth above 500% is capped and the real delta is shown alongside.
Velocity Score: A damped growth metric: (curr − prev) / √(prev + k). It rewards genuine acceleration while keeping tiny-base packages from dominating. Used in Momentum, Velocity Tracker, and Leaderboard columns.
Spike detection (>2σ): On the heatmap, any day where a package’s downloads are more than two standard deviations above its 30-day mean is flagged with an amber dot. The “Spikes Only” toggle dims everything else so anomalies stand out.
Health Score (0–100): A composite index combining registry coverage (how many sources responded), error count, week-over-week growth direction, and Shannon diversity (how evenly downloads spread across registries).
Confidence badges: ✅ ok = fresh data, ⚠️ partial = some endpoints failed, ⛔ error = provider unreachable. Shown on the home executive snapshot and the setup page.

AI Inference Engine

The Analytics tab includes a built-in inference engine that runs at build time — no ML runtime, no external APIs, pure math. It powers four capabilities:

7-Day Forecast: Weighted linear regression with exponential recency bias. Recent downloads matter more than older data. Includes 80% confidence intervals that widen further into the future.
Anomaly Detection: Adaptive rolling z-score with a 14-day baseline window. Detects both spikes and drops, reporting the expected value and deviation magnitude. Avoids seasonal false positives by using a rolling window instead of global statistics.
Portfolio Momentum (−100 to +100): A composite score combining trend direction, acceleration (change in slope), consistency (how uniform the direction is), and volume weighting. Positive = growing portfolio, negative = declining.
Automated Recommendations: The engine generates prioritised recommendations across four types: growth (high-momentum packages), risk (concentration, npm-dependence), opportunity (under-diversified registries), and attention (declining packages needing review).

Using the AI assistant

The Registry Assistant on the Home tab talks to a local Ollama instance on localhost:11434. It automatically injects a snapshot of your registry data into every prompt so the model can answer questions like:

“Which package grew the fastest this week?”
“Summarise the npm vs PyPI split.”
“Why did site-theme spike on day 27?”

Requirements: Ollama running locally with at least one model pulled (e.g., ollama pull llama3.2). If Ollama is offline the chat shows a friendly fallback message — everything else works normally.

Companion tools

📦

registry-sync

Desired-state sync engine for multi-registry publishing. Detects drift, missing packages, and orphaned entries. Use registry-sync audit to check and registry-sync plan to preview changes.

🖥️

Desktop app (MAUI WebView2)

When served inside the .NET MAUI host the dashboard auto-refreshes from a local cache. The window.__registryStatsBridge API lets the native layer push fresh snapshots.

How data flows

The pipeline runs each time you build the site (or on a schedule in CI):

portfolio.txt → fetch providers → inference engine → stats.json → Astro build → static HTML

The engine queries five registries in parallel: npm (weekly + 30-day range), PyPI (weekly), VS Code Marketplace (installs), NuGet (total), and Docker Hub (pulls). Each provider has retries with exponential back-off.

Useful links

registry-stats on GitHub — source code, issues, CI config
registry-sync on GitHub — multi-registry publishing sync
Ollama — local LLM runtime for the chat assistant
Setup page — portfolio editor, refresh, advanced settings
Privacy policy