Dashboard

Weekly + monthly stats across registries. Updated 10m ago.

🦙 Pulse

Your registry co-pilot • Powered by Ollama

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Summary

Grand totals across all registries.

Total packages

168

Weekly downloads

2.3K

Monthly downloads

16.5K

Top-5 concentration

46%

of weekly downloads

Pulse

Growth signals and data reliability at a glance.

Growth Pulse

46 Top 5 packages drive 46% of weekly downloads. 5 accelerating, 0 stabilizing.

Established Movers (prev ≥ 50/wk)

registry-stats +235

▲ 326.4% vs prior week 72 → 307
site-theme +115

▲ 111.7% vs prior week 103 → 218

▼ Decliners

@ai-rpg-engine/rumor… -195

▼ 94.2% vs prior week 207 → 12
@ai-rpg-engine/campa… -225

▼ 94.1% vs prior week 239 → 14
@ai-rpg-engine/modules -417

▼ 93.7% vs prior week 445 → 28
@ai-rpg-engine/sound… -195

▼ 93.3% vs prior week 209 → 14
@ai-rpg-engine/conte… -378

▼ 93.1% vs prior week 406 → 28

Emerging & New (prev < 50 or first week)

xrpl-lab +149

from base of 22/wk 171/wk
@world-forge/schema +19

from base of 33/wk 52/wk
vocal-synth-engine +4

from base of 9/wk 13/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: 4

⚠️ npm

49/93 fetched (3 issues)

⚠️ PyPI

42/42 fetched (1 issues)

✅ VS Code

6/6 fetched

✅ NuGet

27/27 fetched

View fetch issues

npm.bulk [npm] Too Many Requests: https://api.npmjs.org/downloads/range/2026-05-17:2026-06-16/%40mcptoolshop%2Fsovereignty
npm:@mcptoolshop/venvkit [npm] Too Many Requests: https://api.npmjs.org/downloads/range/2026-05-17:2026-06-16/%40mcptoolshop%2Fvenvkit
pypi.bulk [pypi] Too Many Requests: https://pypistats.org/api/packages/comfy-headless/recent
npm.range:@mcptoolshop/repomesh [npm] Too Many Requests: https://api.npmjs.org/downloads/range/2026-05-17:2026-06-16/%40mcptoolshop%2Frepomesh

Freshness: updated 10m ago • 2/4 registries OK

Breakdown

Per-registry weekly downloads and 30-day activity.

Per-registry (weekly)

Max: 10.2K

npm

2.2K • 93 pkg

PyPI

103 • 42 pkg

VS Code (all-time installs)

659 • 6 pkg

NuGet (all-time installs)

10.2K • 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	@mcptoolshop/registry-stats	npm	307	504		▲ 326.4%
2	@mcptoolshop/repomesh	npm	255	292	—	🚀 New (+255)
3	@mcptoolshop/site-theme	npm	218	676		▲ 111.7%
4	@mcptoolshop/xrpl-lab	npm	171	228		▲ 500%+ (+149)
5	@world-forge/renderer-2d	npm	109	429		▲ 17.2%
6	@mcptoolshop/npm-launcher	npm	81	335		▼ 19.8%
7	@ai-rpg-engine/starter-zombie	npm	58	510		▼ 75.1%
8	@world-forge/schema	npm	52	230		▲ 57.6%
9	@world-forge/export-ai-rpg	npm	47	345		▼ 52%
10	@world-forge/editor	npm	47	284		▼ 52.5%
11	@ai-rpg-engine/starter-fantasy	npm	46	458		▼ 79.9%
12	@mcptoolshop/ai-loadout	npm	46	355		▼ 22%
13	@ai-rpg-engine/starter-detective	npm	44	485		▼ 82.7%
14	@ai-rpg-engine/starter-pirate	npm	43	487		▼ 84.1%
15	@ai-rpg-engine/starter-weird-west	npm	35	313		▼ 65.7%
16	@ai-rpg-engine/starter-colony	npm	34	469		▼ 86.6%
17	@ai-rpg-engine/character-profile	npm	32	549		▼ 92.2%
18	@ai-rpg-engine/starter-cyberpunk	npm	31	480		▼ 89.6%
19	@ai-rpg-engine/modules	npm	28	746		▼ 93.7%
20	@ai-rpg-engine/content-schema	npm	28	561		▼ 93.1%
21	@ai-rpg-engine/equipment	npm	28	550		▼ 92.9%
22	@ai-rpg-engine/core	npm	28	342		▼ 78.6%
23	@ai-rpg-engine/character-creation	npm	28	213		▼ 68.9%
24	backpropagate	PyPI	27	1,123	—	🚀 New (+27)
25	@ai-rpg-engine/ollama	npm	25	169		▼ 55.4%
26	@ai-rpg-engine/terminal-ui	npm	24	349		▼ 89.7%
27	@ai-rpg-engine/pack-registry	npm	24	168		▼ 50%
28	@mcptoolshop/sovereignty	npm	22	133		▼ 57.7%
29	@mcptoolshop/synthesis	npm	20	54		🚀 Emerging (+4)
30	@mcptoolshop/escape-the-valley	npm	19	69		▼ 17.4%
31	@ai-rpg-engine/audio-director	npm	16	320		▼ 92.6%
32	@ai-rpg-engine/asset-registry	npm	16	139		▼ 74.2%
33	@ai-rpg-engine/presentation	npm	16	132		▼ 60%
34	@mcptoolshop/polyglot-mcp	npm	15	158		▼ 65.1%
35	@ai-rpg-engine/image-gen	npm	15	116		▼ 51.6%
36	@mcptoolshop/websketch-ir	npm	15	104		▼ 48.3%
37	@mcptoolshop/shipcheck	npm	15	101		▼ 44.4%
38	@ai-rpg-engine/campaign-memory	npm	14	321		▼ 94.1%
39	@ai-rpg-engine/soundpack-core	npm	14	295		▼ 93.3%
40	@ai-rpg-engine/cli	npm	14	179		▼ 71.4%
41	@mcptoolshop/ai-jam-sessions	npm	14	160		🚀 Emerging (+0)
42	@mcptoolshop/claude-sfx	npm	14	117		▼ 67.4%
43	@mcptoolshop/claude-guardian	npm	14	83		▼ 54.8%
44	@mcptoolshop/xrpl-camp	npm	13	83		▼ 62.9%
45	@mcptoolshop/vocal-synth-engine	npm	13	60		🚀 Emerging (+4)
46	@ai-rpg-engine/rumor-system	npm	12	283		▼ 94.2%
47	@mcptoolshop/civility-kernel	npm	12	93		▼ 67.6%
48	@mcptoolshop/brand	npm	11	62		🚀 Emerging (+0)
49	@mcptoolshop/registry-sync	npm	11	57		🚀 Emerging (+0)
50	mcpt	PyPI	10	561	—	🚀 New (+10)
51	tool-compass	PyPI	10	155	—	🚀 New (+10)
52	audiobooker-ai	PyPI	9	74	—	🚀 New (+9)
53	comfy-headless	PyPI	8	93	—	🚀 New (+8)
54	xrpl-camp	PyPI	8	85	—	🚀 New (+8)
55	polyglot-gpu	PyPI	7	127	—	🚀 New (+7)
56	tool-scan	PyPI	7	87	—	🚀 New (+7)
57	mcp-bouncer	PyPI	4	53	—	🚀 New (+4)
58	sovereignty-game	PyPI	3	131	—	🚀 New (+3)
59	mcp-stress-test	PyPI	3	76	—	🚀 New (+3)
60	nullout-mcp	PyPI	2	69	—	🚀 New (+2)
61	escape-the-valley	PyPI	2	47	—	🚀 New (+2)
62	payroll-engine	PyPI	1	4	—	🚀 New (+1)
63	mcp-kv-context	PyPI	1	2	—	🚀 New (+1)
64	voice-soundboard	PyPI	1	1	—	🚀 New (+1)
65	file-compass	PyPI	0	74	—	—
66	venvkit	PyPI	0	52	—	—
67	a11y-lint	PyPI	0	4	—	—
68	a11y-ci	PyPI	0	4	—	—
69	voice-soundboard-plugin	PyPI	0	4	—	—
70	aspire-ai	PyPI	0	3	—	—
71	nexus-router-adapter-stdout	PyPI	0	3	—	—
72	headless-wheel-builder	PyPI	0	2	—	—
73	integradio	PyPI	0	2	—	—
74	nexus-router-adapter-http	PyPI	0	2	—	—
75	nexus-router	PyPI	0	1	—	—
76	zip-meta-map	PyPI	0	1	—	—
77	code-covered	PyPI	0	1	—	—
78	ally-demo-python	PyPI	0	1	—	—
79	flexiflow	PyPI	0	0	—	—
80	MouseTrainer.Domain	NuGet	673	0	—	—
81	a11y-assist	PyPI	0	0	—	—
82	MouseTrainer.Simulation	NuGet	602	0	—	—
83	mcp-select	PyPI	0	0	—	—
84	MouseTrainer.Audio	NuGet	593	0	—	—
85	nexus-control	PyPI	0	0	—	—
86	codebatch	PyPI	0	0	—	—
87	InControl.Core	NuGet	506	0	—	—
88	LinuxDevTyper.Core	NuGet	484	0	—	—
89	DevOpTyper.Content	NuGet	482	0	—	—
90	brain-dev	PyPI	0	0	—	—
91	nexus-attest	PyPI	0	0	—	—
92	Gov.Common	NuGet	449	0	—	—
93	mcpt-pathway	PyPI	0	0	—	—
94	Soundboard.Client	NuGet	418	0	—	—
95	CursorAssist.Canon	NuGet	411	0	—	—
96	Attestia.Core	NuGet	400	0	—	—
97	CursorAssist.Trace	NuGet	399	0	—	—
98	Gov.Protocol	NuGet	396	0	—	—
99	cwm-mcp	PyPI	0	0	—	—
100	CodeClone.Domain	NuGet	373	0	—	—
101	CursorAssist.Engine	NuGet	366	0	—	—
102	RunForgeDesktop.Core	NuGet	364	0	—	—
103	CursorAssist.Policy	NuGet	359	0	—	—
104	Attestia.Client	NuGet	357	0	—	—
105	Attestia.Sidecar	NuGet	353	0	—	—
106	mcp-tool-shop.runforge	VS Code	351	0	—	—
107	xrpl-witness	PyPI	0	0	—	—
108	CodeTeam.Core	NuGet	301	0	—	—
109	CodeTeam.Crypto	NuGet	275	0	—	—
110	CreatorLedger	NuGet	259	0	—	—
111	VortexKit	NuGet	258	0	—	—
112	InControl.Inference	NuGet	250	0	—	—
113	ClaimLedger	NuGet	249	0	—	—
114	Soundboard.Maui.Audio	NuGet	242	0	—	—
115	CodeTeam.Packaging	NuGet	230	0	—	—
116	scalarscope	PyPI	0	0	—	—
117	mcp-tool-shop.codecomfy-vscode	VS Code	217	0	—	—
118	CodeTeam	NuGet	157	0	—	—
119	codeclone-cli	PyPI	0	0	—	—
120	mcp-tool-shop.vscode-voice-soundboard	VS Code	63	0	—	—
121	mcp-tool-shop.registry-stats-vscode	VS Code	12	0	—	—
122	mcp-tool-shop.polyglot-vscode	VS Code	11	0	—	—
123	mcp-tool-shop.websketch-vscode	VS Code	5	0	—	—
124	@mcptoolshop/backprop	npm	0	0		🚀 Emerging (+0)
125	@mcptoolshop/consensus-os	npm	0	0		🚀 Emerging (+0)
126	@mcptoolshop/toolshopstudio	npm	0	0		🚀 Emerging (+0)
127	@mcptoolshop/prov-engine-js	npm	0	0		🚀 Emerging (+0)
128	@mcptoolshop/voice-soundboard-mcp	npm	0	0		🚀 Emerging (+0)
129	@mcptoolshop/mcp-tool-registry	npm	0	0		🚀 Emerging (+0)
130	@mcptoolshop/mcp-aside	npm	0	0		🚀 Emerging (+0)
131	@mcptoolshop/game-dev-mcp	npm	0	0		🚀 Emerging (+0)
132	@mcptoolshop/venvkit	npm	0	0		🚀 Emerging (+0)
133	@mcptoolshop/websketch	npm	0	0		🚀 Emerging (+0)
134	@accessibility-suite/mcp-tools	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