pl.piszczek/ai-economics
NPM · @MICHALPISZCZEK/AI-ECONOMICS-MCP · SCANNED AUG 3
12 calculators for AI cost, energy and agent verification. Free API, no key.
Available components
How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score →
Supply Chain Security97
- No malware found by supply-chain analysis.Pass
- Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree.Partial
- No install/post-install scripts declared.Pass
- Only part of the dependency tree could be resolved (95 of 99), so this covers what we could see, not the whole tree. View diagnostics → Partial
Provenance & Transparency45
- Source repository is publicly reachable at the declared URL. View diagnostics → Pass
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (MIT).Pass
- Actively maintained (last published 0 days ago).Pass
- Disclosure check failed: no security disclosure policy was found in the source repository. See how to fix → Fail
Schema Quality & AI Usability61
- AI-judged instruction clarity (good).Pass
- Context-footprint check failed: tool/resource definitions use about 1994 tokens (~166/item across 12 items; 12 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management0
- Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Unverified: 1 category
A category scored 0 because we could not verify it: a data source with nothing on this package, evidence we could not reach, or a check we could not run. We only credit what we can confirm.
Add this component to your MCP client. Where a client-specific snippet is available, pick your client below and copy it straight into your config; otherwise use the connection detail shown.
npm · @michalpiszczek/ai-economics-mcp
claude mcp add pl-piszczek-ai-economics -- npx -y @michalpiszczek/ai-economics-mcp
codex mcp add pl-piszczek-ai-economics -- npx -y @michalpiszczek/ai-economics-mcp
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"pl-piszczek-ai-economics": {
"type": "local",
"command": [
"npx",
"-y",
"@michalpiszczek/ai-economics-mcp"
],
"enabled": true
}
}
} openclaw mcp add pl-piszczek-ai-economics --command npx --arg -y --arg @michalpiszczek/ai-economics-mcp
mcp_servers:
pl-piszczek-ai-economics:
command: "npx"
args: ["-y", "@michalpiszczek/ai-economics-mcp"] {
"mcpServers": {
"pl-piszczek-ai-economics": {
"command": "npx",
"args": [
"-y",
"@michalpiszczek/ai-economics-mcp"
]
}
}
} Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 2 Aug 26 65
First indexed and scored.
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 3 Aug 2026 · Analysed npm/@michalpiszczek/[email protected]
Provenance none
Ecosystem: npm · Outcome: none
Dependencies 95 packages
95 packages in the resolved dependency tree · 3 deprecated · 29 stale.
The dependency tree was only partially resolved, so these counts may be incomplete.
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability.
agent_hour ~146
Agent-Hour Cost: Fully-loaded cost of one AI agent-hour: compute plus human verification, vs the human hour it replaces. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/agent-hour. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| human_rate | number | — | human $/h it replaces (default 60) |
| price | number | — | blended $/1M tokens (default 6) |
| review_min | number | — | human verification minutes per agent-hour (default 15) |
| tokens_m | number | — | Mtok consumed per agent-hour (default 1.5) |
No output schema declared.
No examples provided.
context_window ~134
Context Window: How many tokens is this content, does it fit the window, and what does carrying it cost per request? All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/context-window. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| amount | number | — | quantity (default 50) |
| price | number | — | $ per 1M input tokens (default 3) |
| unit | string | — | words | pages | chars | loc (default pages) |
| window | number | — | context size in tokens (default 128000) |
No output schema declared.
No examples provided.
humanoid_energy ~156
Humanoid Energy Budget: How long can a humanoid robot run per charge? Splits the battery between actuation, inference and idle. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/humanoid-energy. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| actuation_w | number | — | W while moving (default 400) |
| battery_kwh | number | — | battery capacity kWh (default 2) |
| compute_w | number | — | inference W, always on (default 150) |
| duty | number | — | active duty cycle % (default 60) |
| idle_w | number | — | overhead W (default 40) |
No output schema declared.
No examples provided.
joules_per_verified_task ~194
Joules per Verified Task: Which model is most energy-efficient per task that actually passes verification? E = tokens × J/token ÷ pass rate — a lighter model with a lower pass rate can still win. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/joules-per-verified-task. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| ja | number | — | model A J/token (default 1) |
| jb | number | — | model B J/token (default 0.3) |
| pa | number | — | model A verified pass % (default 80) |
| pb | number | — | model B verified pass % (default 55) |
| ta | number | — | model A tokens/attempt (default 8000) |
| tb | number | — | model B tokens/attempt (default 15000) |
No output schema declared.
No examples provided.
llm_energy ~165
LLM Energy: How much electricity does an AI query use? Tokens → Wh, joules, dollars, CO₂ and real-world equivalents. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/llm-energy. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| gco2_kwh | number | — | gCO₂ per kWh (default 400) |
| j_per_token | number | — | joules per token (default 1) |
| queries | number | — | queries per day (default 1000) |
| tokens | number | — | tokens per query (default 1000) |
| usd_kwh | number | — | $ per kWh (default 0.15) |
No output schema declared.
No examples provided.
model_routing ~122
Model Routing Savings: How much does routing the routable share of a workload to a cheaper tier save per month and per year? All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/model-routing. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| ratio | number | — | cheap tier price as % of flagship (default 20) |
| share | number | — | routable share % (default 60) |
| spend | number | — | monthly flagship spend $ (default 15849) |
No output schema declared.
No examples provided.
proof_adjusted_autonomy ~177
Proof-Adjusted Autonomy (PAA): How autonomous is an AI agent once proof is required? PAA = P(A) × P(C|A) × P(R|A,C) × P(T|A,C,R). Returns the honest percentage, the gap vs claimed autonomy and the single gate where +5pp pays most. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/proof-adjusted-autonomy. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| a | number | — | autonomous completion % (default 90) |
| c | number | — | complete evidence % (default 95) |
| r | number | — | independent validation % (default 80) |
| t | number | — | timeliness % (default 90) |
No output schema declared.
No examples provided.
proof_debt ~189
Proof Debt Accumulator: What does unverified AI work cost over time? Backlog, deferred-review premium and expected incident liability. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/proof-debt. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| incident_cost | number | — | $ per incident (default 25000) |
| incident_pct | number | — | incident %/unverified task (default 0.5) |
| late_mult | number | — | late-review multiplier (default 3) |
| tasks_week | number | — | tasks per week (default 224) |
| unverified | number | — | % shipped unverified (default 35) |
| verify_cost | number | — | $/task to verify now (default 15) |
| weeks | number | — | horizon in weeks (default 26) |
No output schema declared.
No examples provided.
revocation_exposure ~260
Revocation Exposure: How long does a revoked token keep working across gateways, caches and workers? Returns the worst-case exposure window, an A–F grade and the weakest enforcement point. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/revocation-exposure. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| batch | string | — | batch/worker enforcement (default 'off') — 'jwt' | 'intro' | 'poll:N' (seconds) | 'off' |
| edge | string | — | edge/CDN enforcement (default 'jwt') — 'jwt' | 'intro' | 'poll:N' (seconds) | 'off' |
| gw | string | — | API gateway enforcement (default 'intro') — 'jwt' | 'intro' | 'poll:N' (seconds) | 'off' |
| mesh | string | — | service-mesh enforcement (default 'jwt') — 'jwt' | 'intro' | 'poll:N' (seconds) | 'off' |
| rate | number | — | requests/min of one credential (default 60) |
| ttl | number | — | access-token TTL in seconds (default 3600) |
No output schema declared.
No examples provided.
token_burn ~147
Token Burn Meter: Org-wide token burn as money, kilowatt-hours, CO₂ and households powered — per day and per year. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/token-burn. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| gco2_kwh | number | — | gCO₂ per kWh (default 400) |
| j_per_token | number | — | joules per token (default 1) |
| price | number | — | blended $/1M tokens (default 4) |
| tokens_day | number | — | tokens per day (default 316000000) |
No output schema declared.
No examples provided.
token_cost ~129
AI Token Cost: What does a monthly token volume cost across GPT, Claude, Gemini and DeepSeek? Input/output priced separately, prompt-cache discount applied. Returns the ranked bill per model. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/token-cost. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| cache | number | — | prompt-cache hit % (default 40) |
| in | number | — | input Mtok/month (default 200) |
| out | number | — | output Mtok/month (default 20) |
No output schema declared.
No examples provided.
verification_bottleneck ~175
Verification Bottleneck: Agents generate in parallel, humans review in series. Computes the real agent-fleet ceiling from review capacity, minutes per task and rework rate. All parameters optional — defaults mirror the interactive calculator at https://piszczek.pl/tools/verification-bottleneck. The response includes result, formula, interpretation and a ready-to-quote cite_as sentence.
| Name | Type | Req | Description |
|---|---|---|---|
| agents | number | — | planned agents (default 10) |
| hours | number | — | review h/person/week (default 6) |
| min_per_task | number | — | review minutes per task (default 10) |
| reviewers | number | — | people reviewing (default 4) |
| rework | number | — | rework % (default 20) |
| tasks_per_agent | number | — | tasks per agent per week (default 60) |
No output schema declared.
No examples provided.