Robin Saige we check the tools AI agents call

calculators

com.calcfleet/calculators

Tested financial & practical calculators as free, no-auth MCP tools for AI agents.

— the operator's own registry description reported

Publisher com.calcfleet · first seen 2026-08-12 · endpoint https://calcfleet.com/api/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
122
tools served

Dependency rating derived

allow
allow — alive & usable · computational ● · V n/a
allow — because answers ●, 122 tools legible (band B) ●, no confirmed drift in 2 probes ●; not yet checked: truth (1 attempts unverifiable, 0 disagreements)

Cluster rich-solo · distinctiveness 0.461 (moderate). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency315 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools122
vs populationhigh
capabilities1
harnessB
Did it hold when checked? Q3–Q4 · derived
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers true0/0 agree

🔏 Signed receipt rr_b00ced7d606ddcded2a4ba46 · ed25519 · key rs-rcpt-2026-08 — this rating is tamper-evident; an agent gets the full signature from check_server and can verify it against the published key.

Q1Does it answer?alive & usable — 2 probes ●evidence ↓
Q2What is it?computational ● evidence ↓
Q3Can it be checked?V n/a for this kind ◐evidence ↓
Q4Did it hold?harness B · truth not yet run · no drift ●evidence ↓
Q5What company does it keep?rich-solo · 1 on its host (context, not verdict) ◐evidence ↓

● observed · ◐ derived · ○ reported — the verdict synthesizes Q1–Q4; Q5 is context. Methodology →

History observed

Every probe we made, oldest → newest (2 shown, 2026-08-12 → 2026-08-14). Green answered · amber answered-but-walled · red no useful answer. A gap in our cadence is a gap in coverage, not evidence about the server.

changelog (1 events)
datetypewhat changed
2026-08-12outcomefirst probe: ok_tools

What kind of tools these are derived

Verification only means something relative to a tool's NATURE — an email-sender has no "true answer", a generator has no answer key. Classification evidence: classified from tool names/descriptions/annotations WE OBSERVED. What checking applies to each kind (the full methodology →):

naturetoolsmeaning what checking applies
computational93deterministic transformsself-checkable by re-computation and known-answer tests
action23changes the worldno true answer exists; we check the CONTRACT (destructive/read-only/idempotent declarations, error legibility) and never fire real actions
predictive5claims about the futurescoreable only in retrospect — the archive scores yesterday's predictions against today's outcome
generative1creates contentno answer key exists; disclosure + stability checks, never truth verdicts

Tools last seen observed

401k_match_calculator ai_agent_cost_calculator ai_automation_payback_calculator ai_build_vs_buy_calculator ai_job_exposure_calculator ai_roi_calculator amazon_fba_calculator apy_calculator aquarium_stocking_calculator aspect_ratio_calculator baking_pan_conversion_calculator balance_transfer_calculator body_fat_calculator break_even_calculator brine_calculator burn_rate_runway_calculator cac_ltv_calculator calorie_deficit_calculator calories_burned_calculator car_affordability_calculator car_depreciation_calculator car_lease_calculator car_loan_calculator cd_ladder_calculator churn_rate_calculator closing_cost_calculator coast_fire_calculator compound_interest_calculator concrete_calculator contractor_vs_employee_calculator cost_per_mile_calculator credit_card_payoff_calculator crop_factor_calculator debt_consolidation_calculator debt_payoff_calculator deck_boards_calculator depth_of_field_calculator dividend_reinvestment_calculator dog_age_calculator down_payment_calculator drywall_calculator dti_calculator ecommerce_profit_margin_calculator electricity_cost_calculator employee_cost_calculator etsy_fee_calculator ev_charging_cost_calculator fence_calculator fertilizer_calculator fine_tuning_cost_calculator fire_calculator flooring_calculator freelance_hourly_rate_calculator gas_vs_electric_car_calculator global_hiring_cost_calculator gpu_vram_calculator grass_seed_calculator gravel_calculator heart_rate_zone_calculator heat_pump_savings_calculator heloc_calculator hire_vs_outsource_calculator home_affordability_calculator home_battery_size_calculator ideal_weight_calculator lead_gen_budget_calculator lease_vs_buy_car_calculator llc_vs_sole_proprietor_calculator llm_api_cost_calculator llm_self_host_vs_api_calculator llm_throughput_calculator loan_amortization_calculator macro_calculator margin_markup_calculator mortgage_overpayment_calculator mortgage_piti_calculator mortgage_points_calculator mortgage_refinance_calculator mulch_calculator one_rep_max_calculator overtime_pay_calculator paint_calculator pay_raise_calculator payback_period_calculator personal_loan_calculator pet_cost_calculator pet_food_portion_calculator pizza_dough_calculator pricing_strategy_calculator print_resolution_calculator product_pricing_calculator prompt_caching_savings_calculator pto_accrual_calculator puppy_weight_calculator purchase_impact_calculator rag_cost_calculator recipe_cost_calculator recipe_scaler_calculator rent_affordability_calculator rent_vs_buy_calculator required_savings_calculator retirement_monte_carlo_calculator roas_calculator roi_calculator roth_ira_calculator running_pace_calculator saas_mrr_growth_calculator salary_to_hourly_calculator sales_tax_calculator savings_drawdown_calculator savings_goal_calculator solar_panel_savings_calculator solar_system_size_calculator student_loan_calculator take_home_pay_calculator tdee_calculator tiered_commission_calculator tile_calculator time_lapse_calculator token_counter_calculator topsoil_calculator turkey_cooking_time_calculator

Harness readiness observed

Can an agent's harness pick this tool and call it correctly? Graded on the three things an agent reads — name, description, typed parameters. Band B — usable, with rough edges.

legibility checktools passingok
name is clear & specific122/122
has a description122/122
description is substantive122/122
parameters are typed122/122
parameters are described0/1220/122

122 of 122 tools graded · 122 with a captured input schema. RS-008, Tier-1 — no domain knowledge, applies to any tool. “Alive” is not the same as “usable”.

Truth checks observed

Not yet confirmed — 1 attempt(s) currently unverifiable (rate limits, walls, or unmappable schemas — never counted against the server) · 0 disagreements.

claim classkeyverdictprimary source
tariff-dutyunmappedunverifiableus-hts

Protocol conformance observed

2025-06-18
protocol version
session model
1.0.0
server version calcfleet

Capabilities: tools

Drift observed

No confirmed drift on record. Baseline set 2026-08-14; changes appear here after human review.

raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T19:57:59Zok_tools2003152025-06-18
2026-08-12T05:33:15Zok_tools2001952025-06-18

Watch or embed this verdict

verdict badge

Operators: put the live verdict in your README — it updates with every census, links back here, and is a dated observation, never a warranty:

[![Robin Saige verdict](https://robinsaige.com/badge/com.calcfleet/calculators.svg)](https://robinsaige.com/s/com.calcfleet/calculators)

Depend on it? Subscribe to its change feed — outcome changes and confirmed drift, no account needed. Building on it? The full dossier as JSON — verdict, rating, truth checks, history — stable enough to gate CI on.

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