Robin Saige we check the tools AI agents call

dynamic feed

ai.dynamicfeed/dynamic-feed

94 keyless tools of live, verifiable data for AI: weather, hazards, space, CVEs. Ed25519-signed.

— the operator's own registry description reported

Publisher ai.dynamicfeed · first seen 2026-08-12 · endpoint https://dynamicfeed.ai/mcp

allow
verdict
rich-solo
cluster
ok_tools
answers
94
tools served

Dependency rating derived

allow
allow — alive & usable · retrieval-public ● · V3W answer key in hand ◐
allow — because answers ●, 94 tools legible (band B) ●, no confirmed drift in 2 probes ●, truth 1/1 agree vs primary ●

Cluster rich-solo · distinctiveness 0.659 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Does it answer? Q1 · observed
answersalive_tools
latency196 ms
vs populationtypical
protocolcurrent
authopen
Can it be used? Q4 · observed
tools94
vs populationhigh
capabilities4
harnessB
Did it hold when checked? Q3–Q4 · derived
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers true1/1 agree

🔏 Signed receipt rr_e262a2e30cd1be57009b6cb8 · 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?retrieval-public ● evidence ↓
Q3Can it be checked?V3W answer key in hand ◐evidence ↓
Q4Did it hold?harness B · truth 1/1 agree · 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
retrieval-public74serves public factstruth-checkable against a public source — the V-ladder applies in full
predictive9claims about the futurescoreable only in retrospect — the archive scores yesterday's predictions against today's outcome
generative6creates contentno answer key exists; disclosure + stability checks, never truth verdicts
computational5deterministic transformsself-checkable by re-computation and known-answer tests

Tools last seen observed

ai_models ai_provider_latency air_quality air_quality_fusion airport_delays au_economy au_water aviation_weather bitcoin_network carbon_intensity cert_check check_vulnerability china_data cite climate_enso clinical_trials company_lookup convert countdown current_time current_weather detect_drift dns_lookup drought drug_shortages earthquakes econ_calendar emissions energy_grid ephemeris exploited_vulnerabilities fda_recalls federal_register flood_forecast github_releases global_disasters global_indicator global_macro gov_contracts gps_interference grid_carbon hacker_news health_surveillance hurricanes interest_rates internet_outages lightning_network live_flights marine_forecast market_hours natural_events ocean_buoys orbital_data_centers ots_calendar_health package_health pollen_forecast product_recalls public_holidays reality_check research_papers rocket_launches sanctions_screen satellite_position satellites scholarly_search sea_ice search_ai_models sec_filings security_advisories service_status shipping_status software_version space_weather spacex species_occurrences sports_pulse sst_anomaly tides trader_positioning treasury_yields uk_water us_economy vin_decode volcanoes water_levels weather_alerts weather_forecast whats_changed_since_your_training wikidata_facts wikipedia_trends wildfires world_cup world_events world_pulse

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 & specific94/94
has a description94/94
description is substantive94/94
parameters are typed94/94
parameters are described8/948/94

94 of 94 tools graded · 94 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

1/1 answers agree with the published primary source.

claim classkeyverdictprimary source
fx-ratesEURUSDagreesecb-fx

Protocol conformance observed

2025-06-18
protocol version
session model
0.8.0
server version Dynamic Feed

Capabilities: experimental prompts resources 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
2026-08-14T19:57:35Zok_tools2001962025-06-18
2026-08-12T05:32:53Zok_tools2001892025-06-18

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/ai.dynamicfeed/dynamic-feed.svg)](https://robinsaige.com/s/ai.dynamicfeed/dynamic-feed)

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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