Robin Saige we check the tools AI agents call

Twelvedata

io.github.pipeworx-io/twelvedata

Twelve Data: stocks/ETF/forex/crypto time series, quotes, dividends, splits, earnings.

— the operator's own registry description reported

Publisher io.github.pipeworx-io · first seen 2026-08-12 · endpoint https://gateway.pipeworx.io/twelvedata/mcp

allow
verdict
gateway
cluster
ok_tools
answers
48
tools served

Dependency rating derived

allow — gateway — safe to depend on

Cluster gateway · distinctiveness 0.859 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Reach — can an agent get to it?
answersalive_tools
latency26 ms
vs populationfast
protocolcurrent
authopen
Use — can it use it?
tools48
vs populationhigh
capabilities3
harnessA
Trust — can it rely on it?
identityfarm_member
servers on its host1312
verifiabilityunassessed
duplicate inventoryno
drift events0
answers true0/0 agree

🔏 Signed receipt rr_b92b761989af39f4dd237775 · 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.

Tools last seen

ai_visibility_check ask_pipeworx ask_pipeworx_beta ask_pipeworx_grounded bet_research compare_entities cryptocurrencies currency_conversion deep_research discover_tools dividends earnings earnings_calendar entity_profile eod etfs exchange_rate forex_pairs forget generate_llms_txt indices list_subscriptions pipeworx_feedback pipeworx_trending polymarket_arbitrage polymarket_edge_tracker polymarket_edges polymarket_fill_risk polymarket_kalshi_spread price profile quote recall recent_alerts recent_changes remember resolve_entity scan_competitor_ai_presence scan_dependency search_within splits stocks subscribe suggest_questions technical_indicator time_series unsubscribe validate_claim

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 A — an agent can pick and call these reliably.

legibility checktools passingok
name is clear & specific48/48
has a description48/48
description is substantive48/48
parameters are typed48/48
parameters are described48/48

48 of 48 tools graded · 48 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

0/0 answers agree with the published primary source · 1 unverifiable.

claim classkeyverdictprimary source
fx-ratesEURUSDunverifiableecb-fx

Protocol conformance observed

2025-06-18
protocol version
session model
0.1.0
server version pipeworx-gateway

Capabilities: prompts resources tools

Drift

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

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
raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T20:00:07Zok_tools200262025-06-18
2026-08-12T05:35:20Zok_tools200202025-06-18

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/io.github.pipeworx-io/twelvedata.svg)](https://robinsaige.com/s/io.github.pipeworx-io/twelvedata)

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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