Should my agent depend on the MCP server ai.flowcastle/flowcastle?

Verdict: allow — mid-slow-solo — safe to depend on As of 2026-08-15T11:28:18Z: a dated observation with receipts, not a warranty.

FlowCastle

ai.flowcastle/flowcastle

Build, edit, and deploy Telegram bots on FlowCastle's hosted visual flow platform.

— the operator's own registry description reported

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

allow

verdict

mid-slow-solo

cluster

ok_tools

answers

tools served

Dependency rating derived

allow — mid-slow-solo — safe to depend on

Cluster mid-slow-solo · distinctiveness 0.345 (typical). Every figure is a percentile or class within the 11,094-server census — see the whole spectrum.

Reach — can an agent get to it?

answersalive_tools

latency380 ms

vs populationslow

protocolcurrent

authopen

Use — can it use it?

tools28

vs populationmid

capabilities2

harnessA

Trust — can it rely on it?

identitysolo

servers on its host1

verifiabilityunassessed

duplicate inventoryno

drift events0

answers trueno primary

🔏 Signed receipt rr_df89b923dfdc0c65eefa892a · 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

apply_actions create_application create_contact get_action_schema get_application_context get_block_details get_broadcast_analytics get_broadcast_details get_contact get_design_guidelines get_flow_context get_flow_example get_module_catalog get_module_details get_variable_context get_workspace_summary install_module list_applications list_broadcasts list_contacts list_watched_groups search_flow_examples send_message set_watched_groups sync_dialog_contacts update_application update_contact validate_actions

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 check	tools passing	ok
name is clear & specific	28/28	✓
has a description	28/28	✓
description is substantive	28/28	✓
parameters are typed	28/28	✓
parameters are described	28/28	✓

28 of 28 tools graded · 28 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 in the Tier-2 trade lane, or not yet checked. Tier-2 re-derives a server's answers against published primary sources — see truth checks.

Protocol conformance observed

2025-06-18

protocol version

—

session model

0.1.0

server version telegram-flow-builder-mcp

Capabilities: logging 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)

date	type	what changed
2026-08-12	outcome	first probe: ok_tools

raw probe records

probed (UTC)	outcome	http	ms	protocol
2026-08-14T19:57:35Z	ok_tools	200	380	2025-06-18
2026-08-12T05:32:53Z	ok_tools	200	412	2025-06-18

Watch or embed this verdict

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.flowcastle/flowcastle.svg)](https://robinsaige.com/s/ai.flowcastle/flowcastle)

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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