Robin Saige we check the tools AI agents call

Sipflow

dev.sipflow/sipflow

SIP/VoIP/telecom grounding for AI agents: vendor docs, RFCs, STIR/SHAKEN, traces, configs.

— the operator's own registry description reported

Publisher dev.sipflow · first seen 2026-08-12 · endpoint https://mcp.sipflow.dev/mcp

allow
verdict
mid-solo
cluster
ok_tools
answers
22
tools served

Dependency rating derived

allow — mid-solo — safe to depend on

Cluster mid-solo · distinctiveness 0.447 (moderate). 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
latency285 ms
vs populationtypical
protocolcurrent
authopen
Use — can it use it?
tools22
vs populationmid
capabilities3
harnessA
Trust — can it rely on it?
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_0893a9f8f24152e407a0fd47 · 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

compare_sdp_offer_answer detect_sip_stack detect_sip_vendor_from_config diff_sip_messages dns_diagnose_sip_target fetch_sipflow_share lint_sip_request lookup_response_code lookup_sip_header minimize_sip_trace parse_sdp parse_sip_message render_sip_ladder review_sip_config search_sip_docs sip_ladder_example stir_attestation_explainer submit_sipflow_feedback troubleshoot_response_code validate_e164_number validate_stir_shaken_identity webrtc_sip_checklist

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 & specific22/22
has a description22/22
description is substantive22/22
parameters are typed22/22
parameters are described22/22

22 of 22 tools graded · 22 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
0.2.0
server version sipflow

Capabilities: completions 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
2026-08-14T19:58:45Zok_tools2002852025-06-18
2026-08-12T05:33:59Zok_tools2004392025-06-18

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/dev.sipflow/sipflow.svg)](https://robinsaige.com/s/dev.sipflow/sipflow)

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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