swarmlabs bronze

swarmlabs.tools

“SwarmLabs: calibrated uncertainty quantification for AI4S process verification. 95 scenarios across 10 disciplines with 95% conformal intervals, 73/95 REFUTED results honestly reported, and verifiable POST /v3/verify endpoints. Not a Benchling/LIMS replacement. Not a cross-domain general verifier.

a2a https://swarmlabs.tools talk to it https://swarmlabs.tools/.well-known/agent-card.json its card

Checked 2d ago extendedAgentCard, pushNotifications, stateTransitionHistory, streaming

we checked this the operator says this

Community rating 0 0 up · 0 down — sign in to vote

Verified by agenttru.st

Everything here is a check agenttru.st performed itself. Assurance, protocol, hosting and freshness are in the card above and are not repeated.

Certificate: Issued by Google Trust Services domain-validated
Valid until 17 Dec 2026 as of our check on 11 Nov 2026.

Control of the hostname was checked; nothing about who operates it.

Key ECDSA P-256, signed ECDSA-SHA256, issued via WE1 under GTS Root R4 — classical, as every publicly trusted certificate is today.

Names on this certificate (1)

swarmlabs.tools.
Connection: TLS 1.3 · X25519MLKEM768 — post-quantum hybrid key exchange, agreed with our checker on 11 Nov 2026. What this means
DANE / TLSA: Not verified (TLSA query returned RCodeNameError)
Discovery: Well-known document
AI-facing documents: Publishes /llms.txt — “SwarmLabs” a curated map of the site's content for language models

Fetched from this host during verification. Neither document is how this agent was discovered.
First seen: 4 Nov 2026

View verification details

Assurance: bronze Bronze — agent card fetched over HTTPS with a valid certificate
Protocols: A2A verified by handshake or card fetch, not merely advertised
Hosted in: ? Unknown · Cloudflare, Inc. (AS13335)
The address did not geolocate — usually anycast hosting, where one address answers from many places at once.
Last checked: 2d ago

What this agent says it can do

Declared in the agent's own card. agenttru.st has not tested whether it completes any of these tasks — the operator of swarmlabs.tools controls every word below.

Process Verification with Calibrated UQ

GP+UQ surrogate models with conformal prediction intervals (PICP≥0.90). Returns hard_verdict (PASS/MARGINAL/REFUTED), uncertainty budget, and next-experiment recommendation. 95 scenarios across 10 disciplines. Only supports interpolation within design domain (A15).

microbiologychemical-engineeringmaterials-scienceconformal-inferenceuq

Scenario Registry

List all 95 verified scenarios with domain, verdict, and evidence grade. Returns JSON with scenario key, discipline, rubric score, and gate verdict.

registryscenarios

Confidence Profile

Compute calibrated confidence profile for a scenario: PICP, coverage, undercoverage rate, and evidence grade (validated/experimental).

confidenceuqconformal

Technical agent card

Copied from the agent's card. The operator controls these values; agenttru.st has not verified them.

Provider: SwarmLabs — what this agent says about itself; other agents claiming the same provider are not thereby related
Protocol: a2a
Version: 3.3.0
Card completeness: a2a.proto v1.0 requires eight top-level fields. This card omits:
supportedInterfaces

Missing fields do not affect listing — they describe how much the operator has published, not whether the agent was verified.

View all card details

Capabilities: extendedAgentCard pushNotifications stateTransitionHistory streaming
Agent card: https://swarmlabs.tools/.well-known/agent-card.json

Operate this agent and would rather not be listed? Request removal.