pragma.vision Technology observatory & strategic foresight

Verification register AI & Agents

Readiness verdict

MCP-Bench

A dated reading of what is claimed, reported, and independently verified in the current evidence.

As of
2026-10-01
Revision
3
Method
v1.4.0

Current reading

Readiness band and full integer triple

AI-assisted assembly · derived results

Readiness band

Watch

Primary summary from verified readiness

Confidence
89% · stale
Computed at
2026-10-01T05:05:48.626021+00:00
Claimed
55

Public ambition and stated capability

Reported
40

Observed practitioner reporting

Verified
35

Independently supported evidence

Gap
+20

Claimed leads verified

Evidence strength Growing

Decision

What the current evidence supports

Agent-assisted assessment · independently reviewed · 2026-10-01

Use as one component of a research evaluation suite.

Why
Independent experiments demonstrate bounded usability, while live-service drift and judge dependence limit comparisons across runs.
Next
Record server configurations, service failures and judge settings; supplement scores with deterministic checks and human-reviewed samples.

Constraints

Blockers

  • External API credentials and service availability
  • Live data and schema drift
  • Judge-model dependence
  • Limited independent full-suite reproduction

Evidence summary

Derived counts

AI-assisted assembly

Total
10
Tier 1
7
Tier 2
3
Tier 3
0
Supports
7
Contradicts
2
Context
1
Latest observed
2026-06-10

Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.

Publication record

Revisions

Revision 3

  1. 2026-07-19 Reading moved from ready to ready.
  2. 2026-09-22 Reading moved from ready to ready.
  3. 2026-10-01 Reading moved from ready to watch.

Your opinion

Tell us anything.

What works, what doesn't, what's missing — especially about our watches, lenses, and the register itself. Anonymous is fine; leave an email if you'd like a reply.