MCP reviews · Evidence first

MCP reviews you can inspect, not just trust.

Compare recorded evidence for a specific endpoint and profile. Start with the available metadata baselines, then see the deeper testing we plan to add.

A report before a rating.

Four passing metadata checks do not make an 80/100 score. We show the checks, the evidence and the gaps.

Inspect the comparison

Current test coverage

MCPMetadata available
ChatGPTPlanned · not tested
ClaudePlanned · not tested

01 / Available now

Two endpoints. The same bounded checks.

These are internal reference runs, not independent reviews or customer endorsements.

Internal reference report

Firecrawl

Anonymous endpoint profile

4

Metadata checks passed

3

Advertised tools

Tool executions
0
ChatGPT / Claude
Not tested
OAuth
Not tested
Inspect report

Internal, unpaid reference. GraphCanon’s owner works at Firecrawl.

Internal reference report

GraphCanon

Anonymous endpoint profile

4

Metadata checks passed

9

Advertised tools

Tool executions
0
ChatGPT / Claude
Not tested
OAuth
Not tested
Inspect report

Internal, unpaid reference. GraphCanon is our own product.

Swipe or scroll sideways to compare both endpoints.

Two endpoints. The same bounded checks.
Current test coverageFirecrawlGraphCanon
Metadata checks passed4 passed4 passed
Advertised tools39
Tool executions00
OAuth / ChatGPT / ClaudeNot testedNot tested
Overall scoreNot assignedNot assigned

Recorded 15 October 2026 using runner 1.0.1. Different tool counts reflect different profiles, not a quality ranking. These snapshots do not monitor current availability.

02 / How we review

Each claim needs its own kind of evidence.

01 / Available now

Inspect the connection

Protocol negotiation, initialization, the advertised tool catalog and SDK metadata shape. The current reports stop here.

02 / Planned

Exercise real tasks

Scoped sandbox tasks, input errors, authentication and recovery. Tool declarations alone cannot establish behavior or safety.

03 / Planned

Test in the actual client

Separate ChatGPT and Claude trials with the product, model, permissions and date recorded. API tests and emulation will not count as real-client verification.

03 / Review options

Pay for useful testing, never for a better result.

The public baselines are free. Paid review scope and pricing are still being developed; no paid service is available to purchase here.

Free · available

Public baselines

Read the two published metadata reports and download their evidence. No account is required.

Inspect the comparison
Planned

Scoped MCP review

A planned specialist review of one endpoint, agreed tasks and client configurations, with findings you can reproduce.

Scope and price to be validated.

Planned

Release monitoring

Planned repeat checks against an agreed baseline, with changes and newly missing coverage made visible.

Scope and price to be validated.

Have an MCP endpoint worth reviewing?

Email a public endpoint or repository, the client you care about and one task you need to work. We will discuss scope and sandbox access before any testing.

Opens your email app. Do not send keys, tokens or private customer data. This is a scope request, not an automatic scan or purchase.

Discuss a review

Payment will not change findings or organic rankings. Internal relationships are disclosed on every reference report. No official certification or platform approval is implied.

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