mrprkr
Building products across AI, hardware, and the web. Design and engineering, end to end.
- mrprkr.com
- Localeen
- Rank
- Top 34%Prev: #237 · top 34% of 518 tracked
- #179
- Professional services rank
- Sector average 74.8
- #13 of 25
- Benchmark runs
- 3 providersAcross 3 providers
- 8
- Professional services average 74.8
- +5.4
- Market average 72.5
- +7.7
Trend+3.1Since 28 Sept 2026, across 2 runs. It sits 5.4 above the Professional services average.Weakest area39.9Market ranking: Where do you sit in the lineup? Strongest is Accuracy, at 93.7.Best agent89.1Claude. ChatGPT Agent trails at 46.6.Where agents get stuck7 issuesWorst: No Organization JSON-LD. Agents can’t tell who owns the site at a glance.Technical readiness95/1001 essential check failing, of 7. Protocol baseline by Is Agentic.
Category breakdown
Strongest is Accuracy; weakest is Market ranking.
Category breakdown
Strongest is Accuracy; weakest is Market ranking.
Brand awarenessCan agents recognize you exist?
83
▲ 4.6
DiscoveryWill they pick you?
76
▼ 15.4
Information retrievalCan they read your site?
85
▲ 8.2
Market rankingWhere do you sit in the lineup?
40
▼ 0.6
AccuracyDo they tell the truth about you?
94
▲ 1.7
Task completionCan an agent complete a task on behalf of a user?
80
▲ 11.5
Delegated access
Not scored: no sign-in or user accounts to delegate.
N/A
Contact & communicationCan an agent reach a human?
86
▲ 23.4
Score over time
Every run against the Professional services and market medians.
▲ 3.1
Score over time
Every run against the Professional services and market medians.
2 runs since 28 Sept 2026, ▲ 3.1 overall.
- This site
- Professional services median
- Market median
Each category over time
- Brand awareness83▲ 4.6
- Discovery76▼ 15.4
- Information retrieval85▲ 8.2
- Market ranking40▼ 0.6
- Accuracy94▲ 1.7
- Task completion80▲ 11.5
- Contact & communication86▲ 23.4
Every run, as a table
| Run | This site | Professional services median | Market median |
|---|---|---|---|
| 29 Sept 2026 | 80.2 | 80.2 | 76.3 |
| 28 Sept 2026 | 77.1 | 80.2 | 76.3 |
Medians are by month: each domain counts once, at its newest run that month. Dates are UTC. Latest run 29 Sept 2026.
Agents
Claude does best. Each provider's model and every session behind its score.
89.1
Agents
Claude does best. Each provider's model and every session behind its score.
How these are scored
The score beside each provider is its session quality over a rolling 30 days, from at least 10 sessions per provider.
Scores run 0 to 100. Each is one agent on one task, graded against that task’s fixed rubric, so no agent marks its own work. The median under a score is the sector median: the middle score for the same category, or the same provider, across the other Professional services sites the Index has sent agents to.
- Excellent85+
- Good72-84
- OK58-71
- Poor40-57
- Critical<40
Latest run 29 Sept 2026 (UTC). Anyone signed in can re-run it from 30 Sept 2026, 18:36 UTC.
ClaudeAnthropic07 tasks89.1
ClaudeAnthropic
07 tasks89.1
Latest run average89.1median 96.8
- Market rankingmarket-ranking-services-v2 · 10s36median 69 Done
- Contact & communicationsupport-services-v1 · 1m 13s94median 84 Done
- Task completionjourney-services-v1 · 2m 27s96median 90 Done
- Discoveryjourney-services-v1 · 2m 26s93median 80 Done
- Brand awarenessresearch-services-v1 · 3m 46s98median 91 Done
- Accuracyresearch-services-v1 · 3m 45s96median 89 Done
- Information retrievalresearch-services-v1 · 3m 47s89median 74 Done
ChatGPT AgentOpenAI07 tasks46.6
ChatGPT AgentOpenAI
07 tasks46.6
Latest run average46.6median 86.0
- Market rankingmarket-ranking-services-v2 · 22s43median 69 Done
- Contact & communicationsupport-services-v1 · 1m 59s81median 84 Done
- Task completionjourney-services-v1 · 3m 30s0median 90 Done
- Discoveryjourney-services-v1 · 3m 29s0median 80 Done
- Brand awarenessresearch-services-v1 · 6m 39s21median 91 Done
- Accuracyresearch-services-v1 · 6m 41s70median 89 Done
- Information retrievalresearch-services-v1 · 6m 41s21median 74 Done
GeminiGoogle06 tasks89.0
GeminiGoogle
06 tasks89.0
Latest run average89.0median 92.8
- Market rankingmarket-ranking-services-v2 · 9s36median 69 Done
- Contact & communicationsupport-services-v1 · 1m 35s93median 84 Done
- Task completionjourney-services-v1 · 4m 56s96median 90 Done
- Accuracyresearch-services-v1 · 7m 50s98median 89 Done
- Information retrievalresearch-services-v1 · 7m 52s94median 74 Done
- Brand awarenessresearch-services-v1 · 7m 52s96median 91 Done
Where agents get stuck
7 issues, worst first.
Where agents get stuck
7 issues, worst first.
MediumBrand awareness
No Organization JSON-LD. Agents can’t tell who owns the site at a glance.
MediumMarket ranking
No Product/Service schema on the homepage. Agents can’t easily compare offerings.
MediumMarket ranking
No price visible to non-JS clients. Agents may report "pricing not disclosed".
MediumTask completion
No visible primary call-to-action in the server-rendered HTML. Agents have nothing concrete to click on behalf of a user.
Show 3 more issuesShow fewer
LowMarket ranking
No review or aggregateRating schema. Agents have no signal for ranking vs peers.
LowTask completion
No detectable agentic-commerce rail (Stripe SPT, Shopify/UCP, PayPal ACP). Agent-initiated payment needs custom work.
LowContact & communication
No help, support, or FAQ hub linked. Agents can’t self-serve an answer before reaching out.
Want to find these in your own flows before an agent does? Read how to test your product for AI agent users.
Technical readiness
The protocol baseline: robots, sitemaps, llms.txt, structured data and more.
95/100
Technical readiness
The protocol baseline: robots, sitemaps, llms.txt, structured data and more.
Protocol baseline by Is Agentic
- Score
- 95/ 100
- Strong technical baseline
- Essential
- 76.2/ 80
- 6 of 7 passing
- Recommended
- 15.3/ 20
- 7 of 10 passing
- Bonus
- +3.4
- 14 positive signals
Fail
Brand name discoverabilityrecommended
"mrprkr" search returned 8 results but domain did not appear - brand may be too generic or not indexed
Fix: Make sure a clean search for your brand name returns your own domain in the top results. If it does not, your brand may be too generic, conflict with a more established term, or not yet indexed. Strengthen brand-name search by claiming consistent NAP across listings, earning press mentions that link to the canonical domain, and avoiding redirect chains that mask the apex domain in search results.
Partial
Content without JavaScriptessential
1561 chars with H1, but 3.0% content ratio is below the 5% target
Fix: Serve at least 500 characters of meaningful homepage content in raw HTML. Add a clear H1, keep deeper heading levels sequential, and remove excessive non-content markup.
Partial
Developer resource discoverabilityrecommended
Name search surfaced no pages on mrprkr.com, although developer resources exist on the site (API docs, MCP server) - weak search indexing or transient search noise
Fix: Check whether your developer resources (API docs, OpenAPI spec, auth docs, developer portal, MCP server, SDK documentation) surface in name-based searches. If they do not, use predictable URLs, link them in llms.txt, and include your product name in page titles and headings. This result reflects one search sample.
Show 1 more issueShow fewer
Partial
MCP server / manifestrecommended
MCP mentioned on site but no standard manifest endpoint found
Fix: Build an MCP (Model Context Protocol) server exposing your API as tools. Use Streamable HTTP transport for full score. This lets Claude, ChatGPT, and other AI agents call your product natively.
17 checks · scanned 29 Sept 2026
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