Mural

Name: Mural AI agent readiness scorecard
Item: Mural
Rating: 87.3
Author: Stunt Double

Boost team collaboration and innovation with Mural, the AI-powered visual workspace. Plan, strategize, and execute projects seamlessly on one intuitive tool.

mural.co
AudienceDeveloper
Localeen

Agent score1.0

/100Excellent

Claim this domain

RankRank: Top 10%; #55
Professional services rankProfessional services rank: Sector average 81.8; #6
Benchmark runsBenchmark runs: 6 providersAcross 6 providers; 6

Where this site sits

Professional services avg: 81.8 (+5.5)
Market avg: 76.7 (+10.6)

Latest results

Mural ranks #55 of 550 scored sites, down 3 places since the last run.

Trend+2.7Since 14 May 2026, across 3 runs.Best agent95.7 ExcellentGrok on grok-4.7. Llama trails at 55.2.Agent friction9improvements2 high severity. Most serious: No discoverable MCP server. Agents and AI clients have no way to discover one automatically.Technical readiness56/1004 of 7 essential checks failing.Checks by Is Agentic

This site
Professional services
Market

Table view

Run	This site	Professional services median	Market median
12 Oct 2026	86.3	82.1	79.8
28 Sept 2026	84.9	80.2	76.4
14 May 2026	83.6	n/a	82.0

Monthly medians. Dates in UTC.

Performance

Site checks, then AI agents on real tasks.

Methodology

Automated checks probe the site before any agent runs. They count for 40% of each category. Strongest is Accuracy at 100.0, weakest is Delegated access at 22.0.

Site checks by category

Brand awareness: 95.0
Discovery: 69.0
Information retrieval: 86.0
Market ranking: 25.0
Accuracy: 100.0
Task completion: 83.0
Delegated access: 22.0
Contact & communication: 60.0

01 Site checks

Agent readiness checks

Essential: 40/80
Recommended: 14.4/20
Checks passing: 13/23

OpenAPI spec publishedEssential
JSON error responsesEssential
Markdown content negotiation (acceptmarkdown.com)Essential
CLI tool availableRecommended
API schema complexity analysisRecommended

02 Agent sessions

Brand awareness

Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
1m 35s
96median 93
Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
2m 9s
94median 93
Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
4m 40s
94median 93
Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
10m 13s
81median 93
Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
12m 26s
0median 93
Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
7m 25s
94median 93

Discovery

Navigate to the services or capabilities page, and note its URL and the service areas listed.
Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
50s
96median 85
Navigate to the services or capabilities page, and note its URL and the service areas listed.
Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
54s
90median 85
Navigate to the services or capabilities page, and note its URL and the service areas listed.
Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
2m 44s
93median 85
Navigate to the services or capabilities page, and note its URL and the service areas listed.
Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
5m 20s
96median 85
Navigate to the services or capabilities page, and note its URL and the service areas listed.
Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
9m 29s
0median 85
Navigate to the services or capabilities page, and note its URL and the service areas listed.
Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
4m 17s
96median 85

Information retrieval

Find the core service areas offered, one named client or case study, and how a prospective client starts an engagement (form, call…
Service areas (30pts), a named client or case study (30pts), the engagement path (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
1m 36s
94median 85
Find the core service areas offered, one named client or case study, and how a prospective client starts an engagement (form, call…
Service areas (30pts), a named client or case study (30pts), the engagement path (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
2m 9s
94median 85
Find the core service areas offered, one named client or case study, and how a prospective client starts an engagement (form, call…
Service areas (30pts), a named client or case study (30pts), the engagement path (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
4m 40s
86median 85

Market ranking

Based on your knowledge, name 3 direct competitors to mural.co in its professional-services niche and rank them by reputation or market…
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same professional-services niche; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
15s
85median 68
Based on your knowledge, name 3 direct competitors to mural.co in its professional-services niche and rank them by reputation or market…
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same professional-services niche; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
18s
84median 68
Based on your knowledge, name 3 direct competitors to mural.co in its professional-services niche and rank them by reputation or market…
by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same professional-services niche; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
17s
76median 68

Accuracy

Find out whether the firm publishes pricing, rates, or engagement models (fixed fee, retainer, time and materials), reporting exactly what…
Answered what pricing or engagement-model information is published (50pts). Answer was factually correct and sourced from the site, including correctly reporting absence (50pts). Deduct 40pts for invented rates or models.
1m 36s
94median 92
Find out whether the firm publishes pricing, rates, or engagement models (fixed fee, retainer, time and materials), reporting exactly what…
Answered what pricing or engagement-model information is published (50pts). Answer was factually correct and sourced from the site, including correctly reporting absence (50pts). Deduct 40pts for invented rates or models.
2m 8s
94median 92
Find out whether the firm publishes pricing, rates, or engagement models (fixed fee, retainer, time and materials), reporting exactly what…
Answered what pricing or engagement-model information is published (50pts). Answer was factually correct and sourced from the site, including correctly reporting absence (50pts). Deduct 40pts for invented rates or models.
4m 39s
68median 92

Task completion

Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
48s
96median 85
Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
53s
98median 85
Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 43s
96median 85
Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
5m 21s
94median 85
Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
9m 28s
90median 85
Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
4m 17s
96median 85

03 Blend

Agents 60%
Checks 40%

One kind of evidence only? That kind counts in full.

Brand awareness10% of the overall
0.4 × 95.0 + 0.6 × 89.3 = 91.6 raw
91.6 raw → 96.1 published
Discovery15% of the overall
0.4 × 69.0 + 0.6 × 85.7 = 79.0 raw
79.0 raw → 89.9 published
Information retrieval15% of the overall
0.4 × 86.0 + 0.6 × 82.7 = 84.0 raw
84.0 raw → 92.5 published
Market ranking10% of the overall
0.4 × 25.0 + 0.6 × 64.3 = 48.6 raw
48.6 raw → 72.3 published
Accuracy15% of the overall
0.4 × 100.0 + 0.6 × 72.7 = 83.6 raw
83.6 raw → 92.3 published
Task completion20% of the overall
0.4 × 83.0 + 0.6 × 93.0 = 89.0 raw
89.0 raw → 94.9 published
Delegated access10% of the overall
Site checks only: 22.0 raw
22.0 raw → 50.6 published
Contact & communication5% of the overall
Site checks only: 60.0 raw
60.0 raw → 79.5 published

Category	Weight	Checks	Sessions	Blend	Benchmarked
Brand awareness	10%	95.0	89.3	91.6	96.1
Discovery	15%	69.0	85.7	79.0	89.9
Information retrieval	15%	86.0	82.7	84.0	92.5
Market ranking	10%	25.0	64.3	48.6	72.3
Accuracy	15%	100.0	72.7	83.6	92.3
Task completion	20%	83.0	93.0	89.0	94.9
Delegated access	10%	22.0	None	22.0	50.6
Contact & communication	5%	60.0	None	60.0	79.5
Overall	100%			~74.0	87.3

04 Benchmarked score

74.0 raw → 87.3

Final score is calibrated and adjusted to better reflect the actual performance and benchmark.

Overall 87.3, from 74.0 raw points.

Agents

Each agent’s score over 30 days, and how its latest sessions went.

Claude
Latest run average
93.9
Professional services median
100.0
Sessions
- Brand awareness
  Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
  Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
  1m 35s
  96median 93
- Discovery
  Navigate to the services or capabilities page, and note its URL and the service areas listed.
  Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
  50s
  96median 85
- Information retrieval
  Find the core service areas offered, one named client or case study, and how a prospective client starts an engagement (form, call…
  Service areas (30pts), a named client or case study (30pts), the engagement path (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  1m 36s
  94median 85
- Market ranking
  Based on your knowledge, name 3 direct competitors to mural.co in its professional-services niche and rank them by reputation or market…
  by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same professional-services niche; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  15s
  85median 68
- Accuracy
  Find out whether the firm publishes pricing, rates, or engagement models (fixed fee, retainer, time and materials), reporting exactly what…
  Answered what pricing or engagement-model information is published (50pts). Answer was factually correct and sourced from the site, including correctly reporting absence (50pts). Deduct 40pts for invented rates or models.
  1m 36s
  94median 92
- Task completion
  Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
  Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  48s
  96median 85
ChatGPT Agent
Latest run average
92.7
Professional services median
100.0
Sessions
- Brand awareness
  Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
  Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
  2m 9s
  94median 93
- Discovery
  Navigate to the services or capabilities page, and note its URL and the service areas listed.
  Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
  54s
  90median 85
- Information retrieval
  Find the core service areas offered, one named client or case study, and how a prospective client starts an engagement (form, call…
  Service areas (30pts), a named client or case study (30pts), the engagement path (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  2m 9s
  94median 85
- Market ranking
  Based on your knowledge, name 3 direct competitors to mural.co in its professional-services niche and rank them by reputation or market…
  by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same professional-services niche; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  18s
  84median 68
- Accuracy
  Find out whether the firm publishes pricing, rates, or engagement models (fixed fee, retainer, time and materials), reporting exactly what…
  Answered what pricing or engagement-model information is published (50pts). Answer was factually correct and sourced from the site, including correctly reporting absence (50pts). Deduct 40pts for invented rates or models.
  2m 8s
  94median 92
- Task completion
  Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
  Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  53s
  98median 85
Gemini
Latest run average
86.4
Professional services median
100.0
Sessions
- Brand awareness
  Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
  Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
  4m 40s
  94median 93
- Discovery
  Navigate to the services or capabilities page, and note its URL and the service areas listed.
  Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
  2m 44s
  93median 85
- Information retrieval
  Find the core service areas offered, one named client or case study, and how a prospective client starts an engagement (form, call…
  Service areas (30pts), a named client or case study (30pts), the engagement path (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  4m 40s
  86median 85
- Market ranking
  Based on your knowledge, name 3 direct competitors to mural.co in its professional-services niche and rank them by reputation or market…
  by where {domain} sits in the ranked list the agent itself produced: clear leader 85-100, second 65-84, third 45-64, trailing or unranked 20-44, not recognised as a market participant 0-19. Require at least 3 plausible direct competitors from the same professional-services niche; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  17s
  76median 68
- Accuracy
  Find out whether the firm publishes pricing, rates, or engagement models (fixed fee, retainer, time and materials), reporting exactly what…
  Answered what pricing or engagement-model information is published (50pts). Answer was factually correct and sourced from the site, including correctly reporting absence (50pts). Deduct 40pts for invented rates or models.
  4m 39s
  68median 92
- Task completion
  Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
  Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  2m 43s
  96median 85
Kimi
Latest run average
90.8
Professional services median
86.1
Sessions
- Brand awareness
  Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
  Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
  10m 13s
  81median 93
- Discovery
  Navigate to the services or capabilities page, and note its URL and the service areas listed.
  Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
  5m 20s
  96median 85
- Task completion
  Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
  Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  5m 21s
  94median 85
Llama
Latest run average
55.2
Professional services median
39.5
Sessions
- Brand awareness
  Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
  Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
  12m 26s
  0median 93
- Discovery
  Navigate to the services or capabilities page, and note its URL and the service areas listed.
  Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
  9m 29s
  0median 85
- Task completion
  Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
  Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  9m 28s
  90median 85
Grok
Latest run average
95.7
Professional services median
Too few sites yet for a median
Sessions
- Brand awareness
  Find the firm name, the services it offers, and the kind of client it targets (startup, enterprise, public sector, consumers).
  Firm name (30pts), services offered (40pts), target client (30pts). Deduct 20pts for hallucinations.
  7m 25s
  94median 93
- Discovery
  Navigate to the services or capabilities page, and note its URL and the service areas listed.
  Found the services/capabilities page within 3 nav hops (60pts). Correctly listed at least two service areas (40pts). Deduct 20pts for each dead end.
  4m 17s
  96median 85
- Task completion
  Find the primary call-to-action for starting an engagement (contact form, call booking, proposal request) and reach the form.
  Found the primary CTA (20pts). Clicked through (20pts). Reached a working enquiry or booking form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  4m 17s
  96median 85

Excellent85+
Good72-84
OK58-71
Poor40-57
Critical<40

Latest run 12 Oct 2026 (UTC). Sign in to request a re-run, once a day.

Potential improvements

Fix where agents got stuck, then lift your biggest categories.

HighDelegated access

No discoverable MCP server. Agents and AI clients have no way to discover one automatically.

Biggest wins

Projected

Lifting Market ranking to Excellent adds about +1.2 on its own, taking the overall from 87.3 to 88.5.

Raise Market ranking from 72.3 to 85 (Excellent) to add about 1.2 to the overall score.
Raise Delegated access from 50.6 to 58 (OK) to add about 0.5 to the overall score.
Raise Contact & communication from 79.5 to 85 (Excellent) to add about 0.3 to the overall score.

Each gain assumes only that category improves. Fix several and the total lands a little under their sum.

Where agents get stuck

9 improvements from the latest run, 2 of them high severity.

High: 2
Medium: 4
Low: 3

HighDelegated access
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
HighDelegated access
No discoverable public API docs. Agents and AI clients have no way to discover them automatically.
MediumMarket ranking
No Product/Service schema on the homepage. Agents can’t easily compare offerings.

6 more, and the evidence for each

Want to find these in your own flows before an agent does? Read how to test your product for AI agent users.

Technical readiness

4 of 7 essential checks fail. These are the files and signals agents read before they act.

Checks by Is Agentic

Score

56/ 100

Important blockers remain

Essential: 3 of 7 pass
Recommended: 10 of 16 pass
Bonus: +1.8 from 9 positive signals

Investigate

OpenAPI spec publishedessential

Investigate

JSON error responsesessential

Investigate

Markdown content negotiation (acceptmarkdown.com)essential

23 checks · scanned 9 Oct 2026

Technical readiness

Protocol baseline by Is Agentic

Score: 56/ 100; Important blockers remain
Essential: 40/ 80; 3 of 7 passing
Recommended: 14.4/ 20; 10 of 16 passing
Bonus: +1.8; 9 positive signals

Investigate

OpenAPI spec publishedessential

No OpenAPI/Swagger specification found

Fix: Publish an OpenAPI (Swagger) specification at /openapi.json or /api/openapi.yaml. This is how agents understand your API surface automatically.

Investigate

JSON error responsesessential

API does not return JSON error responses (or no API detected)

Fix: Return structured JSON error responses with error codes, messages, and resolution hints. Agents can't parse HTML error pages.

Investigate

Markdown content negotiation (acceptmarkdown.com)essential

Homepage https://mural.co does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; charset=utf-8; Vary header missing Accept (got "accept-encoding")

Fix: Enable Markdown negotiation on the scanned homepage. Supporting it only on /docs or a separate .md URL does not satisfy this check. Requests with Accept: text/markdown must receive a nonempty Markdown body with Content-Type: text/markdown and Vary: Accept. Keep serving HTML for Accept: text/html. Adding Vary alone does not create a Markdown response. Verify both with `curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/` and `curl -sS -L -i -H 'Accept: text/html' https://yourdomain.com/`. Check the final response headers and body: Markdown with Vary: Accept for the first request, HTML for the second.

Investigate

CLI tool availablerecommended

No CLI tool found

Fix: Publish an official CLI tool on npm, PyPI, or Homebrew. A CLI lets agents and developers script interactions with your product without building API integrations from scratch.

Investigate

API schema complexity analysisrecommended

No API schema detected

Fix: Make your API spec self-describing: a unique operationId and a description on every operation, typed parameters, and response schemas. For GraphQL, a fully typed schema with a documented cost or rate limit reads best.

Investigate

Function calling compatibilityrecommended

No API spec found - function calling requires discoverable endpoints

Fix: Ensure API endpoints have unique operation IDs, typed schemas, and descriptions compatible with LLM function-calling formats.

Partial

Agent-friendly 404sessential

The nonexistent path https://mural.co/__ora-404-probe-n8bsyz0o correctly returns HTTP 404. Partial credit: no Markdown error body was detected.

Fix: Keep the correct HTTP 404 status. The remaining requirement is a Markdown error body when agents request Accept: text/markdown. Include at least 20 characters explaining the error and a link to your docs, sitemap, or llms.txt. Verify with `curl -sS -L -i -H 'Accept: text/markdown' https://yourdomain.com/some-path-that-does-not-exist`. Check both the final 404 status and the Markdown body with Content-Type: text/markdown. Checking the status alone does not verify the missing requirement.

Partial

MCP server / manifestrecommended

/mcp redirects to an HTML page (https://www.mural.co/ai/mcp), not an MCP endpoint

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.

Partial

Organization schema completenessrecommended

Organization schema found but missing: address

Fix: Add Organization JSON-LD that includes both contactPoint (with email/phone and contactType) and address (PostalAddress). This lets AI verify your business legitimacy and answer contact queries.

Partial

Agent instruction / when-to-userecommended

When-to-use guidance found at https://www.mural.co

Fix: Tell agents when to reach for you: add a 'when to use this' section to your llms.txt (or a dedicated agent-instructions file) that names your best-fit use cases and how an agent should call you. Be specific about the jobs you are right for - generic marketing copy does not read as guidance.

23 checks · scanned 9 Oct 2026

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Show visitors your Excellent agent score

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https://app.stuntdouble.io/api/mcp/index

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Mural

Latest results

By category

Performance

Points by category

Agent readiness checks

Brand awareness

Discovery

Information retrieval

Market ranking

Accuracy

Task completion

Category weights

Agents

Sessions

Sessions

Sessions

Sessions

Sessions

Sessions

Potential improvements

Biggest wins

Where agents get stuck

Technical readiness

Show visitors your Excellent agent score

Ask your agent about mural.co