Aiinterconnect

Name: Aiinterconnect AI agent readiness scorecard
Item: Aiinterconnect
Rating: 77
Author: Stunt Double

aiinterconnect.com
AudienceB2B
Localeen

Agent score5.5

/100Good

Claim this domain

RankRank: Top 46%; #246
Developer tools rankDeveloper tools rank: Sector average 71.8; #7
Benchmark runsBenchmark runs: 6 providersAcross 6 providers; 1

Where this site sits

Developer tools avg: 71.8 (+5.2)
Market avg: 72.6 (+4.4)

Latest results

Aiinterconnect ranks #246 of 529 scored sites.

Trend77.0 GoodOne run so far. The trend starts after the next one.Best agent83.6 GoodChatGPT Agent on gpt-6-luna. Llama trails at 47.4.Agent friction17improvements1 high severity. Most serious: No discoverable MCP server. Agents and AI clients have no way to discover one automatically.

First run. The comparison starts after the next one.

This site
Developer tools
Market

Table view

Run	This site	Developer tools median	Market median
6 Oct 2026	77.0	n/a	87.2

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 Information retrieval at 80.0, weakest is Delegated access at 25.0.

Site checks by category

Brand awareness: 40.0
Discovery: 35.0
Information retrieval: 80.0
Market ranking: 25.0
Accuracy: 65.0
Task completion: 45.0
Delegated access: 25.0
Contact & communication: 50.0

01 Site checks

02 Agent sessions

Brand awareness

Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
1m 14s
93median 93
Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
1m 52s
90median 93
Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
5m 39s
93median 93
Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
10m 34s
90median 93
Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
5m 10s
62median 93
Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
15m 44s
80median 93

Discovery

Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
46s
73median 69
Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
1m 12s
62median 69
Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
3m 7s
36median 69
Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
6m 47s
36median 69
Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
3m 20s
36median 69
Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
6m 31s
62median 69

Information retrieval

Find the command or package name used to install it (npm, pip, brew, CLI download or similar), the latest released version or release…
Install command or package name (30pts), latest version or release date (30pts), free tier or licence (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
1m 14s
85median 74
Find the command or package name used to install it (npm, pip, brew, CLI download or similar), the latest released version or release…
Install command or package name (30pts), latest version or release date (30pts), free tier or licence (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
1m 53s
93median 74
Find the command or package name used to install it (npm, pip, brew, CLI download or similar), the latest released version or release…
Install command or package name (30pts), latest version or release date (30pts), free tier or licence (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
5m 38s
85median 74

Market ranking

Based on your knowledge, name 3 direct competitors to aiinterconnect.com in the same developer-tools category and rank them by developer…
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 developer-tools category; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
12s
54median 54
Based on your knowledge, name 3 direct competitors to aiinterconnect.com in the same developer-tools category and rank them by developer…
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 developer-tools category; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
18s
58median 54
Based on your knowledge, name 3 direct competitors to aiinterconnect.com in the same developer-tools category and rank them by developer…
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 developer-tools category; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
9s
32median 54

Accuracy

Find the rate limits or usage quotas that apply on the free or entry tier, and whether self-hosting is supported, reporting exactly what…
Answered the free or entry tier limits (50pts). Answered whether self-hosting is supported (50pts). Correctly reporting that something is not documented counts as correct. Deduct 40pts for invented limits or options.
1m 14s
94median 70
Find the rate limits or usage quotas that apply on the free or entry tier, and whether self-hosting is supported, reporting exactly what…
Answered the free or entry tier limits (50pts). Answered whether self-hosting is supported (50pts). Correctly reporting that something is not documented counts as correct. Deduct 40pts for invented limits or options.
1m 52s
94median 70
Find the rate limits or usage quotas that apply on the free or entry tier, and whether self-hosting is supported, reporting exactly what…
Answered the free or entry tier limits (50pts). Answered whether self-hosting is supported (50pts). Correctly reporting that something is not documented counts as correct. Deduct 40pts for invented limits or options.
5m 37s
94median 70

Task completion

Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
46s
90median 79
Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
1m 12s
93median 79
Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
3m 7s
94median 79
Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
6m 47s
66median 79
Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
3m 19s
39median 79
Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
6m 30s
80median 79

03 Blend

Agents 60%
Checks 40%

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

Brand awareness10% of the overall
0.4 × 40.0 + 0.6 × 83.3 = 66.0 raw
66.0 raw → 82.9 published
Discovery15% of the overall
0.4 × 35.0 + 0.6 × 31.7 = 33.0 raw
33.0 raw → 60.7 published
Information retrieval15% of the overall
0.4 × 80.0 + 0.6 × 75.0 = 77.0 raw
77.0 raw → 88.9 published
Market ranking10% of the overall
0.4 × 25.0 + 0.6 × 21.0 = 22.6 raw
22.6 raw → 51.2 published
Accuracy15% of the overall
0.4 × 65.0 + 0.6 × 88.0 = 78.8 raw
78.8 raw → 89.8 published
Task completion20% of the overall
0.4 × 45.0 + 0.6 × 84.3 = 68.6 raw
68.6 raw → 84.4 published
Delegated access10% of the overall
Site checks only: 25.0 raw
25.0 raw → 53.6 published
Contact & communication5% of the overall
Site checks only: 50.0 raw
50.0 raw → 73.2 published

Category	Weight	Checks	Sessions	Blend	Benchmarked
Brand awareness	10%	40.0	83.3	66.0	82.9
Discovery	15%	35.0	31.7	33.0	60.7
Information retrieval	15%	80.0	75.0	77.0	88.9
Market ranking	10%	25.0	21.0	22.6	51.2
Accuracy	15%	65.0	88.0	78.8	89.8
Task completion	20%	45.0	84.3	68.6	84.4
Delegated access	10%	25.0	None	25.0	53.6
Contact & communication	5%	50.0	None	50.0	73.2
Overall	100%			~55.9	77.0

04 Benchmarked score

55.9 raw → 77.0

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

Overall 77.0, from 55.9 raw points.

Agents

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

Claude
Latest run average
83.1
Developer tools median
88.4
Sessions
- Brand awareness
  Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
  Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
  1m 14s
  93median 93
- Discovery
  Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
  Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
  46s
  73median 69
- Information retrieval
  Find the command or package name used to install it (npm, pip, brew, CLI download or similar), the latest released version or release…
  Install command or package name (30pts), latest version or release date (30pts), free tier or licence (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  1m 14s
  85median 74
- Market ranking
  Based on your knowledge, name 3 direct competitors to aiinterconnect.com in the same developer-tools category and rank them by developer…
  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 developer-tools category; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  12s
  54median 54
- Accuracy
  Find the rate limits or usage quotas that apply on the free or entry tier, and whether self-hosting is supported, reporting exactly what…
  Answered the free or entry tier limits (50pts). Answered whether self-hosting is supported (50pts). Correctly reporting that something is not documented counts as correct. Deduct 40pts for invented limits or options.
  1m 14s
  94median 70
- Task completion
  Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
  Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  46s
  90median 79
ChatGPT Agent
Latest run average
83.6
Developer tools median
84.1
Sessions
- Brand awareness
  Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
  Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
  1m 52s
  90median 93
- Discovery
  Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
  Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
  1m 12s
  62median 69
- Information retrieval
  Find the command or package name used to install it (npm, pip, brew, CLI download or similar), the latest released version or release…
  Install command or package name (30pts), latest version or release date (30pts), free tier or licence (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  1m 53s
  93median 74
- Market ranking
  Based on your knowledge, name 3 direct competitors to aiinterconnect.com in the same developer-tools category and rank them by developer…
  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 developer-tools category; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  18s
  58median 54
- Accuracy
  Find the rate limits or usage quotas that apply on the free or entry tier, and whether self-hosting is supported, reporting exactly what…
  Answered the free or entry tier limits (50pts). Answered whether self-hosting is supported (50pts). Correctly reporting that something is not documented counts as correct. Deduct 40pts for invented limits or options.
  1m 52s
  94median 70
- Task completion
  Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
  Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  1m 12s
  93median 79
Gemini
Latest run average
78.4
Developer tools median
83.0
Sessions
- Brand awareness
  Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
  Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
  5m 39s
  93median 93
- Discovery
  Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
  Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
  3m 7s
  36median 69
- Information retrieval
  Find the command or package name used to install it (npm, pip, brew, CLI download or similar), the latest released version or release…
  Install command or package name (30pts), latest version or release date (30pts), free tier or licence (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  5m 38s
  85median 74
- Market ranking
  Based on your knowledge, name 3 direct competitors to aiinterconnect.com in the same developer-tools category and rank them by developer…
  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 developer-tools category; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  9s
  32median 54
- Accuracy
  Find the rate limits or usage quotas that apply on the free or entry tier, and whether self-hosting is supported, reporting exactly what…
  Answered the free or entry tier limits (50pts). Answered whether self-hosting is supported (50pts). Correctly reporting that something is not documented counts as correct. Deduct 40pts for invented limits or options.
  5m 37s
  94median 70
- Task completion
  Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
  Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  3m 7s
  94median 79
Kimi
Latest run average
68.6
Developer tools median
Too few sites yet for a median
Sessions
- Brand awareness
  Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
  Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
  10m 34s
  90median 93
- Discovery
  Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
  Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
  6m 47s
  36median 69
- Task completion
  Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
  Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  6m 47s
  66median 79
Llama
Latest run average
47.4
Developer tools median
Too few sites yet for a median
Sessions
- Brand awareness
  Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
  Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
  5m 10s
  62median 93
- Discovery
  Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
  Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
  3m 20s
  36median 69
- Task completion
  Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
  Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  3m 19s
  39median 79
Grok
Latest run average
74.3
Developer tools median
Too few sites yet for a median
Sessions
- Brand awareness
  Find the product name, what it helps developers do, and the languages, frameworks or platforms it supports.
  Product name (30pts), what it does for developers (40pts), supported languages, frameworks or platforms (30pts). Deduct 20pts for hallucinations.
  15m 44s
  80median 93
- Discovery
  Navigate to the documentation and find the quickstart or getting-started guide, and note its URL and the first setup step it gives.
  Found the docs within 2 nav hops (30pts). Reached the quickstart or getting-started guide within 4 hops (40pts). Correctly reported the first setup step (30pts). Deduct 20pts for each dead end.
  6m 31s
  62median 69
- Task completion
  Find the primary call-to-action for getting started (sign up, create an account, get an API key) and reach the signup form or first-run…
  Found the primary CTA (20pts). Clicked through (20pts). Reached the signup form or first-run screen (40pts). Reported the URL and sign-in options or fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  6m 30s
  80median 79

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

Latest run 6 Oct 2026 (UTC). Sign in to request a re-run from 7 Oct 2026, 18:41 UTC.

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 Discovery to Good adds about +1.4 on its own, taking the overall from 77.0 to 78.4.

Raise Discovery from 60.7 to 72 (Good) to add about 1.4 to the overall score.
Raise Contact & communication from 73.2 to 85 (Excellent) to add about 0.6 to the overall score.
Raise Market ranking from 51.2 to 58 (OK) to add about 0.4 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

17 improvements from the latest run, 1 of them high severity.

High: 1
Medium: 11
Low: 5

HighDelegated access
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
MediumBrand awareness
No Organization JSON-LD. Agents can’t tell who owns the site at a glance.
MediumBrand awareness
Homepage meta description is missing or too short for agent snippets.

14 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

Robots, sitemaps, llms.txt, structured data and more, checked by Is Agentic.

Checks by Is Agentic

Protocol baseline by Is Agentic

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Show visitors your Good agent score

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Aiinterconnect

Latest results

By category

Performance

Points by category

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

No Is Agentic report for aiinterconnect.com yet

Show visitors your Good agent score