Outcrawl
Outcrawl gives your AI agent the web: clean data from any page, search with the results already read, real browsers in the cloud, and agents that finish whole tasks. 1,000 free credits every month, no card.
- outcrawl.ai
- AudienceDeveloper
- MarketUS
- Localeen
- Rank
- Top 1%
- #2
- Developer tools rank
- Sector average 80.2
- #1
- Benchmark runs
- 6 providersAcross 6 providers
- 1
- Developer tools avg
- 80.2 (+10.1)
- Market avg
- 76.8 (+13.5)
01
Latest results
Outcrawl ranks #2 of 552 scored sites.
First run. The comparison starts after the next one.
- This site
- Developer tools
- Market
By category
- Brand awareness96
- Discovery98
- Information retrieval97
- Market ranking69
- Accuracy97
- Task completion93
- Delegated access62
- Contact & communication85
Table view
Monthly medians. Dates in UTC.
02
Performance
Site checks, then AI agents on real tasks.
Automated checks probe the site before any agent runs. They count for 40% of each category. Strongest is Information retrieval at 100.0, weakest is Delegated access at 35.0.
Site checks by category
- Brand awareness
- 88.0
- Discovery
- 92.0
- Information retrieval
- 100.0
- Market ranking
- 70.0
- Accuracy
- 100.0
- Task completion
- 75.0
- Delegated access
- 35.0
- Contact & communication
- 70.0
01 Site checks
Points by category
- Brand awareness88.0
- Discovery92.0
- Information retrieval100.0
- Market ranking70.0
- Accuracy100.0
- Task completion75.0
- Delegated access35.0
- Contact & communication70.0
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 40s
96median 93Find 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 58s
97median 93Find 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.
3m 9s
97median 93Find 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.
7m 3s
93median 93Find 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.
6m 28s
21median 93Find 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.
8m 55s
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.
30s
99median 76Navigate 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.
34s
98median 76Navigate 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.
55s
99median 76Navigate 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.
2m 56s
90median 76Navigate 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.
2m 3s
0median 76Navigate 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.
4m 37s
86median 76
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 41s
94median 74Find 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 59s
94median 74Find 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.
3m 10s
96median 74
Market ranking
Based on your knowledge, name 3 direct competitors to outcrawl.ai in the same developer-tools category and rank them by developer adoption.
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.
13s
39median 51Based on your knowledge, name 3 direct competitors to outcrawl.ai in the same developer-tools category and rank them by developer adoption.
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.
16s
62median 51Based on your knowledge, name 3 direct competitors to outcrawl.ai in the same developer-tools category and rank them by developer adoption.
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.
15s
58median 51
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 42s
96median 88Find 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 59s
95median 88Find 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.
3m 12s
94median 88
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.
32s
94median 87Find 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.
35s
94median 87Find 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.
56s
98median 87Find 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.
2m 56s
90median 87Find 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.
2m 4s
21median 87Find 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.
4m 37s
93median 87
03 Blend
- Agents 60%
- Checks 40%
One kind of evidence only? That kind counts in full.
- Brand awareness10% of the overall0.4 × 88.0 + 0.6 × 92.7 = 90.8 raw90.8 raw → 95.7 published
- Discovery15% of the overall0.4 × 92.0 + 0.6 × 96.7 = 94.8 raw94.8 raw → 97.6 published
- Information retrieval15% of the overall0.4 × 100.0 + 0.6 × 89.3 = 93.6 raw93.6 raw → 97.1 published
- Market ranking10% of the overall0.4 × 70.0 + 0.6 × 25.7 = 43.4 raw43.4 raw → 68.7 published
- Accuracy15% of the overall0.4 × 100.0 + 0.6 × 90.0 = 94.0 raw94.0 raw → 97.3 published
- Task completion20% of the overall0.4 × 75.0 + 0.6 × 90.3 = 84.2 raw84.2 raw → 92.6 published
- Delegated access10% of the overallSite checks only: 35.0 raw35.0 raw → 62.3 published
- Contact & communication5% of the overallSite checks only: 70.0 raw70.0 raw → 85.2 published
04 Benchmarked score
79.6 raw → 90.3
Category weights
- Brand awareness 10%
- Discovery 15%
- Information retrieval 15%
- Market ranking 10%
- Accuracy 15%
- Task completion 20%
- Delegated access 10%
- Contact & communication 5%
Overall 90.3, from 79.6 raw points.
Agents
Each agent’s score over 30 days, and how its latest sessions went.
Claude
- Latest run average
- 89.5
- Developer tools median
- 100.0
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.
1m 40s
96median 93Discovery
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.
30s
99median 76Information 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 41s
94median 74Market ranking
Based on your knowledge, name 3 direct competitors to outcrawl.ai in the same developer-tools category and rank them by developer adoption.
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.
13s
39median 51Accuracy
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 42s
96median 88Task 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.
32s
94median 87
ChatGPT Agent
- Latest run average
- 91.3
- Developer tools median
- 100.0
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.
1m 58s
97median 93Discovery
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.
34s
98median 76Information 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 59s
94median 74Market ranking
Based on your knowledge, name 3 direct competitors to outcrawl.ai in the same developer-tools category and rank them by developer adoption.
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.
16s
62median 51Accuracy
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 59s
95median 88Task 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.
35s
94median 87
Gemini
- Latest run average
- 91.7
- Developer tools median
- 100.0
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.
3m 9s
97median 93Discovery
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.
55s
99median 76Information 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.
3m 10s
96median 74Market ranking
Based on your knowledge, name 3 direct competitors to outcrawl.ai in the same developer-tools category and rank them by developer adoption.
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.
15s
58median 51Accuracy
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.
3m 12s
94median 88Task 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.
56s
98median 87
Kimi
- Latest run average
- 91.3
- Developer tools median
- 82.8
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.
7m 3s
93median 93Discovery
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.
2m 56s
90median 76Task 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.
2m 56s
90median 87
Llama
- Latest run average
- 17.2
- Developer tools median
- 54.4
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.
6m 28s
21median 93Discovery
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.
2m 3s
0median 76Task 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.
2m 4s
21median 87
Grok
- Latest run average
- 81.8
- Developer tools median
- 89.4
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.
8m 55s
62median 93Discovery
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.
4m 37s
86median 76Task 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.
4m 37s
93median 87
Latest run 20 Oct 2026 (UTC). Sign in to request a re-run from 21 Oct 2026, 15:22 UTC.
03
Potential improvements
Fix where agents got stuck, then lift your biggest categories.
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
Biggest wins
Lifting Delegated access to Good adds about +0.6 on its own, taking the overall from 90.3 to 90.9.
Raise Delegated access from 62.3 to 72 (Good) to add about 0.6 to the overall score.
Raise Market ranking from 68.7 to 72 (Good) to add about 0.2 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
6 improvements from the latest run, 2 of them high severity.
- High
- 2
- Medium
- 0
- Low
- 4
- 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.
- LowBrand awareness
Fewer than two social profiles linked. Agents struggle to triangulate the brand.
Where agents get stuck
No discoverable MCP server. Agents and AI clients have no way to discover one automatically.
No discoverable public API docs. Agents and AI clients have no way to discover them automatically.
Fewer than two social profiles linked. Agents struggle to triangulate the brand.
No review or aggregateRating schema. Agents have no signal for ranking vs peers.
No detectable agentic-commerce rail (Stripe SPT, Shopify/UCP, PayPal ACP). Agent-initiated payment needs custom work.
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
Robots, sitemaps, llms.txt, structured data and more, checked by Is Agentic.
Protocol baseline by Is Agentic
No Is Agentic report for outcrawl.ai yet
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