Trigger.dev

Name: Trigger.dev AI agent readiness scorecard
Item: Trigger.dev
Rating: 87.6
Author: Stunt Double

Trigger.dev is the open source platform for durable AI agents in TypeScript. Long-running tasks with retries, queues, LLM observability, and elastic scaling.

trigger.dev
AudienceDeveloper
MarketUS
Localeen
Categoriesai agents, ai agent platform, durable execution +3 more

Agent score1.0

/100Excellent

Claim this domain

RankRank: Top 9%; #49
SaaS rankSaaS rank: Sector average 74.5; #39
Benchmark runsBenchmark runs: 5 providersAcross 5 providers; 7

Where this site sits

SaaS avg: 74.5 (+13.1)
Market avg: 76.7 (+10.9)

Latest results

Trigger.dev ranks #49 of 550 scored sites, down 32 places since the last run.

Trend+6.9Since 25 Sept 2026, across 6 runs.Best agent89.9 ExcellentClaude on claude-sonnet-5-5. Llama trails at 47.4.Agent friction9improvements2 high severity. Most serious: No discoverable MCP server. Agents and AI clients have no way to discover one automatically.Technical readiness62/1007 of 10 essential checks failing.Checks by Is Agentic

This site
SaaS
Market

Table view

Run	This site	SaaS median	Market median
4 Oct 2026	87.6	80.5	79.8
1 Oct 2026	88.6	80.5	79.8
30 Sept 2026	90.1	76.5	76.4
29 Sept 2026	88.1	76.5	76.4
28 Sept 2026	82.0	76.5	76.4
25 Sept 2026	80.7	76.5	76.4

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 Brand awareness at 90.0, weakest is Delegated access at 23.0.

Site checks by category

Brand awareness: 90.0
Discovery: 77.0
Information retrieval: 83.0
Market ranking: 50.0
Accuracy: 90.0
Task completion: 78.0
Delegated access: 23.0
Contact & communication: 35.0

01 Site checks

Agent readiness checks

Essential: 45.3/80
Recommended: 14.6/20
Checks passing: 14/28

OpenAPI spec publishedEssential
Markdown content negotiation (acceptmarkdown.com)Essential
API schema complexity analysisRecommended
Function calling compatibilityRecommended
Agent crawler reachabilityEssential

02 Agent sessions

Brand awareness

Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
1m 51s
94median 93
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
4m 31s
96median 93
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
6m 17s
96median 93
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
14m 2s
86median 93
Find the product name, its one-sentence value proposition, and the primary user persona it targets.
Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
8m 44s
93median 93

Discovery

Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
1m 34s
99median 89
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
2m 55s
100median 89
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
4m 27s
98median 89
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
9m 26s
88median 89
Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
6m 15s
26median 89

Information retrieval

Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
1m 53s
94median 78
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
4m 32s
94median 78
Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
6m 19s
94median 78

Market ranking

Based on your knowledge, name 3 direct competitors to trigger.dev in the SaaS space and rank them by market share.
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 SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
12s
73median 68
Based on your knowledge, name 3 direct competitors to trigger.dev in the SaaS space and rank them by market share.
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 SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
14s
66median 68
Based on your knowledge, name 3 direct competitors to trigger.dev in the SaaS space and rank them by market share.
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 SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
24s
75median 68

Accuracy

Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
1m 53s
70median 64
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
4m 34s
58median 64
Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
6m 19s
73median 64

Task completion

Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
1m 35s
96median 86
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
2m 56s
94median 86
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
4m 26s
96median 86
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
9m 27s
96median 86
Click the primary CTA for any paid plan and reach the signup or upgrade form.
Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
6m 16s
26median 86

Delegated access

Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
1m 16s
95median 90
Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
2m 27s
73median 90
Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
3m 22s
96median 90
Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
6m 59s
49median 90
Find the API reference and identify the supported OAuth scopes or API key permission levels.
Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
4m 19s
0median 90

Contact & communication

Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
1m 7s
90median 80
Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
1m 55s
70median 80
Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
2m 6s
80median 80
Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
3m 39s
26median 80
Find how to cancel the subscription and whether there is a pro-rated refund policy.
Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
2m 22s
0median 80

03 Blend

Agents 60%
Checks 40%

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

Brand awareness10% of the overall
0.4 × 90.0 + 0.6 × 90.7 = 90.4 raw
90.4 raw → 95.6 published
Discovery15% of the overall
0.4 × 77.0 + 0.6 × 98.0 = 89.6 raw
89.6 raw → 95.2 published
Information retrieval15% of the overall
0.4 × 83.0 + 0.6 × 88.0 = 86.0 raw
86.0 raw → 93.4 published
Market ranking10% of the overall
0.4 × 50.0 + 0.6 × 47.3 = 48.4 raw
48.4 raw → 72.1 published
Accuracy15% of the overall
0.4 × 90.0 + 0.6 × 41.7 = 61.0 raw
61.0 raw → 80.1 published
Task completion20% of the overall
0.4 × 78.0 + 0.6 × 90.7 = 85.6 raw
85.6 raw → 93.2 published
Delegated access10% of the overall
0.4 × 23.0 + 0.6 × 77.3 = 55.6 raw
55.6 raw → 76.8 published
Contact & communication5% of the overall
0.4 × 35.0 + 0.6 × 61.7 = 51.0 raw
51.0 raw → 73.9 published

Category	Weight	Checks	Sessions	Blend	Benchmarked
Brand awareness	10%	90.0	90.7	90.4	95.6
Discovery	15%	77.0	98.0	89.6	95.2
Information retrieval	15%	83.0	88.0	86.0	93.4
Market ranking	10%	50.0	47.3	48.4	72.1
Accuracy	15%	90.0	41.7	61.0	80.1
Task completion	20%	78.0	90.7	85.6	93.2
Delegated access	10%	23.0	77.3	55.6	76.8
Contact & communication	5%	35.0	61.7	51.0	73.9
Overall	100%			~74.6	87.6

04 Benchmarked score

74.6 raw → 87.6

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

Overall 87.6, from 74.6 raw points.

Agents

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

Claude
Latest run average
89.9
SaaS median
90.4
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  1m 51s
  94median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  1m 34s
  99median 89
- Information retrieval
  Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
  Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  1m 53s
  94median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to trigger.dev in the SaaS space and rank them by market share.
  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 SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  12s
  73median 68
- Accuracy
  Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
  Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
  1m 53s
  70median 64
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  1m 35s
  96median 86
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  1m 16s
  95median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  1m 7s
  90median 80
ChatGPT Agent
Latest run average
83.3
SaaS median
90.4
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  4m 31s
  96median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  2m 55s
  100median 89
- Information retrieval
  Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
  Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  4m 32s
  94median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to trigger.dev in the SaaS space and rank them by market share.
  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 SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  14s
  66median 68
- Accuracy
  Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
  Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
  4m 34s
  58median 64
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  2m 56s
  94median 86
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  2m 27s
  73median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  1m 55s
  70median 80
Gemini
Latest run average
89.3
SaaS median
90.4
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  6m 17s
  96median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  4m 27s
  98median 89
- Information retrieval
  Find the starter or free tier price, one headline feature of the product, and the length of any free trial offered.
  Starter/free price (30pts), headline feature (30pts), trial length (30pts). Correct and sourced from the site (10pts). Deduct 20pts for any hallucinated data.
  6m 19s
  94median 78
- Market ranking
  Based on your knowledge, name 3 direct competitors to trigger.dev in the SaaS space and rank them by market share.
  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 SaaS space; cap the score at 40 if competitors are hallucinated or drawn from a different sector.
  24s
  75median 68
- Accuracy
  Find out whether individual users can access the Enterprise tier, and the specific SSO options listed for Enterprise.
  Answered whether individuals can access Enterprise (50pts). Listed the specific SSO options correctly (50pts). Deduct 40pts for hallucinations or invented features.
  6m 19s
  73median 64
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  4m 26s
  96median 86
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  3m 22s
  96median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  2m 6s
  80median 80
Kimi
Latest run average
75.0
SaaS median
84.0
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  14m 2s
  86median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  9m 26s
  88median 89
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  9m 27s
  96median 86
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  6m 59s
  49median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  3m 39s
  26median 80
Llama
Latest run average
47.4
SaaS median
58.5
Sessions
- Brand awareness
  Find the product name, its one-sentence value proposition, and the primary user persona it targets.
  Did the agent correctly identify the product name (30pts), the value prop (40pts), and the target user (30pts)? Deduct 20pts for hallucinations.
  8m 44s
  93median 93
- Discovery
  Navigate to the pricing page, and note its URL and the names of any pricing tiers shown.
  Found the pricing page within 3 nav hops (60pts). Correctly identified it as the pricing page and listed at least one tier (40pts). Deduct 20pts for each dead end.
  6m 15s
  26median 89
- Task completion
  Click the primary CTA for any paid plan and reach the signup or upgrade form.
  Found the pricing page (20pts). Clicked the primary CTA (20pts). Reached the signup/upgrade form (40pts). Reported the URL and form fields (20pts). Deduct 20pts for each bot challenge or CAPTCHA hit.
  6m 16s
  26median 86
- Delegated access
  Find the API reference and identify the supported OAuth scopes or API key permission levels.
  Found the API reference (40pts). Correctly identified the auth model (40pts). Listed at least two specific scopes or permissions (20pts). Deduct 20pts if no API is available but that is the correct answer.
  4m 19s
  0median 90
- Contact & communication
  Find how to cancel the subscription and whether there is a pro-rated refund policy.
  Found the cancellation path (50pts). Correctly described the refund or pro-ration policy (50pts). Deduct 20pts for each dead end or missing detail.
  2m 22s
  0median 80

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

Latest run 4 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 87.6 to 88.8.

Raise Market ranking from 72.1 to 85 (Excellent) to add about 1.2 to the overall score.
Raise Delegated access from 76.8 to 85 (Excellent) to add about 0.8 to the overall score.
Raise Accuracy from 80.1 to 85 (Excellent) to add about 0.7 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: 3
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.
MediumMarket ranking
Pricing only available if JavaScript is enabled. Agents may report "pricing not disclosed".

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

7 of 10 essential checks fail. These are the files and signals agents read before they act.

Checks by Is Agentic

Score

62/ 100

Important blockers remain

Essential: 3 of 10 pass
Recommended: 11 of 18 pass
Bonus: +2.3 from 11 positive signals

Investigate

OpenAPI spec publishedessential

Investigate

Markdown content negotiation (acceptmarkdown.com)essential

Investigate

API schema complexity analysisrecommended

28 checks · scanned 9 Oct 2026

Technical readiness

Protocol baseline by Is Agentic

Score: 62/ 100; Important blockers remain
Essential: 45.3/ 80; 3 of 10 passing
Recommended: 14.6/ 20; 11 of 18 passing
Bonus: +2.3; 11 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

Markdown content negotiation (acceptmarkdown.com)essential

Homepage https://trigger.dev does not meet the Markdown negotiation requirements: Accept: text/markdown returned text/html; 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

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 crawler reachabilityessential

Some AI crawlers are blocked - ChatGPT-User: reachable, ClaudeBot: reachable, Google-Extended: reachable, ora-agent: unknown, DeepSeekBot: unknown

Fix: Verify that major agent User-Agents can reach the homepage. If your WAF or bot rules block them, remove or narrow the blocking rule. Add an allow rule only when your security setup denies them by default.

Partial

Agent-friendly 404sessential

The nonexistent path https://trigger.dev/__ora-404-probe-60i9ckki 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

Content without JavaScriptessential

12071 chars with H1, but heading hierarchy skips H2 to H4; 4.0% 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

Scoped permissionsessential

Scoped permissions described at https://trigger.dev, but no machine-readable scope declaration found (OpenAPI oauth2 scopes or RFC 9728 scopes_supported)

Fix: Declare scoped API permissions where machines can read them: named OAuth scopes in your OpenAPI security schemes, or scopes_supported in RFC 9728 protected-resource metadata. Prose descriptions of roles help humans, but agents need the machine-readable declaration to request least-privilege access.

Partial

OAuth 2.0 supportessential

OAuth mentioned in documentation at https://trigger.dev but no OAuth or OpenID Connect endpoint responded

Fix: Implement OAuth 2.0 for API authentication. Publish your authorization server metadata at /.well-known/oauth-authorization-server.

Partial

Brand name discoverabilityrecommended

trigger.dev ranks #10 for "trigger workflow automation"

Fix: Make sure your own domain ranks in the top results when people search your brand together with your main product (for example "Acme payments API"). If it does not, your brand may be too generic, conflict with a more established term, or not yet indexed. Strengthen it by describing your main product clearly in your homepage title and headings, earning press mentions that link to your domain, and avoiding redirect chains that mask your main domain in search results.

Partial

MCP server / manifestrecommended

MCP mentioned at https://trigger.dev/docs/llms.txt 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.

Partial

Agent onboarding frictionrecommended

Onboarding signals described but not verified live: free tier available, self-serve key generation, sandbox/test environment, zero-auth access

Fix: Offer a free tier or trial, self-serve API key generation, and a sandbox environment. Agents can't fill out 'contact sales' forms.

Partial

Metadata completenessrecommended

3/4 metadata signals present - missing: og:type

Fix: Add all four signals to your homepage: <link rel="canonical">, <html lang="...">, <meta property="og:image">, and <meta property="og:type">. Agents use these for entity resolution and attribution.

Partial

Organization schema completenessrecommended

Organization schema found but missing: contactPoint, 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.

28 checks · scanned 9 Oct 2026

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