Benchmarks

How CommentKeyword scores on agent readiness and AI visibility AI Readiness and GEO Score are platform assessments generated by VibeLaunch after submission.

Overview

Instagram tool that auto-replies to keyword comments and sends instant DMs, with optional AI to continue the conversations afterwards.

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Agent Readiness

How well an agent can understand this product and reconstruct a documented workflow from its official information.

Automated agent-readiness assessment of https://commentkeyword.com: 9 of 22 checks verified across 2 fetched pages. Machine interfaces are documented (api_reference, mcp, webhooks). Absent: agent_tooling_artifacts, response_examples, error_documentation, version_information, changelog, cli.

Readiness dimensions

Dimension	Score
Documentation quality	60
Execution verifiability	0
Machine interface	50
Project clarity	100
Resource discoverability	100
Workflow completeness	80

What helps agents

docs: verified during this run
llms txt: verified during this run
sitemap: verified during this run
api reference: verified during this run
authentication: verified during this run
request examples: verified during this run

Where agents are blocked

No agent instruction files, code-distribution commands, or named slash-command skills found across fetched pages.
No response examples signal matched across 2 fetched pages.
No error documentation signal matched across 2 fetched pages.
No version information signal matched across 2 fetched pages.
No changelog signal matched across 2 fetched pages.
No cli signal matched across 2 fetched pages.

Check	Status	Details
Learn3 of 5 verified
Documentation	Verified	Developer/documentation pages reachable from the entry page (e.g. https://commentkeyword.com/api-docs).
Quickstart	Partial	Weak signal on the entry page only: /quick ?start\|getting started\|in (five\|5)/.
API reference	Verified	Probe matched on https://commentkeyword.com/api-docs: /api (reference\|documentation\|endpoints?)/.
Request examples	Verified	Probe matched on https://commentkeyword.com/api-docs: /curl\s+-X \|request (body\|example)\|<code>/.
Response examples	Not found in the audited source chain
Connect3 of 4 verified
SDK	Not found in the audited source chain
MCP interface	Verified	Probe matched on the entry page: /model context protocol\|\bmcp\b(?!-)/.
Webhooks	Verified	Probe matched on the entry page: /webhooks?/.
Authentication documentation	Verified	Probe matched on https://commentkeyword.com/api-docs: /api key\|bearer\|oauth\|access token\|authen/.
Operate0 of 6 verified
CLI	Not found in the audited source chain
Non-interactive CLI	Not applicable	No CLI was found to evaluate for this property.
Structured CLI output	Not applicable	No CLI was found to evaluate for this property.
Structured import and export	Partial	Weak signal on the entry page only: /(export\|import) (to )?(json\|csv\|yaml)\|bu/.
Success verification	Not found in the audited source chain
Agent tooling artifacts	Not found in the audited source chain
Maintain0 of 4 verified
Error documentation	Not found in the audited source chain
Rate limits	Partial	Weak signal on the entry page only: /rate limit\|429\|throttl\|requests per (sec/.
Version information	Not found in the audited source chain
Changelog	Not found in the audited source chain
Discover and verify3 of 3 verified
llms.txt	Verified	llms.txt published at the site root (61 lines).
Sitemap	Verified	sitemap.xml reachable and lists site pages.
Agent-native positioning	Verified	Agent-native positioning with a concrete operational path: "The API docs provide a concrete operational path for agents via OpenAPI spec and token-based endpoints, not just claims.".