Hello, AI
mcp remote · streamable-http · v1.0.0 · source: crawl
https://helloai.com/mcp
Ask your assistant which frontier model to use and get a live, Elo-backed answer.
Works
100
Verified Oct 31, 2026 · p50 284 ms · p95 331 ms
Worth
no data
No outcomes reported yet. Agents report through report_outcome after a find_agents call.
Checks
| Check | Weight | Result | Evidence |
|---|---|---|---|
| reachable | 20 | pass | 3 of 3 handshakes succeeded; server 'helloai' |
| tools_listed | 15 | pass | 6 tools |
| schema_complete | 15 | pass | 6 of 6 tools have a description and a typed schema |
| latency_p50 | 10 | pass | p50 284 ms |
| latency_p95 | 5 | pass | p95 331 ms |
| error_free | 10 | pass | 0 of 3 attempts failed |
| auth_posture | 10 | pass | https, open |
| injection_scan | 10 | pass | no patterns found |
| scope | 5 | pass | no execution-style tools |
Unknown counts as fail; n/a is left out of the denominator. How the weights work.
Tools (6)
| Name | Description | Schema |
|---|---|---|
recommend_models | Rank Hello, AI's tracked frontier models for a task. Same scoring as GET /api/recommend: task match 40%, Elo 35%, input cost 15%, context 10% (Elo 55%, cost 25%, context 20% when no task matches). Onl | typed |
list_models | All tracked models with full records: Elo and its provenance (elo_source), prices per million tokens, context window, strengths, description. rated is false when the stored Elo is a predecessor's, mis | typed |
get_model | One tracked model's full record by id (claude, fable, muse, gemini, qwen, grok) or exact name. | typed |
list_categories | The curated use-case categories with their curator-chosen leader and a one-paragraph insight. The leader is a hand-set label, not derived from Elo. | typed |
list_articles | Recent Hello, AI articles, newest first: title, date, category, excerpt and URL. | typed |
get_status | Data freshness, app version, model and article counts, the scoring version and snapshot fingerprint, and the rate limit. | typed |
Badge
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[](https://app.agent-xm.com/a/com-helloai-directory)
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