aiengineer.podhood.com
Search every word spoken on AI Engineer — full transcripts, AI summaries, chapters & key moments for every episode, one click from the exact moment.
First seen 2026-11-05 · Last seen 2026-11-05 · Source: webmcp.com
Answer 4 · Act 4 · Transact 0 · Score: Not yet scored
Tool inspector
search_episodes
Search the published episodes of "AI Engineer". Retrieval is hybrid — semantic plus keyword over transcripts, titles and descriptions — so plain language works. Returns the most relevant episodes (or none), each with quoted transcript segments; answer from the quotes and cite each with its timestamped link, e.g. [12:03](URL). Covers the whole show, not the page's filters. It serves at most 20 episodes × 3 segments — the dials only trim that.
Page: /
Input schema
| Property | Type | Required | Description |
|---|---|---|---|
query |
string | yes | What to search for. Ask a natural-language question for a concept, or pass a specific name/term for an exact lookup — no special operators needed. |
topK |
integer | no | Maximum number of episodes to return, ranked most-relevant first (max 50). |
maxSegmentsPerEpisode |
integer | no | Quoted transcript segments per episode — the main token dial (max 20). Raise it when scoping to one episode with episodeIds. |
includeText |
boolean | no | Include the quoted segment text. Set false for a lighter list of episodes + citations. |
fast |
boolean | no | Skip the semantic pass for a faster, cheaper keyword-only search. Good for exact term/name lookups; a natural-language question loses recall. |
episodeIds |
array | no | Restrict the search to specific episodes — pass episodeId(s) from a prior result to follow up within them. Omit to search the whole show. |
Raw JSON schema
{
"type": "object",
"properties": {
"query": {
"type": "string",
"minLength": 1,
"maxLength": 500,
"description": "What to search for. Ask a natural-language question for a concept, or pass a specific name/term for an exact lookup — no special operators needed."
},
"topK": {
"default": 10,
"description": "Maximum number of episodes to return, ranked most-relevant first (max 50).",
"type": "integer",
"minimum": 1,
"maximum": 50
},
"maxSegmentsPerEpisode": {
"default": 3,
"description": "Quoted transcript segments per episode — the main token dial (max 20). Raise it when scoping to one episode with episodeIds.",
"type": "integer",
"minimum": 1,
"maximum": 20
},
"includeText": {
"default": true,
"description": "Include the quoted segment text. Set false for a lighter list of episodes + citations.",
"type": "boolean"
},
"fast": {
"default": false,
"description": "Skip the semantic pass for a faster, cheaper keyword-only search. Good for exact term/name lookups; a natural-language question loses recall.",
"type": "boolean"
},
"episodeIds": {
"description": "Restrict the search to specific episodes — pass episodeId(s) from a prior result to follow up within them. Omit to search the whole show.",
"type": "array",
"items": {
"type": "string"
}
}
},
"required": [
"query"
],
"additionalProperties": false
}
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