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Glama

Server Details

Find ~5 thinkers whose intellectual fingerprint matches a passage of text.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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Glama
MCP server

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Tool DescriptionsA

Average 4.9/5 across 1 of 1 tools scored.

Server CoherenceA
Disambiguation5/5

With only one tool, there is no possibility of confusion or overlap between tools. The tool's purpose is singular and well-defined.

Naming Consistency5/5

Single tool name 'find_thinkers_like' follows a clear verb_noun pattern. There are no other tools to cause inconsistency.

Tool Count3/5

One tool is borderline thin for a server, but the tool itself is substantive and covers a specific, valuable function. It earns its place but leaves room for potential expansion (e.g., listing or exploring thinkers).

Completeness4/5

The tool fully addresses the intended purpose of finding thinkers similar to a passage. Minor gaps exist, such as lacking capabilities to browse or filter results, but the core workflow is complete.

Available Tools

1 tool
find_thinkers_likeFind thinkers like thisInspect

Given a passage of text (essay, note, message, snippet, transcript), returns ~5 humans whose intellectual fingerprint matches it — recurring themes, mental models, archetypal stance, blind spots. Use when the principal asks for sparring partners, intellectual peers, "who else is wrestling with this," "who thinks like X," or "find me writers similar to this passage." Each result returns a name, three-word archetype, one-line summary, dominant themes, and a profile URL the principal can visit. The match runs over Voyage 3.5-lite text embeddings reranked by a proprietary 12-dimensional cognitive-style vector — so results align by how a mind reasons, not just topical overlap.

ParametersJSON Schema
NameRequiredDescriptionDefault
textYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
rerankYes
matchesYes

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