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What your agent reads

The request it copies

Explore teleon.dev for me and report back. Read https://teleon.dev/llms.txt, https://teleon.dev/.well-known/agent-card.json and https://teleon.dev/.well-known/mcp.json. Summarize the shared backend primitives at https://teleon.dev/docs and the THP v1.0 connection steps at https://teleon.dev/connect. Stay read-only.

Discovery files on teleon.dev

Read-only discovery is open. Keep TELEON_KEY in your own environment.

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Find and store

Spot near matches across every medium.

teleon.dev/docs/similarity scores how alike two items are across text, images and SVG, code structure, audio and 3D, using code-only methods that run fast and cost little.

teleon.dev/docs/similaritySimilarity queueshttpsjsonmcp
Two code files compared
MethodScore
1Port match1.00typed inputs and outputsMatch
2Syntax-tree shape0.92structure
3Token overlap0.71lexical

Syntax-tree shape and port match agree, so the pair is marked as near duplicates.

What it does

Four media families

Text, visual, code syntax trees and audio or 3D each have their own queue.

Code-only scoring

Hashes, shapes and fingerprints do the work, so results are cheap and repeatable.

Calibrated edges

Scores become thresholded edges in the hypergraph.

The contract

A comparison returns a score per method and a calibrated verdict.

MediaText, image and SVG, code, audio and 3D
MethodsLexical, structural, perceptual hashes
OutputScores and calibrated edges
AccessRING-2
Identifiers
  • teleon_multimodal_similarity_request/v1
Request and responseCopy
POST /v1/compare { "a": "swh:1:cnt:aa01...", "b": "swh:1:cnt:bb02...", "medium": "code" } # Response { "ast_shape": 0.92, "port_match": 1.0, "verdict": "near_duplicate" }

Endpoints

MethodPathAccessWhat it doesStatus
POST/v1/compareRING-2Compare two items
GET/v1/queuesRING-3List similarity queues

Listed paths appear in the service’s published files today. In the one-host plan every path here is served under api.teleon.dev/v1/similarity.

For agents

Give your agent the read-only guide first. It reports back before any write.

Agent prompt
Read https://teleon.dev/docs/similarity.md and compare two files. Read only.
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Words on this page

Full glossary
SimHash
A short fingerprint of a document where similar documents get similar fingerprints.
MinHash
A compact signature for estimating how much two sets overlap, used to find near-duplicates.
Deterministic check
A check written as code that gives the same answer every time for the same input, at code speed and cost.