Find the right component on the first try.

teleon.dev/docs/search combines keyword ranking, a domain vocabulary, trigram matching and near-duplicate hashing, and picks the right mix for each query. Results come back as capability cards or byte-range links.

teleon.dev/docs/search48-cell searchTELEON-SVC-03httpsjsonmcp

Read the docs Copy the agent prompt

Which cells answerone day of queries

exactbalancedbroadfuzzydedupevocab

Keywords

Vocabulary

Trigrams

SimHash

MinHash

Embeddings

Ports

Abstain

fewermore

Each cell mixes signals differently. Darker cells answered more queries; the router learns from the pattern.

What it does

Eight signals, six modes

Keywords, vocabulary, trigrams, SimHash, MinHash and more, mixed per query.

Short cards for agents

Each hit is a short capability card an agent can read in a few lines.

Misses become work

Queries that find only weak matches are logged as gaps for the probe queue.

The contract

A query returns ranked cards with the cell that answered it, so tuning has evidence.

SignalsBM25F, vocabulary, trigrams, SimHash, MinHash and more

Modes6 routing modes across 8 axes

Documents/v1/docs/search for generated documents

AccessRING-3

Identifiers

hybrid_fts_trigram_index
simhash_minhash_lsh

Execution contracts

Request and responseCopy

GET /v1/search?q=convert+openapi+spec+to+mcp+server&k=3

# Response
{
  "cell": "lexical_vocab_balanced",
  "hits": [
    {"card": "openapi_to_mcp_server", "score": 0.91},
    {"card": "grpc_to_mcp_bridge", "score": 0.62}
  ]
}

Endpoints

Method	Path	Access	What it does	Status
`GET`	`/v1/search`	RING-3	Search capability cards
`GET`	`/v1/docs/search`	RING-3	Search generated documents	Listed
`GET`	`/v1/resources/lsh-query`	RING-3	Find near-duplicate resources	Listed

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/search.

How it connects

Reads from

Capability cardsteleon.dev/docs/cards Lexiconsteleon.dev/docs/lexicon Content storeteleon.dev/docs/cas Files and vaultteleon.dev/docs/files

Feeds into

Retrieval leagueteleon.dev/docs/retrieval Retrieval probe queueteleon.dev/docs/q14 Snapshot CDNteleon.dev/docs/cdn Prompt proxyteleon.dev/docs/proxy

Queuesaq17 aq63 aq70 aq96

StoresS2 Code Descriptions and L0, L1, L2 Cards S7 Generated Documents, Research Posts and Search Index

For agents

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

Agent prompt

Read https://teleon.dev/docs/search.md and search for a skill that turns an OpenAPI spec into an MCP server. Read only.

Copy

llms.txt Agent card MCP card

Words on this page

Full glossary

BM25F: A ranking formula for keyword search that weighs matches by field, so a title match counts more than a body match.
Trigram index: An index of every three-character sequence, so substring and typo-tolerant search stays fast.
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.