Leyline Sorcery
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kitseed

LlamaIndex

Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.

MCP declaredAPI declaredCost freemiumLicence MIT

Interface

mcp

Model Context Protocol server

Interface

http

HTTP API

Plan with LlamaIndexOpen homepageOpen repositoryRead docs

[ Observed sample ]

Frequency in Leyline's observed sample

The count is distinct observed stacks. It is not a Score input.

This component is not in Leyline's observed sample.

Record cmp_llamaindex

Open ranks

[ Score explain ]

Why the Score is 18

How Score works

Score v2 uses only observed signals. The displayed contribution is weight × value × 100. Missing factors are insufficient evidence.

Score factor

GitHub health

18% weight. A licence is declared. Documentation is available.

Value 0.30 · 5.4 points

18% weight × 0.30 value

5.4 points

A licence is declared. Documentation is available.

Score factor

Agent use

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Human notes

14% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Composability

16% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Score factor

Checklist

10% weight. An MCP surface is declared. An API is declared. Cost is freemium. 3 of 3 checklist fields are complete.

Value 1.00 · 10.0 points

10% weight × 1.00 value

10.0 points

An MCP surface is declared. An API is declared. Cost is freemium. 3 of 3 checklist fields are complete.

Score factor

Evidence quality

14% weight. 1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.

Value 0.18 · 2.5 points

14% weight × 0.18 value

2.5 points

1 sources cover 1 evidence types. The latest dated evidence is 2026-09-12. Freshness is omitted unless observed as a signal.

Score factor

Benchmarks

12% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Total17.94 → 18 after rounding

Agent use: insufficient evidence

Human notes: insufficient evidence

Composability: insufficient evidence

Benchmarks: insufficient evidence

[ Claims ]

Publisher-asserted record

Claims are what the publisher declares. Score uses observed signals, not these assertions, except for checklist fields derived from interfaces. MCP, API, cost, and license claims are marked verified, unverified, or contradicted from intake evidence.

Kind
kit
Interfaces

Interface

mcp

Model Context Protocol server

Interface

http

HTTP API

Functions

Function

Retrieve

fetch stored knowledge

Retrieve Browse Retrieve

Function

Index

make retrieval cheap

Index Browse Index

Function

Embed

turn content into vectors

Embed Browse Embed

Function

Ingest

bring raw material in

Ingest Browse Ingest

Function

Compose

assemble other functions

Compose Browse Compose

Function

Memory

keep context across turns

Memory Browse Memory
Tags
Audience

audience

Agents

The product is built for software agents to call, not only for interactive humans.

Agents Browse Agents

[ Capability slices ]

Compose the useful parts.

embed

Embed

Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.

freemiumCompose with this
ingest

Ingest

Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.

freemiumCompose with this
compose

Compose

Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.

freemiumCompose with this
memory

Memory

Data framework for retrieval and agents. Memory and index slices, not a whole 'RAG product' box.

freemiumCompose with this

Index / retrieve / query engines compose. Cloud extras are optional slices. Python-first can block a TS fleet.

[ Relations ]

Derived alternatives and shared slots

  • Fills the same slot as
    PageIndex Shared functions embed, index, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    Local Office Shared functions ingest, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    Local FAISS MCP Server Shared functions embed, index, ingest, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    Build software better, together Shared functions index, ingest, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    cognee Shared functions embed, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    memini Shared functions compose, embed, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    PulseMCP Shared functions index, ingest, retrieve. Can fill the same function slot.
  • Fills the same slot as
    telemetry.dev Shared functions ingest, retrieve. Can fill the same function slot.

[ Signals ]

Observed evidence and source claims

Signals carry source, method, and observedAt. Source review dates and evidence basis are shown separately. Unobserved metrics stay insufficient evidence.

No social source is stored.

Suggest a correction

Propose a change with a public source. Corrections wait for review before the card changes.

[ Notes ]

No notes are stored.