← Catalogue
mcpintake

Build software better, together

## Here are 48 public repositories matching this topic...

MCP declaredAPI declaredCost freeLicence unknown

Interface

mcp

Model Context Protocol server

Interface

http

HTTP API

[ 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_build-software-better-together

Open ranks

[ Score explain ]

Why the Score is 13

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. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

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 free. 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 free. 3 of 3 checklist fields are complete.

Score factor

Evidence quality

14% weight. 1 sources cover 1 evidence types. The latest dated evidence is 2026-10-16. 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 2026-10-16. Freshness is omitted unless observed as a signal.

Score factor

Benchmarks

12% weight. insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

insufficient evidence

Total12.54 → 13 after rounding

GitHub health: insufficient evidence

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
mcp
Interfaces

Interface

mcp

Model Context Protocol server

Interface

http

HTTP API

Functions

Function

Code

write or edit programs

Code Browse Code

Function

Index

make retrieval cheap

Index Browse Index

Function

Ingest

bring raw material in

Ingest Browse Ingest

Function

Connect

speak a protocol (MCP, API, CLI)

Connect Browse Connect

Function

Memory

keep context across turns

Memory Browse Memory

Function

Retrieve

fetch stored knowledge

Retrieve Browse Retrieve

Function

Route

send work to the right tool

Route Browse Route

Function

Tool-call

invoke an external action

Tool-call Browse Tool-call
Tags
None recorded
mcp
unverified · asserted true · https://github.com/topics/company-brain
api
unverified · asserted true · https://github.com/topics/company-brain
cost
unverified · asserted free · https://github.com/topics/company-brain
license
unverified · asserted · https://github.com/topics/company-brain

[ Capability slices ]

Compose the useful parts.

Heuristic from executor evidence. Grok pass was unavailable or incomplete. No usage metrics were observed.

[ Relations ]

Derived alternatives and shared slots

  • Fills the same slot as
    PulseMCP Shared functions connect, index, ingest, retrieve, tool-call. Can fill the same function slot.
  • Fills the same slot as
    Local FAISS MCP Server Shared functions code, connect, index, ingest, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    cognee Shared functions code, connect, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    Cursor Shared functions code, connect, retrieve, tool-call. Can fill the same function slot.
  • Fills the same slot as
    LlamaIndex Shared functions index, ingest, memory, retrieve. Can fill the same function slot.
  • Fills the same slot as
    AgentMemory Shared functions code, connect, memory. Can fill the same function slot.
  • Fills the same slot as
    Lore Shared functions connect, memory, retrieve, tool-call. Can fill the same function slot.
  • Fills the same slot as
    Local Office Shared functions ingest, memory, 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.

  • web
    executor

    Evidence basis unknown · Check date unknown · Source date 2026-10-16

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.