brain-search SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

brain-search from inite-ai/inite-brain-service is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add inite-ai/inite-brain-service/brain-search@git:20261101.60e41ae

Pins git:20261101.60e41ae in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
inite-ai/inite-brain-service
Path
skills/brain-search/SKILL.md
Versions recorded
5
Latest version
git:20261101.60e41ae, committed Nov 1, 2026
First version recorded
May 23, 2026
Size
8,464 bytes
Repository stars
43
License
AGPL-3.0

Semantic search over the INITE Brain knowledge graph via the search_knowledge MCP tool. Use when the user wants to find facts, entities, or evidence about people/companies/objects in their tenant, especially when the question is fuzzy or natural-language. Supports bitemporal "as of" queries.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# brain-search

Search the company's bitemporal knowledge graph for entities and their facts. Brain's `search_knowledge` MCP tool runs a hybrid pipeline (vector + BM25 + listwise LLM rerank) over per-tenant data and returns ranked entities each with their matched facts.

## When to use

- "Who complained about X?", "find customers in Berlin", "what do we know about Acme Corp?"
- "What was Alice's tier in April?" — historical / as-of queries
- Anything where the user is asking the brain to **recall information**, not record a new fact

Do **not** use for:
- Recording new facts → use `record_fact` instead
- Walking one entity's full history → use `brain-recall` (it combines profile + timeline + connections)
- You already know WHICH entities the question is about → use **`graph_retrieve`** (resolves the named entities, walks their 1-hop neighbourhood, returns facts across seeds ∪ neighbours — "who runs engineering at Acme" lives on a neighbour, not on Acme itself; it soft-fails to empty so you can fall back to `search_knowledge`)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add inite-ai/inite-brain-service/brain-search@sha256:7b23056c2a724f2a

The line at the top of this page pins the label git:20261101.60e41ae, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_y4ksjmc3kya2iinx.svg)](https://markdownregistry.com/a/art_y4ksjmc3kya2iinx)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between May 23, 2026 and Nov 1, 2026, about one every 40 days.

versioncommittedcommitsizeaudit
git:20261101.60e41ae latest2026-11-01 60e41ae 8,464 BA view · diff
git:20260902.dc07fca2026-09-02 dc07fca 6,847 BA view · diff
git:20260623.89ab4782026-06-23 89ab478 6,024 BA view · diff
git:20260623.6b543222026-06-23 6b54322 5,748 BA view · diff
git:20260523.2806ffb2026-05-23 2806ffb 4,913 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8464 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

inite-ai/inite-brain-service · 43 stars · license AGPL-3.0 · pushed 2026-11-03 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_y4ksjmc3kya2iinx
GET https://markdownregistry.com/api/v1/resolve?ref=inite-ai/inite-brain-service/brain-search
GET https://markdownregistry.com/api/v1/blob/7b23056c2a724f2a8da208071511f1f8cd122e66ce99b540912e695e3c0d8969

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in inite-ai/inite-brain-service

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