kb-search SKILL.md skillA

kb-search from blackbelttechnology/pi-agent-dashboard is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add blackbelttechnology/pi-agent-dashboard/kb-search@git:20260805.ff041ae

Pins git:20260805.ff041ae in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
blackbelttechnology/pi-agent-dashboard
Path
packages/kb/skill/kb-search/SKILL.md
Versions recorded
2
Latest version
git:20260805.ff041ae, committed Aug 5, 2026
First version recorded
Jun 23, 2026
Size
2,495 bytes
Repository stars
341
License
MIT

Search the local markdown knowledge base for facts, prior decisions, definitions, people, error codes, config flags, and how-we-fixed-it notes. ALWAYS search here BEFORE answering a project-specific question from memory, guessing, or asking the user. Use whenever you hit an unknown term, an unfamiliar entity, an error string, or a "how do we do X / why did we choose Y" question.

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

# kb-search — retrieve before you answer

A fast, local, zero-token FTS5 knowledge base over this project's markdown
(`@blackbelt-technology/pi-dashboard-kb`). Retrieval is **pull**: you call it; nothing
is auto-injected. Sub-second, deterministic, costs no model tokens — so call it
freely on any uncertainty.

## When to Use

- Hit an unknown name / term / error string / config flag / function.
- Need a past decision, convention, or "how we did X".
- About to answer a factual question about this project from memory.
- About to ask the user something the docs may already answer.

## Procedure

1. Extract the key entities from the problem (names, error strings, slugs,
   config keys, function names).
2. Run: `kb search "<entities>" --limit 8 --json`
3. Read only the top 1–2 hits' full content when needed:
   `kb get <path> --section "<heading_path>"`
4. Still unresolved? Walk the graph from a hit:
   `kb neighbors "<heading_path>" --depth 2` and `kb backlinks "<path>"`.
5. Paraphrase miss? Lexical search is weak when your words differ from the
   docs' words. **Reformulate once** using the domain's actual terms (synonyms,
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add blackbelttechnology/pi-agent-dashboard/kb-search@sha256:b8a97c458a642ff8

The line at the top of this page pins the label git:20260805.ff041ae, 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_6n36366yv2wcnkxy.svg)](https://markdownregistry.com/a/art_6n36366yv2wcnkxy)

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

Versions

The registry has recorded 2 versions of this file, between Jun 23, 2026 and Aug 5, 2026, about one every 43 days.

versioncommittedcommitsizeaudit
git:20260805.ff041ae latest2026-08-05 ff041ae 2,495 BA view · diff
git:20260623.081895e2026-06-23 081895e 2,554 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 (2495 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

blackbelttechnology/pi-agent-dashboard · 341 stars · license MIT · pushed 2026-11-06 · branch develop

API

GET https://markdownregistry.com/api/v1/artifacts/art_6n36366yv2wcnkxy
GET https://markdownregistry.com/api/v1/resolve?ref=blackbelttechnology/pi-agent-dashboard/kb-search
GET https://markdownregistry.com/api/v1/blob/b8a97c458a642ff8bb4fdf45050c024da052b7e0e49fb3ca4928610a7ee0ca70

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.

More from blackbelttechnology/pi-agent-dashboard

AGENTS.md@.github/codeql AGENTS.md file
blackbelttechnology/pi-agent-dashboard · .github/codeql/AGENTS.md
git:20261021.89fd255 · audit A · 341 stars
AGENTS.md@.github/codeql/extensions AGENTS.md file
blackbelttechnology/pi-agent-dashboard · .github/codeql/extensions/AGENTS.md
git:20261024.a77567d · audit A · 341 stars
AGENTS.md@.github/verdaccio AGENTS.md file
blackbelttechnology/pi-agent-dashboard · .github/verdaccio/AGENTS.md
git:20260720.e108f63 · audit A · 341 stars
AGENTS.md@.github/workflows AGENTS.md file
blackbelttechnology/pi-agent-dashboard · .github/workflows/AGENTS.md
git:20261023.817d703 · audit A · 341 stars
AGENTS.md@.pi/agents AGENTS.md file
blackbelttechnology/pi-agent-dashboard · .pi/agents/AGENTS.md
git:20260930.b7d168a · audit A · 341 stars
AGENTS.md@.pi/skills AGENTS.md file
blackbelttechnology/pi-agent-dashboard · .pi/skills/AGENTS.md
git:20261021.6ab12ef · audit A · 341 stars
ci-troubleshoot SKILL.md skill
blackbelttechnology/pi-agent-dashboard · .pi/skills/ci-troubleshoot/SKILL.md · Diagnose failed GitHub Actions runs for pi-agent-dashboard: the 11-file workflow taxonomy, affected-test selection, the…
git:20261011.46abbca · audit A · 341 stars
code-quality SKILL.md skill
blackbelttechnology/pi-agent-dashboard · .pi/skills/code-quality/SKILL.md · Drive static-analysis code quality in pi-agent-dashboard with Biome (analyze → fix → test), in changed-files or…
git:20261012.bedb986 · audit A · 341 stars
debug-dashboard SKILL.md skill
blackbelttechnology/pi-agent-dashboard · .pi/skills/debug-dashboard/SKILL.md · Diagnose problems in the running pi-agent-dashboard system: server.log, /api/health, bridge WebSocket connectivity…
git:20261012.2b9298c · audit A · 341 stars
edit-flow SKILL.md skill
blackbelttechnology/pi-agent-dashboard · .pi/skills/edit-flow/SKILL.md · Create and edit pi-flows flows and agents from the main session. Use when the user wants to create a new flow, add or…
git:20260629.cf4ad70 · audit A · 341 stars
frontend-mockup-loop-dashboard SKILL.md skill
blackbelttechnology/pi-agent-dashboard · .pi/skills/frontend-mockup-loop-dashboard/SKILL.md · Dashboard-specific adapter on the generic frontend-mockup-loop skill: binds the 7-step design loop to…
v1 · audit A · 341 stars
implement SKILL.md skill
blackbelttechnology/pi-agent-dashboard · .pi/skills/implement/SKILL.md · Disciplined implementation in pi-agent-dashboard: the rebuild matrix (extension→reload, server→restart…
git:20261023.a1b763f · audit A · 341 stars

Every file in blackbelttechnology/pi-agent-dashboard

Other files named kb-search

kb-search SKILL.md skill
jikig-ai/soleur · plugins/soleur/skills/kb-search/SKILL.md · This skill should be used when searching the knowledge base for files matching keywords or YAML frontmatter facets…
git:20261012.2d737ba · audit A · 21 stars

Browse by kind, by grade A, or by owner.