research-scout

research-scout is a skill for Claude Code from MrBinnacle/azimuth. It costs 60 tokens per session (1,165 once invoked), scanned A, original, MIT.

A research-tracking helper for AZIMUTH, a project that keeps evidence and reference rates about software and business outcomes.

In plain words
What is it for?
It searches the project's eight source groups on their assigned days, validates relevant publications or updates, and records them in a staging file for possible promotion.
Why use it?
It prevents important source updates from being missed and keeps new findings separate until a person reviews them.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

Good fit It searches the project's eight source groups on their assigned days, validates relevant publications or updates, and records them in a staging file for possible promotion.

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Install with agentmods
npx agentmods add skills/mrbinnacle/azimuth/research-scout
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add MrBinnacle/azimuth --skill research-scout
Clone the repo
git clone --depth 1 https://github.com/MrBinnacle/azimuth

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for research-scout

README.md
[![agentmods](https://agentmods.dev/badge/skills/mrbinnacle/azimuth/research-scout/github.svg)](https://agentmods.dev/skills/mrbinnacle/azimuth/research-scout)
Your own site
<a href="https://agentmods.dev/skills/mrbinnacle/azimuth/research-scout"><img src="https://agentmods.dev/badge/skills/mrbinnacle/azimuth/research-scout/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for research-scout

Your own site · 80×15
<a href="https://agentmods.dev/skills/mrbinnacle/azimuth/research-scout"><img src="https://agentmods.dev/badge/skills/mrbinnacle/azimuth/research-scout.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 60 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,165 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00060 $0.01165
Opus 5 $0.00030 $0.00583
Sonnet 5 $0.00012 $0.00233
Haiku 4.5 $0.00006 $0.00117

Measured 8d ago against content hash db59c53ad30e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

research-scout scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/maintenance/research-scout/SKILL.md · 124 lines

How it starts

The opening of the file, as written. The whole thing — 124 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Research Scout

Maintain AZIMUTH's empirical integrity by tracking source publications and staging updates to references/base-rates.md.

This skill has two modes. Trigger is determined from the user's request.

SCOUT — Search for new publications. Stage validated findings. PROMOTE — Review research/staged-findings.md. Promote, hold, or discard each staged entry.

Trigger PROMOTE when user says "promote," "review staged findings," or "what's in the queue."


Source Map

references/base-rates.md draws from 8 source families. Each has a day-of-week assignment. Do not search all groups every run.

Day Source Family What constitutes a finding
Mon Standish CHAOS + PMI Pulse of the Profession New annual edition; changed on-time/overrun rates
Tue CB Insights startup failure reports New edition (last known: 2021); updated failure-cause percentages
Wed BLS Business Employment Dynamics New annual entrepreneurship/survival cohort tables
Thu McKinsey large IT projects + transformation research New survey citing overrun or value-delivery figures
Fri Nielsen Breakthrough Innovation + consumer launch research New consumer product failure rate data
Sat Pendo Feature Adoption + B2B SaaS adoption research New feature utilization dataset
Sun Schmidt & Hunter follow-on meta-analyses + KPMG/Bain M&A + Flexera State of the Cloud New predictive validity meta-analysis; M&A value-destruction update; cloud migration overrun data

SCOUT Mode

Step 1 — Search

For today's source family, run:

  1. WebSearch: "[source name]" [current year] report
  2. WebSearch: site:[publisher domain] [topic] [current year]

Maximum 3 searches per source family. Do not search topics outside the assigned family.

Step 2 — Filter

Keep only:

  • New edition or meaningful update to a previously cited source
  • Data that materially changes a figure in references/base-rates.md (direction reversal, or >15% change in a cited rate)
  • A new rigorous source that improves on a currently hedged or weakly attributed claim
  • Retraction or significant methodological critique of a currently cited source

Read the full file on GitHub · 124 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 124 lines · 60 tokens per session scan A db59c53ad30e

Subscribe to this mod's changes

research-scout is a skill published in the GitHub repository MrBinnacle/azimuth (8 stars, last pushed 3mo ago), licensed MIT. It adds 60 tokens to every session and 1,165 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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