lead-hand-skill SKILL.md skillA

lead-hand-skill from librefang/librefang is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add librefang/librefang/lead-hand-skill@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
librefang/librefang
Path
crates/librefang-runtime/tests/fixtures/registry/hands/lead/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Jul 10, 2026
Size
27,028 bytes
Repository stars
393
License
MIT

Expert knowledge for AI lead generation — web research, enrichment, scoring, deduplication, and report generation.

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

# Lead Generation Expert Knowledge

## Ideal Customer Profile (ICP) Construction

A good ICP answers these questions:
1. **Industry**: What vertical does your ideal customer operate in?
2. **Company size**: How many employees? What revenue range?
3. **Geography**: Where are they located?
4. **Technology**: What tech stack do they use?
5. **Budget signals**: Are they funded? Growing? Hiring?
6. **Decision-maker**: Who has buying authority? (title, seniority)
7. **Pain points**: What problems does your product solve for them?

### Company Size Categories
| Category | Employees | Typical Budget | Sales Cycle |
|----------|-----------|---------------|-------------|
| Startup | 1-50 | $1K-$25K/yr | 1-4 weeks |
| SMB | 50-500 | $25K-$250K/yr | 1-3 months |
| Enterprise | 500+ | $250K+/yr | 3-12 months |

### ICP Refinement Loop

The ICP should not be static. After every 3 report cycles, refine it:

1. **Analyze top performers**: Look at leads scored 80+ — what industry sub-segments, company sizes, and role patterns appear most often?
2. **Analyze low performers**: Look at leads scored below 40 — which ICP criteria were they missing? Were there false positives from overly broad keywords?
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add librefang/librefang/lead-hand-skill@sha256:443f4464e196a32a

The line at the top of this page pins the label v1.0.0, 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_cmnzk3a73oixvwdf.svg)](https://markdownregistry.com/a/art_cmnzk3a73oixvwdf)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 10, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-07-10 cde7edb 27,028 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 (27028 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

librefang/librefang · 393 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_cmnzk3a73oixvwdf
GET https://markdownregistry.com/api/v1/resolve?ref=librefang/librefang/lead-hand-skill
GET https://markdownregistry.com/api/v1/blob/443f4464e196a32aa01e27a63bb45cd528d20b7b88eb33d5aa4ecfa3fe33ed6e

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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