Ready to supercharge your AI agents?

Install any skill in seconds. Free to start, no credit card required.

MapKit Skills · rshankras | DecimalAI

codingby rshankras

MapKit Skills

rshankras/mapkit

Source rshankras/claude-code-apple-skills ↗License MIT

MapKit and GeoToolbox skills — PlaceDescriptor patterns, geocoding, and cross-service place identifiers with MapKit integration.

SkillScore82Maintained

Automatic

Coding pack

Last verified 8/17/2026

What it changes

Passed 18 of 22 test cases with the skill, and 6 of 22 without it.

Without skill27%

With skill82%

Checks it passed that the model alone missed

The response routes to geotoolbox/SKILL.md.
The response avoids using raw CLGeocoder directly.
The response specifies geotoolbox/SKILL.md as the relative path.

and 10 more in the full report

13 fixed5 passed either way3 still failing1 broke

Pass-rate lift: +55 pp
Tokens: -36%
Agent turns: 0%
Response time: -45%

Model gemini-3.6-flashMeasured 8/17/2026v118 of 22 cases passed with skill

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/rshankras-mapkit/SKILL.md https://app.decimal.ai/s/rshankras-mapkit/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add rshankras-mapkit, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/rshankras-mapkit/ and pins it in .decimal/skills.lock

decimalai skills add rshankras-mapkit

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/rshankras-mapkit/SKILL.md https://app.decimal.ai/s/rshankras-mapkit/SKILL.md

Raw file: /s/rshankras-mapkit/SKILL.md ↗ · machine-readable summary at /s/rshankras-mapkit.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 13

Prompt

What is the relative path where the GeoToolbox skill definition file resides within the MapKit skill suite?

What was checked, without and with the skill
Checked	Without skill	With skill
The response specifies geotoolbox/SKILL.md as the relative path.	Missed	Passed

case-13 · gemini-3.6-flash · 8/17/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md24 linessingle file

MapKit Skills

Location and place-data patterns built on MapKit and GeoToolbox.

When This Skill Activates

Use this skill when the user:

Works with PlaceDescriptor or GeoToolbox
Needs geocoding or reverse geocoding
Handles place identifiers across services (Apple Maps + third-party)

Available Skills

Paths are relative to THIS file's directory — skills run with cwd set to the user's project, so resolve each path from this SKILL.md's own location.

Skill	Read	Covers
geotoolbox	`geotoolbox/SKILL.md`	GeoToolbox PlaceDescriptor, geocoding, multi-service place identifiers

How to Route

Read geotoolbox/SKILL.md (relative to this file) plus any reference files it lists.
Apply the guidance to the user's code.

Track record

Benchmark

18 / 22

test cases passed, vs 6 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

rshankras / claude-code-apple-skills

skills/mapkit/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

Other skills for the same job

Published skills whose descriptions closely match this one, with their headline benchmark lift.

rshankras/geotoolboxGeoToolbox PlaceDescriptor patterns with MapKit integration for location representation, geocoding, and multi-service place identifiers. Use when working with place descriptors, geocoding, or cross-service location data.Close match+73 pp pass-rate lift

More skills from the same source and nearby in the registry, with their headline benchmark lift.

Ready to supercharge your AI agents?

See it in action

What's inside

MapKit Skills

When This Skill Activates

Available Skills

How to Route

Track record

Benchmark

Adoption

SkillSafety

Source

Other skills for the same job

Related skills