fastcontext SKILL.md skillA

fastcontext from intel/dokimi is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add intel/dokimi/fastcontext@git:20261013.4c872c6

Pins git:20261013.4c872c6 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: intel/dokimi
Path: dokimi/data/skills/fastcontext/SKILL.md
Versions recorded: 1
Latest version: git:20261013.4c872c6, committed Oct 13, 2026
Size: 2,651 bytes
Repository stars: 11
License: Apache-2.0

Locate the right files and line ranges before answering, editing, reviewing, or debugging unfamiliar code — explore first, then act on a compact set of citations instead of repeating broad searches.

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

# FastContext: explore before you act

Use this skill whenever a task touches code or docs you have not already read in
this session and the answer depends on **more than one file** or on
**cross-module logic**. Find the relevant locations *first*, commit to them as a
compact list of citations, then read narrow windows around those citations
instead of scanning the whole repository.

This skill is about *context acquisition*, not about the fix itself. Doing it
well makes the rest of the task cheaper and more accurate: fewer wasted reads,
tighter edits, less frontier-model token spend.

## When to use it

- Before answering a "where / how is X implemented?" question.
- Before editing, refactoring, or debugging code you have not localized yet.
- Before reviewing a change whose blast radius you have not mapped.

## When to skip it

- You already have the file and line range in hand.
- The task is a single, known file you have just read.
- A one-shot lookup you can answer without cross-referencing.

## How to explore

1. Search by **intent**, not by dumping files: grep for the symbol, the error
   string, the config key, or the API name — scoped to a directory when you can.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add intel/dokimi/fastcontext@sha256:1aac9fbfb43cbbd4

The line at the top of this page pins the label git:20261013.4c872c6, 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](https://markdownregistry.com/badge/art_srogmvmx72o5ujd2.svg)](https://markdownregistry.com/a/art_srogmvmx72o5ujd2)

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

Versions

The registry has recorded 1 version of this file, committed on Oct 13, 2026.

version	committed	commit	size	audit
git:20261013.4c872c6 latest	2026-10-13	4c872c6	2,651 B	A	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 (2651 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

intel/dokimi · 11 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_srogmvmx72o5ujd2
GET https://markdownregistry.com/api/v1/resolve?ref=intel/dokimi/fastcontext
GET https://markdownregistry.com/api/v1/blob/1aac9fbfb43cbbd4b86295c1d387553bd2c9c598fa9a0245e4a9ab7257d21186

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.