OpenSpec Guided Onboarding
Fission-AI/OpenSpec
Walks you through a complete OpenSpec workflow cycle with narration while doing real work in your codebase.
Scans a codebase to tag every fact as draft, spec or implemented based on what the code actually shows, adding missing facts and fixing or removing wrong ones.
Install Fact Sheet Discovery and Sync
$ npx skills add av/mi --skill facts-discover -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install av/mi facts-discover --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/facts-discover .claude/skills/facts-discover && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "facts-discover" agent skill from https://github.com/av/mi/tree/master/.agents/skills/facts-discover into .claude/skills/facts-discover/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "facts-discover", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/av/mi/tree/master/.agents/skills/facts-discoverType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add av/mi --skill facts-discover -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install av/mi facts-discover --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/facts-discover .agents/skills/facts-discover && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "facts-discover" agent skill from https://github.com/av/mi/tree/master/.agents/skills/facts-discover into .agents/skills/facts-discover/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "facts-discover", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add av/mi --skill facts-discover -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install av/mi facts-discover --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/facts-discover .cursor/skills/facts-discover && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "facts-discover" agent skill from https://github.com/av/mi/tree/master/.agents/skills/facts-discover into .cursor/skills/facts-discover/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "facts-discover", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/av/mi.git --path .agents/skills/facts-discover--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add av/mi --skill facts-discover -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install av/mi facts-discover --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/facts-discover .gemini/skills/facts-discover && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "facts-discover" agent skill from https://github.com/av/mi/tree/master/.agents/skills/facts-discover into .gemini/skills/facts-discover/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "facts-discover", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install av/mi facts-discoverInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add av/mi --skill facts-discover -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/facts-discover .github/skills/facts-discover && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "facts-discover" agent skill from https://github.com/av/mi/tree/master/.agents/skills/facts-discover into .github/skills/facts-discover/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "facts-discover", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add av/mi --skill facts-discover -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install av/mi facts-discover --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/av/mi.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/facts-discover .opencode/skills/facts-discover && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "facts-discover" agent skill from https://github.com/av/mi/tree/master/.agents/skills/facts-discover into .opencode/skills/facts-discover/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "facts-discover", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
facts-discover- GitHub stars
- 102
- Token cost
- ~2.8k tokens
- SKILL.md length
- 1,189 words
- Files
- 1
- Skills in repo
- 20
- Repo updated
- First seen
- Licence
- None found
At a glance
Scans a codebase to tag every fact as draft, spec or implemented based on what the code actually shows, adding missing facts and fixing or removing wrong ones.
- Works in 6 steps: Load the current fact sheet → Scan the codebase → Classify facts by lifecycle stage → …
- Auditing an existing fact sheet for accuracy against the current code
- SKILL.md covers When to use this skill, Goal, Process and Guidelines, plus 1 more section
- Calls jq, cargo and npm
What it does
The skill acts as a fact sheet maintainer, classifying each fact by lifecycle stage in a single session: draft for a vague, high-level claim that still needs refinement, spec for a precise claim the code does not yet back up, implemented for a claim the codebase proves true, and untagged for ground truth already verified by observation. It is only meant to run when the user explicitly asks to discover, audit or sync facts, not when they want to define new spec, which belongs to a separate facts skill.
It starts by running facts list to see the current sheet and facts check to see which command-backed facts pass or fail, since failing facts are candidates for removal or correction. Each manual fact, marked with a question mark in the output, is checked against the relevant code rather than trusted on its label alone, because manual facts often describe behavior that resists simple automated validation.
A validation command is only added when it genuinely tests the claim: a command that always passes regardless of truth is called worse than no command at all, so a manual fact with no useful check is preferred over a false sense of safety. Short CLI aliases like ll, at, rt, rm and ls speed up the high-frequency operations once the scan is underway.
When your agent uses it
- Auditing an existing fact sheet for accuracy against the current code
- Bootstrapping a first fact sheet for a codebase with none yet
- Removing obsolete facts after a feature was changed or removed
Example prompts
- “Audit the fact sheet against the current codebase and fix anything wrong.”
- “Discover facts for the payments module and tag them by lifecycle stage.”
- “Sync the fact sheet after we removed the legacy auth flow.”
Requirements
- The facts CLI
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Load the current fact sheet
- Scan the codebase
- Classify facts by lifecycle stage
- Add missing facts
- Organize
- Validate and report
What it can do on your machine
Read from SKILL.md and the folder at commit 2bf50c9. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
jqcargonpm
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use npm, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Fact Sheet Discovery and Sync loads about 2.8k tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 1,189 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,189 words (~2,772 tokens).
“You are a fact sheet maintainer. Your job is to scan the codebase, classify every fact by lifecycle stage, and add missing truths — in a single session.”
- name
- facts-discover
Files
Just SKILL.md in .agents/skills/facts-discover of av/mi.
Open the folder on GitHubat commit 2bf50c9
Used in 1 other repository
We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders. This page covers the copy in av/mi, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Fact Sheet Discovery and Sync next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Fact Sheet Discovery and Sync this skillav/mi | 102 | — | ~2.8k | Automated safety check: Pass | None | |
| OpenSpec Guided OnboardingFission-AI/OpenSpec | 71k | 1 repos | ~4.5k | Automated safety check: Pass | MIT | |
| Brainstorming Before BuildingjnMetaCode/superpowers-zh | 8.3k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Readyprekuter/dryforge | 413 | 1 repos | ~6.8k | Automated safety check: Pass | Apache-2.0 | |
| Spec Driven Developzhu1090093659/deepseek-pp | 1.9k | — | ~6.9k | Automated safety check: Pass | Apache-2.0 | |
| GSD Plan Importopen-gsd/gsd-core | 10k | 2 repos | ~1k | Automated safety check: Notes | MIT |
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Brainstorming Before Building
jnMetaCode/superpowers-zh
Turns a rough idea into an approved design before any code is written, sorting the request into spike, bounded or architectural and enforcing an approval gate.
Ready
prekuter/dryforge
Understand what you mean before anything is built. An agent skill from prekuter/dryforge.
Spec Driven Develop
zhu1090093659/deepseek-pp
Automates pre-development workflow for large-scale complex tasks.
GSD Plan Import
open-gsd/gsd-core
Ingest external plans with conflict detection against project decisions before writing anything.
Migration
prekuter/dryforge
Bring an existing codebase into Dryforge, once. An agent skill from prekuter/dryforge.
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Related
Categories
Questions about Fact Sheet Discovery and Sync
What does Fact Sheet Discovery and Sync do?
Scans a codebase to tag every fact as draft, spec or implemented based on what the code actually shows, adding missing facts and fixing or removing wrong ones. The skill acts as a fact sheet maintainer, classifying each fact by lifecycle stage in a single session: draft for a vague, high-level claim that still needs refinement, spec for a precise claim the code does not yet back up, implemented for a claim the codebase proves true, and untagged for ground truth already verified by observation. It is only meant to run when the user explicitly asks to discover, audit or sync facts, not when they want to define new spec, which belongs to a separate facts skill.
When should I use Fact Sheet Discovery and Sync?
Fact Sheet Discovery and Sync fits situations like: auditing an existing fact sheet for accuracy against the current code; bootstrapping a first fact sheet for a codebase with none yet; removing obsolete facts after a feature was changed or removed.
How do I install Fact Sheet Discovery and Sync in Claude Code?
Run `npx skills add av/mi --skill facts-discover -a claude-code`. Or copy the skill folder (.agents/skills/facts-discover in av/mi) into .claude/skills/facts-discover in your project. Claude Code loads it when a task matches its description.
How do I install Fact Sheet Discovery and Sync in Codex?
Run `npx skills add av/mi --skill facts-discover -a codex`. Or copy the skill folder (.agents/skills/facts-discover in av/mi) into .agents/skills/facts-discover in your project. Codex loads it when a task matches its description.
Can I use Fact Sheet Discovery and Sync in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add av/mi --skill facts-discover -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/facts-discover, .gemini/skills/facts-discover, .github/skills/facts-discover and .opencode/skills/facts-discover in your project.
What does Fact Sheet Discovery and Sync need to run?
Going by SKILL.md and its folder, Fact Sheet Discovery and Sync needs the command-line tools its instructions call (jq, cargo and npm). Our summary lists: The facts CLI.
Does Fact Sheet Discovery and Sync access the network?
SKILL.md contains no URLs. Its commands use npm, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Fact Sheet Discovery and Sync safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Fact Sheet Discovery and Sync use?
No licence was found for Fact Sheet Discovery and Sync or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Fact Sheet Discovery and Sync use?
About 2.8k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Fact Sheet Discovery and Sync?
Skills that share tags, products or a category with Fact Sheet Discovery and Sync: OpenSpec Guided Onboarding (Fission-AI/OpenSpec, 71k stars), Brainstorming Before Building (jnMetaCode/superpowers-zh, 8.3k stars), Ready (prekuter/dryforge, 413 stars) and Spec Driven Develop (zhu1090093659/deepseek-pp, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Fact Sheet Discovery and Sync?
av (a GitHub user) maintains it in av/mi, which has 102 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on September 26, 2026.
Source: av/mi on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.