Agent skill

Ak Threads Booster

by akseolabs-seo in akseolabs-seo/AK-Threads-booster

Threads growth operating system for topic selection, drafting, analysis, prediction, review, and tracker refresh based on the user's own post history.

MITAuto-check passedWriting & Content

Install Ak Threads Booster

skills CLI
$ npx skills add akseolabs-seo/AK-Threads-booster --skill ak-threads-booster -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install akseolabs-seo/AK-Threads-booster ak-threads-booster --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
ak-threads-booster
GitHub stars
275
Token cost
~2.3k tokens
SKILL.md length
1,117 words
Files
68 (incl. scripts)
Skills in repo
12
Repo updated
First seen
Licence
MIT

At a glance

Threads growth operating system for topic selection, drafting, analysis, prediction, review, and tracker refresh based on the user's own post history.

  • Works in 8 steps: Do not answer from this file alone when… → Open the matched module and follow its… → If the user asks for a combined task,… → …
  • Writing & Content work in your project
  • SKILL.md covers Intent Routing, Routing Rules, Working Data and Tools Surface, plus 3 more sections

What it does

Ak Threads Booster is an agent skill from akseolabs-seo/AK-Threads-booster. Threads growth operating system for topic selection, drafting, analysis, prediction, review, and tracker refresh based on the user's own post history.

Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 70 other files, including scripts (for example `AGENTS.md`, `CHANGELOG.md` and `README.en.md`).

It sits in Writing & Content. The repository describes itself as: AK體 · 數據驅動的 Threads 寫文決策系統。用你的歷史貼文、演算法與社媒心理學,協助選題、起草、發文前診斷、表現預估與復盤。Data-driven Threads writing advisor — topic selection, drafting, diagnosis, prediction & review based on your… The licence is MIT.

When your agent uses it

  • Writing & Content work in your project

Example prompts

  • “Use the ak-threads-booster skill to thread growth operating system for topic selection, drafting, analysis, prediction, review, and tracker refresh…”
  • “/ak-threads-booster”

Requirements

  • Pre-approved tools (allowed-tools): Read, Glob, Grep

Workflow steps

8 steps, taken from the first numbered list in SKILL.md.

  1. Do not answer from this file alone when a module exists for the request.
  2. Open the matched module and follow its workflow.
  3. If the user asks for a combined task, use the smallest valid sequence
  4. Keep outputs grounded in the user's own tracker whenever available.
  5. If threads_daily_tracker.json is missing, do not pretend the work is data-backed. Ask for fallback history or use the setup path.
  6. Analyze vs Draft routing discipline. If the user pastes their own text — no matter whether they say "analyze", "check", "optimize"…
  7. Brand voice scope. brand_voice.md is a composition driver only in /draft. Every other module treats it as observation-only — for flagging…
  8. Proactive update offer. On first setup, installation help, or any repo/skill maintenance conversation, proactively tell the user AK體 can…

What it can do on your machine

Read from SKILL.md and the folder at commit cc08954. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves these tools, so the agent can use them without asking each time:

    • Read
    • Glob
    • Grep

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/, which the agent can run.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    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

Ak Threads Booster loads about 2.3k tokens when it runs. Until then it costs about 42 tokens; SKILL.md has 1,117 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~42
When it runs · the whole SKILL.md, loaded when a task matches
~2.3k

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); the scripts in this folder are not scanned.

SKILL.md

The full file from akseolabs-seo/AK-Threads-booster at commit cc08954, republished under its MIT licence (© akseolabs-seo). 1,117 words, ~2,267 tokens.

Download SKILL.mdSave it as .claude/skills/ak-threads-booster/SKILL.md (or your agent's skills folder). This skill also uses 67 other files; get the full folder from GitHub.
name
ak-threads-booster
description
Threads growth operating system for topic selection, drafting, analysis, prediction, review, and tracker refresh based on the user's own post history.
allowed-tools
Read, Glob, Grep
version
2.0.0

AK體-基於Threads演算法的優化skill

ak-threads-booster remains the internal skill id for routing and installation.

Use this as the single entry point for the AK Threads workflow.

This skill is for creators who want to pick stronger topics, write posts with clearer upside, and improve over time using their own Threads history.

It is not a viral-post guarantee engine. It is a decision system:

  • find topic angles with real demand
  • avoid obvious repetition and red lines
  • draft from the user's own voice and history
  • review outcomes and feed the learning back into the tracker

Intent Routing

Classify the user's request first, then open and follow one primary module unless the task clearly needs a short sequence.

Each sub-skill is located via Glob **/skills/<name>/SKILL.md so resolution works regardless of where the plugin is installed. Do not assume an absolute path or environment variable.

  • Setup / import / initialize / backfill history -> Glob **/skills/setup/SKILL.md
  • Refresh tracker / update metrics / scrape own profile -> Glob **/skills/refresh/SKILL.md
  • Analyze a finished post / inspect / AK-review / optimize / improve / 檢查 / 優化 / 診斷 a post the user has written -> Glob **/skills/analyze/SKILL.md
  • Draft / write from a topic / 起草 / 寫文 (user has not written anything yet; generate from a topic) -> Glob **/skills/draft/SKILL.md
  • Predict likely 24-hour performance / expectation check -> Glob **/skills/predict/SKILL.md
  • Review actual post performance / compare against prediction -> Glob **/skills/review/SKILL.md
  • Mine next topics / topic suggestions / 選題 -> Glob **/skills/topics/SKILL.md
  • Build brand voice / voice analysis -> Glob **/skills/voice/SKILL.md
  • Local visual panel / dashboard / data cockpit / open panel -> Glob **/skills/panel/SKILL.md
  • Check skill updates / update AK-Threads-Booster / install weekly auto-update / 更新 skill / 自動更新 -> Glob **/skills/update/SKILL.md
  • Optimize the skill itself / compound pass / 優化skill / 自我優化 / 閉環 (turn threads_skill_learnings.log misses into rule edits) -> Glob **/skills/optimize/SKILL.md

Routing Rules

  1. Do not answer from this file alone when a module exists for the request.
  2. Open the matched module and follow its workflow.
  3. If the user asks for a combined task, use the smallest valid sequence:
    • first-use account workflow -> setup, then voice if needed
    • write from historical data -> setup or voice first if data is missing, then draft
    • post decision flow -> analyze, then predict if the user asks for a range
    • post-publication learning flow -> review
  4. Keep outputs grounded in the user's own tracker whenever available.
  5. If threads_daily_tracker.json is missing, do not pretend the work is data-backed. Ask for fallback history or use the setup path.
  6. Analyze vs Draft routing discipline. If the user pastes their own text — no matter whether they say "analyze", "check", "optimize", "improve", "幫我看一下", "幫我優化" — route to /analyze. /analyze gives pointed diagnosis and preserves the user's format; it does not rewrite the post. Route to /draft only when the user has no existing text and wants something generated from a topic.
  7. Brand voice scope. brand_voice.md is a composition driver only in /draft. Every other module treats it as observation-only — for flagging drift, never for rewriting the user's submission toward a voice template.
  8. Proactive update offer. On first setup, installation help, or any repo/skill maintenance conversation, proactively tell the user AK體 can install an opt-in weekly GitHub update checker. Ask whether they want to enable it. Do not install it by default, and do not interrupt normal content tasks like /draft or /analyze with this offer unless the user asks about maintenance.

Working Data

Look in the working directory for:

  • threads_daily_tracker.json - canonical machine-readable tracker
  • style_guide.md - produced by /setup
  • concept_library.md - produced by /setup
  • brand_voice.md - produced by /voice, referenced by /draft
  • posts_by_date.md - human-readable archive
  • posts_by_topic.md - human-readable topic index
  • comments.md - human-readable flat comment log
  • threads_freshness.log - audit log for /draft and /topics freshness gates, read by /review
  • threads_refresh.log - audit log for /refresh runs, read by /review

Low-token runtime also looks for derived compiled memory in compiled/:

  • compiled/account_wiki.md
  • compiled/account_state.md
  • compiled/personal_signal_memory.md
  • compiled/next_move_queue.md
  • compiled/post_feature_index.jsonl
  • compiled/cluster_wiki.json
  • compiled/exemplar_bank.md
  • compiled/recent_window.md
  • compiled/voice_fingerprint.md
  • compiled/voice_fingerprint.json

These files are runtime caches only. threads_daily_tracker.json remains the source of truth. If compiled memory is missing, stale, or contradicts the tracker, fall back to the tracker and recommend rebuilding compiled memory.

If legacy Chinese companion filenames already exist, treat them as equivalent companion files instead of forcing a rename.

If only the tracker exists, continue in tracker-only fallback mode when the chosen module allows it. If the tracker is missing, do not pretend the work is data-backed - ask for fallback history or use /setup.

Show full SKILL.md (425 more words)Show less

Tools Surface

This main SKILL.md declares only the read-only tools it actually uses (Read, Glob, Grep). Each sub-skill declares its own allowed-tools in its frontmatter; some require more:

  • /draft adds Write, WebSearch, WebFetch
  • /review adds Write, Edit
  • /voice, /setup, /refresh each extend the surface as needed
  • /update uses git through shell commands and may create an opt-in Codex automation when the user explicitly accepts weekly auto-update

When auditing permissions, inspect the union of all sub-skill frontmatters, not just this file.

Persistent-State Policy

Any sub-skill that writes to threads_daily_tracker.json, style_guide.md, concept_library.md, brand_voice.md, or threads_booster_config.json must follow templates/FAILSAFE.md (backup + atomic rename + keep last 5 backups). Append-only logs (threads_freshness.log, threads_refresh.log, threads_skill_learnings.log) follow the append-only rules in the same file.

Compiled memory files under compiled/ are rebuilt views, not hand-edited state. Rebuild them with scripts/build_compiled_memory.py after tracker-changing runs.

Shared Knowledge

Red-line (R) and signal (S) definitions live in knowledge/_shared/red-lines.md — the single source of truth for both /analyze and /draft. Do not inline R-lists in sub-skill SKILL.md files.

Next-post direction lives in knowledge/_shared/next-move-engine.md. Any "next move" recommendation must pass red-line filtering first, name the S signal it is trying to strengthen, and avoid becoming a formula bank or case-study imitation.

Runtime depth, compiled-memory behavior, and output-mode defaults live in knowledge/_shared/runtime-budget.md. In lite and standard, use knowledge/cards/* before full knowledge/*.md files.

If runtime.token_mode is absent or "ask", ask the user to choose 低 token 版 or 高 token 版 before heavy reading. The question must clearly state the tradeoff: low token is faster and cheaper but less detailed; high token is deeper but slower and more expensive.

Compound loop schema — threads_skill_learnings.log — is defined in knowledge/_shared/compound-log-format.md. /review writes misses to it; /optimize reads it, proposes rule changes, and appends supersedes entries when the user approves edits. No other sub-skill touches the log.

Precedence and Conflicts

When guidance conflicts, use this order:

  1. This main SKILL.md — routing and global discipline
  2. Sub-skill skills/<name>/SKILL.md — module-specific workflow
  3. knowledge/_shared/*.md — definitions referenced by multiple sub-skills (red-lines, config, discovery, principles, runtime-budget, compound-log-format)
  4. knowledge/*.md — deeper knowledge bases (psychology, algorithm, ai-detection, data-confidence, chrome-selectors)
  5. templates/* — shape templates (tracker, style-guide, concept-library, FAILSAFE)

Rules earlier in this list win. If a sub-skill rule contradicts the main SKILL.md (e.g. routes /analyze requests to /draft), the main SKILL.md wins and the sub-skill is the drift — fix the sub-skill.

A known cross-sub-skill conflict and its resolution:

  • brand_voice.md usage. /draft treats it as a composition driver. Every other sub-skill treats it as observation-only. This is stated here (Routing Rules #7) and re-stated in each sub-skill's Scope section. If those ever disagree, this file wins.

© akseolabs-seo, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 67 other files (scripts) in the repository root of akseolabs-seo/AK-Threads-booster.

  • SKILL.md
  • .gitignore
  • AGENTS.md
  • CHANGELOG.md
  • LICENSE
  • README.en.md
  • README.md
  • agents/openai.yaml
  • evals/README.md
  • evals/fixtures/analyze-no-rewrite.md
  • evals/fixtures/draft-freshness-failclosed.md
  • evals/fixtures/optimize-requires-user-signal.md
  • evals/fixtures/red-line-detection.md
  • evals/fixtures/review-backup-safety.md
  • evals/fixtures/runtime-budget-low-token.md
  • evals/fixtures/voice-creation-genome.md
  • evals/rubric.md
  • evals/runbook.md
  • … and 50 more

Open the folder on GitHubat commit cc08954

Compare with similar skills

Ak Threads Booster 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.

Ak Threads Booster compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Ak Threads Booster this skillakseolabs-seo/AK-Threads-booster275—~2.3kAutomated safety check: PassMIT
Socialcoreyhaines31/marketingskills54k4 repos~4.5kAutomated safety check: PassMIT
HumanizerAzure-Samples/interview-coach-agent-framework17338 repos~5.8kAutomated safety check: PassMIT
Avoid AI Writingconorbronsdon/avoid-ai-writing4.9k3 repos~8.1kAutomated safety check: PassMIT
JavaScript Concept Fact Checkerleonardomso/33-js-concepts67k1 repos~5kAutomated safety check: PassMIT
User-Facing Text Cleanupguillaumemeyer/watermarks-remover24k—~3.5kAutomated safety check: PassMIT

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More from akseolabs-seo/AK-Threads-booster

All 12 skills in this repo
  • Voice

    akseolabs-seo/AK-Threads-booster

    Deep analysis of user's historical posts and comment replies to build a comprehensive Brand Voice profile.

    275 GitHub stars~2k tokensUpdated 3 mo ago
    Auto-check: notes
  • Optimize

    akseolabs-seo/AK-Threads-booster

    Self-contained compound loop: read threadsskilllearnings.log, cluster the misses, propose concrete sub-skill rule edits, and apply them with the user's approval.

    275 GitHub stars~1.8k tokensUpdated 3 mo ago
    Auto-check passed
  • Panel

    akseolabs-seo/AK-Threads-booster

    Launch or prepare the optional local visual panel for AK-Threads-Booster.

    275 GitHub stars~873 tokensUpdated 3 mo ago
    Auto-check: notes
  • Topics

    akseolabs-seo/AK-Threads-booster

    Mine insights from comments and historical data to recommend the next worthwhile topics.

    275 GitHub stars~1.8k tokensUpdated 3 mo ago
    Auto-check: notes
  • Update

    akseolabs-seo/AK-Threads-booster

    Check AK-Threads-Booster for upstream GitHub updates, safely fast-forward the local skill repo, or install an opt-in weekly Codex automation that keeps the skill on the latest version.

    275 GitHub stars~1.1k tokensUpdated 3 mo ago
    Auto-check: notes
  • Draft

    akseolabs-seo/AK-Threads-booster

    Select a topic and generate a draft based on the user's Brand Voice.

    275 GitHub stars~2.6k tokensUpdated 3 mo ago
    Auto-check passed

Questions about Ak Threads Booster

What does Ak Threads Booster do?

Threads growth operating system for topic selection, drafting, analysis, prediction, review, and tracker refresh based on the user's own post history. Ak Threads Booster is an agent skill from akseolabs-seo/AK-Threads-booster. Threads growth operating system for topic selection, drafting, analysis, prediction, review, and tracker refresh based on the user's own post history.

When should I use Ak Threads Booster?

Ak Threads Booster fits situations like: writing & Content work in your project.

How do I install Ak Threads Booster in Claude Code?

Run `npx skills add akseolabs-seo/AK-Threads-booster --skill ak-threads-booster -a claude-code`. Or copy the skill folder (the akseolabs-seo/AK-Threads-booster repository) into .claude/skills/ak-threads-booster in your project. Claude Code loads it when a task matches its description.

How do I install Ak Threads Booster in Codex?

Run `npx skills add akseolabs-seo/AK-Threads-booster --skill ak-threads-booster -a codex`. Or copy the skill folder (the akseolabs-seo/AK-Threads-booster repository) into .agents/skills/ak-threads-booster in your project. Codex loads it when a task matches its description.

Can I use Ak Threads Booster 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 akseolabs-seo/AK-Threads-booster --skill ak-threads-booster -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/ak-threads-booster, .gemini/skills/ak-threads-booster, .github/skills/ak-threads-booster and .opencode/skills/ak-threads-booster in your project.

What does Ak Threads Booster need to run?

SKILL.md names no scripts, command-line tools or credentials: Ak Threads Booster is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Glob, Grep.

Does Ak Threads Booster access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Ak Threads Booster 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Ak Threads Booster use?

Ak Threads Booster is published under the MIT licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Ak Threads Booster use?

About 2.3k tokens (SKILL.md is roughly 9.1k 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 Ak Threads Booster?

Skills that share tags, products or a category with Ak Threads Booster: Social (coreyhaines31/marketingskills, 54k stars), Humanizer (Azure-Samples/interview-coach-agent-framework, 173 stars), Avoid AI Writing (conorbronsdon/avoid-ai-writing, 4.9k stars) and JavaScript Concept Fact Checker (leonardomso/33-js-concepts, 67k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Ak Threads Booster?

akseolabs-seo (a GitHub user) maintains it in akseolabs-seo/AK-Threads-booster, which has 275 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on July 3, 2026.

Source: akseolabs-seo/AK-Threads-booster on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.