Neat-Freak Knowledge Closeout
KKKKhazix/khazix-skills
Brings project docs, agent rule files, authorized memory and leftover workspace files back in line with what the code and runtime actually do at the end of a work session.
Toggle a project-local concise-output directive that suppresses agent prose padding during SDD steps.
$ npx skills add haru/redmine_ai_helper --skill speckit-token-budget-concise -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install haru/redmine_ai_helper speckit-token-budget-concise --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/haru/redmine_ai_helper.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/speckit-token-budget-concise .claude/skills/speckit-token-budget-concise && 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 "speckit-token-budget-concise" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-token-budget-concise into .claude/skills/speckit-token-budget-concise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-token-budget-concise", 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/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-token-budget-conciseType 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 haru/redmine_ai_helper --skill speckit-token-budget-concise -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install haru/redmine_ai_helper speckit-token-budget-concise --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/speckit-token-budget-concise .agents/skills/speckit-token-budget-concise && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "speckit-token-budget-concise" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-token-budget-concise into .agents/skills/speckit-token-budget-concise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-token-budget-concise", 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 haru/redmine_ai_helper --skill speckit-token-budget-concise -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install haru/redmine_ai_helper speckit-token-budget-concise --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/speckit-token-budget-concise .cursor/skills/speckit-token-budget-concise && 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 "speckit-token-budget-concise" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-token-budget-concise into .cursor/skills/speckit-token-budget-concise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-token-budget-concise", 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/haru/redmine_ai_helper.git --path .claude/skills/speckit-token-budget-concise--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 haru/redmine_ai_helper --skill speckit-token-budget-concise -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install haru/redmine_ai_helper speckit-token-budget-concise --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/speckit-token-budget-concise .gemini/skills/speckit-token-budget-concise && 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 "speckit-token-budget-concise" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-token-budget-concise into .gemini/skills/speckit-token-budget-concise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-token-budget-concise", 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 haru/redmine_ai_helper speckit-token-budget-conciseInstalls 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 haru/redmine_ai_helper --skill speckit-token-budget-concise -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/speckit-token-budget-concise .github/skills/speckit-token-budget-concise && 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 "speckit-token-budget-concise" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-token-budget-concise into .github/skills/speckit-token-budget-concise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-token-budget-concise", 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 haru/redmine_ai_helper --skill speckit-token-budget-concise -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install haru/redmine_ai_helper speckit-token-budget-concise --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/haru/redmine_ai_helper.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/speckit-token-budget-concise .opencode/skills/speckit-token-budget-concise && 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 "speckit-token-budget-concise" agent skill from https://github.com/haru/redmine_ai_helper/tree/main/.claude/skills/speckit-token-budget-concise into .opencode/skills/speckit-token-budget-concise/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "speckit-token-budget-concise", 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.
speckit-token-budget-conciseToggle a project-local concise-output directive that suppresses agent prose padding during SDD steps.
Speckit Token Budget Concise is an agent skill from haru/redmine_ai_helper. Toggle a project-local concise-output directive that suppresses agent prose padding during SDD steps. State lives in the project's agent memory file (AGENTS.md preferred when present, else CLAUDE.md / GEMINI.md / .cursor/rules / .windsurf/rules / etc.) inside a clearly marked block, so it is reversible and reviewable.
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Requires spec-kit project structure with .specify/ directory
It sits in Agent Workflows, covering Agent instruction files, LLM cost and token optimization and Spec-driven development. The repository describes itself as: A Redmine plugin that adds AI agents, MCP Server, smart completion, and vector search. The licence is MIT.
4 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 3cd87d6. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Requires spec-kit project structure with .specify/ directory
From compatibility in the SKILL.md frontmatter.
Speckit Token Budget Concise loads about 1.9k tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 688 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.
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.
The full file from haru/redmine_ai_helper at commit 3cd87d6, republished under its MIT licence (© haru). 688 words, ~1,883 tokens.
.claude/skills/speckit-token-budget-concise/SKILL.md (or your agent's skills folder).The user has invoked /speckit.token-budget.concise with arguments: $ARGUMENTS.
Manage the concise-output directive in the project's agent memory
file. This directive tells the AI agent — when it next runs any
/speckit.* command — to suppress narrative padding (recap of what it's
about to do, "Let me ...", "I'll go ahead and ...", "Here is what I
did", "I hope this helps") and return only the artifact diff, the file
write, or the structured result.
Output prose is a small share of total session tokens (the input side dominates), but the savings compound across the 4–6 SDD steps and the follow-up clarifications a feature usually needs. More importantly, concise mode shortens turn round-trips, which is the dimension users notice most.
on → enable concise mode (write the directive)off → disable concise mode (remove the directive)status (or empty) → report current state and which memory file is in use--file=<path> → force a specific memory file instead of auto-detectingApply this resolution order. Stop at the first match.
1a. Honor --file=<path> if the user passed one. Skip the rest.
1b. Auto-detect the active spec-kit agent. Look at the project to see which agent's command directory exists and is populated. Common signals, checked in this order:
| Signal | Implies agent | Canonical memory file |
|---|---|---|
.claude/commands/ has files | Claude Code | CLAUDE.md |
.gemini/commands/ has files | Gemini CLI | GEMINI.md |
.github/prompts/ has files | Copilot | .github/copilot-instructions.md |
.cursor/commands/ or .cursor/skills/ has files | Cursor | .cursor/rules/token-budget.mdc |
.windsurf/workflows/ has files | Windsurf | .windsurf/rules/token-budget.md |
.tabnine/agent/commands/ has files | Tabnine | .tabnine/AGENTS.md |
.agents/skills/speckit-*/ has files | Codex | AGENTS.md |
.pi/prompts/ has files | Pi Coding Agent | .pi/AGENTS.md |
.kilocode/ has files | Kilo Code | .kilocode/rules.md |
.roo/ has files | Roo Code | .roo/rules/token-budget.md |
.clinerules exists | Cline | .clinerules |
If exactly one agent is detected, that agent's canonical memory file is the agent-specific candidate for the next step.
1c. Apply the preference rule. Read concise.memory_files and
concise.prefer_agent from token-budget-config.yml.
AGENTS.md exists at the project root and prefer_agent is
empty (the default), write the directive to AGENTS.md. This is the
open cross-agent standard — most modern agents read it, so a single
write reaches every agent on the project.prefer_agent matches the auto-detected agent and that
agent's specific memory file exists, use it.concise.memory_files in order and use the first
file that exists.AGENTS.md at the
project root and write the directive there. (This is the lowest-
conflict default for any project, including ones not yet committed
to a single agent.)1d. If the user has multiple agents installed in the same project
(e.g. both .claude/commands/ and .cursor/commands/ populated),
prefer AGENTS.md regardless of prefer_agent. The whole point of
AGENTS.md is to avoid forking the directive across N tool-specific
files. Print a one-line note so the user knows: Multiple agents detected → directive written to AGENTS.md (read by all).
Look for the marker block:
<!-- BEGIN token-budget concise-mode -->
... directive text ...
<!-- END token-budget concise-mode -->The exact marker strings come from concise.marker_begin and
concise.marker_end in the config. If the markers are present,
concise mode is on. If not, it is off.
on — append the following block to the memory file (or insert it
immediately before the closing of any existing top-level "Conventions"
or "Workflow" section, if one exists):
<!-- BEGIN token-budget concise-mode -->
## Token Budget — concise mode (active)
When executing any `/speckit.*` command (constitution, specify,
clarify, plan, tasks, analyze, implement, checklist,
token-budget.*), follow these output rules:
- Do not narrate plans, intentions, or steps. Run them.
- Do not recap the user's prompt back to them.
- Do not announce file writes ("I'll create...", "Now writing..."). Just write.
- After completing the command, output only:
1. The list of files created or changed, one per line.
2. Any blocking question or unmet assumption, in one sentence.
3. The single line "Done." if there is nothing else to report.
- Tables, fenced code, and structured data inside artifacts are
unaffected — this rule governs only the chat-channel prose around
them.
- Override on request: if the user explicitly asks "explain", "walk
me through", "why", or "what did you do", drop concise mode for
that single reply and answer normally.
These rules apply only inside `/speckit.*` workflows. Conversational
replies outside SDD steps are not affected.
<!-- END token-budget concise-mode -->off — locate the marker block and remove it cleanly, including
the blank line before the begin marker if one is present (avoid leaving
a double blank line behind).
status — print:
Concise mode: <on|off>
Memory file: <path>
Last toggled: <ISO-8601 from a `<!-- toggled: ... -->` line in the block, if present>After writing, read the file back and verify the marker presence (for
on) or absence (for off) matches the requested state. Print one of:
✓ Concise mode enabled in <path>.
✓ Concise mode disabled. <path> restored.End the response.
The directive lives between unique markers, never inline with user-
authored content. concise off is a deterministic block deletion. The
user can also remove the block by hand at any time without breaking
anything.
It does not modify any spec-kit artifact, does not change agent settings outside the memory file, and does not affect non-SDD conversations. If the user wants global concise output, they should adopt a tool like Caveman directly — Token Budget only governs the SDD workflow surface.
© haru, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/speckit-token-budget-concise of haru/redmine_ai_helper.
Open the folder on GitHubat commit 3cd87d6
Speckit Token Budget Concise 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 |
|---|---|---|---|---|---|---|
| Speckit Token Budget Concise this skillharu/redmine_ai_helper | 106 | — | ~1.9k | Automated safety check: Pass | MIT | |
| Neat-Freak Knowledge CloseoutKKKKhazix/khazix-skills | 21k | — | ~1.9k | Automated safety check: Pass | MIT | |
| SkillOpt Sleep Cyclemicrosoft/SkillOpt | 18k | — | ~2.3k | Automated safety check: Pass | MIT | |
| CLAUDE.md Improveranthropics/claude-plugins-official | 38k | 5 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Openclaw Workspacewin4r/openclaw-workspace | 288 | — | ~2.4k | Automated safety check: Pass | None | |
| Harness Engineering10xChengTu/harness-engineering | 102 | 1 repos | ~1k | Automated safety check: Pass | None |
KKKKhazix/khazix-skills
Brings project docs, agent rule files, authorized memory and leftover workspace files back in line with what the code and runtime actually do at the end of a work session.
microsoft/SkillOpt
Runs an on-demand or nightly sleep cycle that reviews past Claude Code sessions and proposes validated updates to CLAUDE.md and skills.
anthropics/claude-plugins-official
Finds every CLAUDE.md file in a repository, scores each against quality criteria, shows a report, then makes targeted updates after you approve.
win4r/openclaw-workspace
A skill your agent uses when maintaining or optimizing OpenClaw workspace files — AGENTS.md, TOOLS.md, SOUL.md, USER.md, IDENTITY.md, HEARTBEAT.md, BOOT.md, MEMORY.md, and related checklists and…
10xChengTu/harness-engineering
Set up and improve harness engineering (AGENTS.md, docs/, lint rules, eval systems, project-level prompt engineering) for AI-agent-friendly codebases.
sangrokjung/claude-forge
A skill your agent uses when starting Claude Code projects, writing CLAUDE.md/spec.md, dispatching subagents, or requesting Agent Teams parallel development.
haru/redmine_ai_helper
Stage the current changes and create a git commit with a properly formatted English message.
haru/redmine_ai_helper
Create a pull request from the current branch. An agent skill from haru/redmine_ai_helper.
haru/redmine_ai_helper
Create a release branch for a given version. An agent skill from haru/redmine_ai_helper.
haru/redmine_ai_helper
Code quality checks, formatting, and metrics via qlty CLI. An agent skill from haru/redmine_ai_helper.
haru/redmine_ai_helper
Connect to the running Redmine instance and log in via the Playwright MCP browser, using REDMINEPLAYRIGHTURL/REDMINEPLAYRIGHTUSER/REDMINEPLAYRIGHTPASSWORD environment variables.
haru/redmine_ai_helper
Recreate the Redmine test database from scratch (delete db/schema.rb and db/redmine.sqlite3test, then run core and plugin migrations with RAILSENV=test).
Categories
Toggle a project-local concise-output directive that suppresses agent prose padding during SDD steps. Speckit Token Budget Concise is an agent skill from haru/redmine_ai_helper. Toggle a project-local concise-output directive that suppresses agent prose padding during SDD steps.
Speckit Token Budget Concise fits situations like: tasks that involve Agent instruction files; tasks that involve LLM cost and token optimization; tasks that involve Spec-driven development.
Run `npx skills add haru/redmine_ai_helper --skill speckit-token-budget-concise -a claude-code`. Or copy the skill folder (.claude/skills/speckit-token-budget-concise in haru/redmine_ai_helper) into .claude/skills/speckit-token-budget-concise in your project. Claude Code loads it when a task matches its description.
Run `npx skills add haru/redmine_ai_helper --skill speckit-token-budget-concise -a codex`. Or copy the skill folder (.claude/skills/speckit-token-budget-concise in haru/redmine_ai_helper) into .agents/skills/speckit-token-budget-concise in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add haru/redmine_ai_helper --skill speckit-token-budget-concise -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/speckit-token-budget-concise, .gemini/skills/speckit-token-budget-concise, .github/skills/speckit-token-budget-concise and .opencode/skills/speckit-token-budget-concise in your project.
SKILL.md names no scripts, command-line tools or credentials: Speckit Token Budget Concise is instructions for the agent only. Compatibility (from SKILL.md): Requires spec-kit project structure with .specify/ directory.
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.
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.
Speckit Token Budget Concise is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Speckit Token Budget Concise: Neat-Freak Knowledge Closeout (KKKKhazix/khazix-skills, 21k stars), SkillOpt Sleep Cycle (microsoft/SkillOpt, 18k stars), CLAUDE.md Improver (anthropics/claude-plugins-official, 38k stars) and Openclaw Workspace (win4r/openclaw-workspace, 288 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
haru (a GitHub user) maintains it in haru/redmine_ai_helper, which has 106 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on October 9, 2026.
Source: haru/redmine_ai_helper on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.