Agent Builder
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
How to maintain .context.md files and docs/FEATURE-MAP.md as the project evolves.
$ npx skills add ntorga/agent-starter-kit --skill context-maintenance -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ntorga/agent-starter-kit context-maintenance --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/ntorga/agent-starter-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/context-maintenance .claude/skills/context-maintenance && 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 "context-maintenance" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/context-maintenance into .claude/skills/context-maintenance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-maintenance", 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/ntorga/agent-starter-kit/tree/main/skills/context-maintenanceType 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 ntorga/agent-starter-kit --skill context-maintenance -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ntorga/agent-starter-kit context-maintenance --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/context-maintenance .agents/skills/context-maintenance && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "context-maintenance" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/context-maintenance into .agents/skills/context-maintenance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-maintenance", 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 ntorga/agent-starter-kit --skill context-maintenance -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ntorga/agent-starter-kit context-maintenance --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/context-maintenance .cursor/skills/context-maintenance && 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 "context-maintenance" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/context-maintenance into .cursor/skills/context-maintenance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-maintenance", 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/ntorga/agent-starter-kit.git --path skills/context-maintenance--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 ntorga/agent-starter-kit --skill context-maintenance -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ntorga/agent-starter-kit context-maintenance --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/context-maintenance .gemini/skills/context-maintenance && 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 "context-maintenance" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/context-maintenance into .gemini/skills/context-maintenance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-maintenance", 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 ntorga/agent-starter-kit context-maintenanceInstalls 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 ntorga/agent-starter-kit --skill context-maintenance -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/context-maintenance .github/skills/context-maintenance && 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 "context-maintenance" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/context-maintenance into .github/skills/context-maintenance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-maintenance", 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 ntorga/agent-starter-kit --skill context-maintenance -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ntorga/agent-starter-kit context-maintenance --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ntorga/agent-starter-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/context-maintenance .opencode/skills/context-maintenance && 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 "context-maintenance" agent skill from https://github.com/ntorga/agent-starter-kit/tree/main/skills/context-maintenance into .opencode/skills/context-maintenance/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "context-maintenance", 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.
context-maintenanceHow to maintain .context.md files and docs/FEATURE-MAP.md as the project evolves.
Context Maintenance is an agent skill from ntorga/agent-starter-kit. How to maintain .context.md files and docs/FEATURE-MAP.md as the project evolves.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering. The repository describes itself as: The scaffold for your multi-model, personalized Natural Language AI Harness (NLAH) . The licence is MIT.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 851e942. 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.
Shell commands in SKILL.md call:
bashFrom 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.
Context Maintenance loads about 1.2k tokens when it runs. Until then it costs about 25 tokens; SKILL.md has 494 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 ntorga/agent-starter-kit at commit 851e942, republished under its MIT licence (© ntorga). 494 words, ~1,206 tokens.
.claude/skills/context-maintenance/SKILL.md (or your agent's skills folder).Every directory in a project has a .context.md that orients whoever arrives next — human or agent. The project also keeps a single docs/FEATURE-MAP.md — a feature index that maps every user-facing feature to the code path that implements it. Together, .context.md files answer "what lives here" and the feature map answers "how does this feature work end-to-end." This skill defines when and how to keep both accurate as the project evolves, and the schemas they must follow.
Scan. List directories that need a .context.md created or updated:
bash .agents/skills/assets/context-scan-directories.shThe script prefers src/ as root, skips hidden and vendored directories, and outputs only directories where .context.md is missing or stale (files newer than the existing .context.md). Pass an explicit root to narrow the scan: bash .agents/skills/assets/context-scan-directories.sh path/to/root.
Write or update the .context.md using this schema:
<context path="relative/path" updated="YYYY-MM-DD">
One to two sentences describing what this directory contains and why it
exists.
## Summary
- filename.ext — short description of what this file does
- filename.ext — short description of what this file does
- subdirectory/ — short description of what this subdirectory contains
## Constraints
- MUST / MUST NOT statements. Non-negotiable constraints specific to this directory.
## Guidance
- SHOULD / SHOULD NOT statements. Recommendations that may be deviated from with justification.
</context>Schema notes:
<context> tag carries the relative path and a last updated date.Determine if a feature map update is needed. An update is required when a change:
An update is NOT required for:
If docs/FEATURE-MAP.md does not exist yet, create it using this schema. If it exists, update only the affected entries.
# Feature Map
> Auto-maintained index of every user-facing feature and the code path that implements it. Updated alongside the code — not after the fact.
## [Feature Name]
Brief description of what this feature does from the user's perspective.
**Flow:**
1. `path/to/entry-point.ext` — what happens here (e.g., route handler, CLI command)
2. `path/to/service.ext` — what happens here (e.g., validation, orchestration)
3. `path/to/repository.ext` — what happens here (e.g., persistence, external call)
4. `path/to/presenter.ext` — what happens here (e.g., response formatting, template rendering)
---Schema notes:
.context.md should explain..agents/ directory. That directory is managed via git.updated date in a .context.md <context> tag unless the content of that file actually changed. Touching the date without a content change creates false drift signals.© ntorga, 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 skills/context-maintenance of ntorga/agent-starter-kit.
Open the folder on GitHubat commit 851e942
Context Maintenance 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 |
|---|---|---|---|---|---|---|
| Context Maintenance this skillntorga/agent-starter-kit | 146 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Agent BuildershareAI-lab/learn-claude-code | 78k | 6 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Add Uint Supportpytorch/pytorch | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Custom licence | |
| Peft Fine TuningOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.1k | Automated safety check: Pass | MIT | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 9 repos | ~3.3k | Automated safety check: Pass | MIT | |
| 1passwordtrpc-group/trpc-agent-go | 1.8k | 13 repos | ~656 | Automated safety check: Pass | Apache-2.0 |
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
pytorch/pytorch
Add unsigned integer (uint) type support to PyTorch operators by updating ATDISPATCH macros.
Orchestra-Research/AI-Research-SKILLs
Parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods.
Orchestra-Research/AI-Research-SKILLs
Guide to using Meta's Segment Anything Model for zero-shot image segmentation with point, box or mask prompts, or automatic mask generation.
trpc-group/trpc-agent-go
Set up and use 1Password CLI (op). An agent skill from trpc-group/trpc-agent-go.
Orchestra-Research/AI-Research-SKILLs
Shows how to store documents and embeddings in Chroma, query them by similarity with metadata filters, and persist them to disk for RAG and semantic search projects.
ntorga/agent-starter-kit
Deterministic self-evaluation rubric for decision escalations — scored every run using the FRAME framework.
ntorga/agent-starter-kit
Long-term and session memory across sessions. An agent skill from ntorga/agent-starter-kit.
ntorga/agent-starter-kit
Builds the design tree for the grill — decisions mapped as nodes with dependencies, recommendations, and impact, pruned by path.
ntorga/agent-starter-kit
Grounds the grill's settled decisions in the codebase — annotates impl.md with file paths, signatures, reference files, test specs, and LOC; re-grounds the next epic after each landing.
ntorga/agent-starter-kit
Session startup — gitignore, auto-update, memory, rules, context, CLI config, and greet.
ntorga/agent-starter-kit
Browser inspection and interaction for verifying rendered web UI during development.
Categories
How to maintain .context.md files and docs/FEATURE-MAP.md as the project evolves. Context Maintenance is an agent skill from ntorga/agent-starter-kit.md as the project evolves.
Context Maintenance fits situations like: AI & LLM Engineering work in your project.
Run `npx skills add ntorga/agent-starter-kit --skill context-maintenance -a claude-code`. Or copy the skill folder (skills/context-maintenance in ntorga/agent-starter-kit) into .claude/skills/context-maintenance in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ntorga/agent-starter-kit --skill context-maintenance -a codex`. Or copy the skill folder (skills/context-maintenance in ntorga/agent-starter-kit) into .agents/skills/context-maintenance 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 ntorga/agent-starter-kit --skill context-maintenance -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/context-maintenance, .gemini/skills/context-maintenance, .github/skills/context-maintenance and .opencode/skills/context-maintenance in your project.
Going by SKILL.md and its folder, Context Maintenance needs the command-line tools its instructions call (bash).
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.
Context Maintenance is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.8k 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 Context Maintenance: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), Peft Fine Tuning (Orchestra-Research/AI-Research-SKILLs, 13k stars) and Segment Anything Model Guide (Orchestra-Research/AI-Research-SKILLs, 13k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ntorga (a GitHub user) maintains it in ntorga/agent-starter-kit, which has 146 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on September 12, 2026.
Source: ntorga/agent-starter-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.