Chroma Vector Database
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.
“使用 ACEHarness 内置 RAG/LanceDB 知识库进行只读检索。”
Install Aceharness RAG
$ npx skills add TheAceTeam/AceHarness --skill aceharness-rag -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install TheAceTeam/AceHarness aceharness-rag --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/TheAceTeam/AceHarness.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/aceharness-rag .claude/skills/aceharness-rag && 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 "aceharness-rag" agent skill from https://github.com/TheAceTeam/AceHarness/tree/main/skills/aceharness-rag into .claude/skills/aceharness-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aceharness-rag", 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/TheAceTeam/AceHarness/tree/main/skills/aceharness-ragType 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 TheAceTeam/AceHarness --skill aceharness-rag -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install TheAceTeam/AceHarness aceharness-rag --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TheAceTeam/AceHarness.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/aceharness-rag .agents/skills/aceharness-rag && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "aceharness-rag" agent skill from https://github.com/TheAceTeam/AceHarness/tree/main/skills/aceharness-rag into .agents/skills/aceharness-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aceharness-rag", 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 TheAceTeam/AceHarness --skill aceharness-rag -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install TheAceTeam/AceHarness aceharness-rag --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TheAceTeam/AceHarness.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/aceharness-rag .cursor/skills/aceharness-rag && 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 "aceharness-rag" agent skill from https://github.com/TheAceTeam/AceHarness/tree/main/skills/aceharness-rag into .cursor/skills/aceharness-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aceharness-rag", 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/TheAceTeam/AceHarness.git --path skills/aceharness-rag--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 TheAceTeam/AceHarness --skill aceharness-rag -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install TheAceTeam/AceHarness aceharness-rag --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TheAceTeam/AceHarness.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/aceharness-rag .gemini/skills/aceharness-rag && 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 "aceharness-rag" agent skill from https://github.com/TheAceTeam/AceHarness/tree/main/skills/aceharness-rag into .gemini/skills/aceharness-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aceharness-rag", 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 TheAceTeam/AceHarness aceharness-ragInstalls 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 TheAceTeam/AceHarness --skill aceharness-rag -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/TheAceTeam/AceHarness.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/aceharness-rag .github/skills/aceharness-rag && 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 "aceharness-rag" agent skill from https://github.com/TheAceTeam/AceHarness/tree/main/skills/aceharness-rag into .github/skills/aceharness-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aceharness-rag", 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 TheAceTeam/AceHarness --skill aceharness-rag -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install TheAceTeam/AceHarness aceharness-rag --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/TheAceTeam/AceHarness.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/aceharness-rag .opencode/skills/aceharness-rag && 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 "aceharness-rag" agent skill from https://github.com/TheAceTeam/AceHarness/tree/main/skills/aceharness-rag into .opencode/skills/aceharness-rag/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "aceharness-rag", 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
aceharness-rag- GitHub stars
- 105
- Token cost
- ~195 tokens
- SKILL.md length
- 45 words
- Files
- 4 (incl. scripts)
- Skills in repo
- 8
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
- Runs Python scripts from its folder; calls python
About this skill
Aceharness RAG is a skill in TheAceTeam/AceHarness (105 stars). Its SKILL.md is about 195 tokens, with 3 other files in the folder (scripts). Licence: Custom licence.
What it can do on your machine
Read from SKILL.md and the folder at commit 7122bf6. 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
Ships 3 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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
Aceharness RAG loads about 195 tokens when it runs. Until then it costs about 14 tokens; SKILL.md has 45 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); the scripts in this folder are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 45 words (~195 tokens).
- name
- aceharness-rag
Files
SKILL.md and 3 other files (scripts) in skills/aceharness-rag of TheAceTeam/AceHarness.
- SKILL.md
- scripts/rag_list.py
- scripts/rag_search.py
- scripts/runtime_api.py
Open the folder on GitHubat commit 7122bf6
Compare with similar skills
Aceharness RAG 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 |
|---|---|---|---|---|---|---|
| Aceharness RAG this skillTheAceTeam/AceHarness | 105 | — | ~195 | Automated safety check: Pass | Custom licence | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 7 repos | ~2.3k | Automated safety check: Pass | MIT | |
| Senior Prompt Engineermaslennikov-ig/claude-code-orchestrator-kit | 260 | 3 repos | ~1.4k | Automated safety check: Pass | Custom licence | |
| MCP Local RAGshinpr/mcp-local-rag | 412 | — | ~4.4k | Automated safety check: Pass | MIT | |
| Ms Agent Framework RAGshuyu-labs/WebCode | 278 | — | ~1.1k | Automated safety check: Pass | Custom licence | |
| Local RAG Searchnkapila6/mcp-local-rag | 134 | 1 repos | ~1.6k | Automated safety check: Pass | MIT |
Similar skills
Senior Prompt Engineer
maslennikov-ig/claude-code-orchestrator-kit
Provides reference guides and Python scripts for prompt optimization, RAG evaluation, and agent orchestration when building or tuning LLM systems.
MCP Local RAG
shinpr/mcp-local-rag
Searches, saves, and maintains a local document index through a local RAG MCP server.
Ms Agent Framework RAG
shuyu-labs/WebCode
Comprehensive guide for building Agentic RAG systems using Microsoft Agent Framework in C.
Local RAG Search
nkapila6/mcp-local-rag
Efficiently perform web searches using the mcp-local-rag server with semantic similarity ranking.
Blockify Integration
iternal-technologies-partners/blockify-agentic-data-optimization
Process documents with Blockify API to create optimized IdeaBlocks for RAG.
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Related
Categories
Questions about Aceharness RAG
How do I install Aceharness RAG in Claude Code?
Run `npx skills add TheAceTeam/AceHarness --skill aceharness-rag -a claude-code`. Or copy the skill folder (skills/aceharness-rag in TheAceTeam/AceHarness) into .claude/skills/aceharness-rag in your project. Claude Code loads it when a task matches its description.
How do I install Aceharness RAG in Codex?
Run `npx skills add TheAceTeam/AceHarness --skill aceharness-rag -a codex`. Or copy the skill folder (skills/aceharness-rag in TheAceTeam/AceHarness) into .agents/skills/aceharness-rag in your project. Codex loads it when a task matches its description.
Can I use Aceharness RAG 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 TheAceTeam/AceHarness --skill aceharness-rag -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/aceharness-rag, .gemini/skills/aceharness-rag, .github/skills/aceharness-rag and .opencode/skills/aceharness-rag in your project.
What does Aceharness RAG need to run?
Going by SKILL.md and its folder, Aceharness RAG needs Python for the scripts in its folder and the command-line tools its instructions call (python).
Does Aceharness RAG 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 Aceharness RAG 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 Aceharness RAG use?
Aceharness RAG has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Aceharness RAG use?
About 195 tokens (SKILL.md is roughly 780 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 Aceharness RAG?
Skills that share tags, products or a category with Aceharness RAG: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), Senior Prompt Engineer (maslennikov-ig/claude-code-orchestrator-kit, 260 stars), MCP Local RAG (shinpr/mcp-local-rag, 412 stars) and Ms Agent Framework RAG (shuyu-labs/WebCode, 278 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Aceharness RAG?
TheAceTeam (a GitHub organization) maintains it in TheAceTeam/AceHarness, which has 105 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 3, 2026.
Source: TheAceTeam/AceHarness on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.