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.
Mine project files or conversations into the MemPalace memory system.
$ npx skills add dimetron/pi-go --skill memory-mine -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install dimetron/pi-go memory-mine --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/dimetron/pi-go.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.pi-go/skills/memory-mine .claude/skills/memory-mine && 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 "memory-mine" agent skill from https://github.com/dimetron/pi-go/tree/main/.pi-go/skills/memory-mine into .claude/skills/memory-mine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-mine", 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/dimetron/pi-go/tree/main/.pi-go/skills/memory-mineType 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 dimetron/pi-go --skill memory-mine -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install dimetron/pi-go memory-mine --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dimetron/pi-go.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.pi-go/skills/memory-mine .agents/skills/memory-mine && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "memory-mine" agent skill from https://github.com/dimetron/pi-go/tree/main/.pi-go/skills/memory-mine into .agents/skills/memory-mine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-mine", 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 dimetron/pi-go --skill memory-mine -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install dimetron/pi-go memory-mine --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dimetron/pi-go.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.pi-go/skills/memory-mine .cursor/skills/memory-mine && 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 "memory-mine" agent skill from https://github.com/dimetron/pi-go/tree/main/.pi-go/skills/memory-mine into .cursor/skills/memory-mine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-mine", 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/dimetron/pi-go.git --path .pi-go/skills/memory-mine--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 dimetron/pi-go --skill memory-mine -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install dimetron/pi-go memory-mine --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dimetron/pi-go.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.pi-go/skills/memory-mine .gemini/skills/memory-mine && 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 "memory-mine" agent skill from https://github.com/dimetron/pi-go/tree/main/.pi-go/skills/memory-mine into .gemini/skills/memory-mine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-mine", 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 dimetron/pi-go memory-mineInstalls 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 dimetron/pi-go --skill memory-mine -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/dimetron/pi-go.git skills-src && mkdir -p .github/skills && cp -r skills-src/.pi-go/skills/memory-mine .github/skills/memory-mine && 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 "memory-mine" agent skill from https://github.com/dimetron/pi-go/tree/main/.pi-go/skills/memory-mine into .github/skills/memory-mine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-mine", 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 dimetron/pi-go --skill memory-mine -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install dimetron/pi-go memory-mine --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/dimetron/pi-go.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.pi-go/skills/memory-mine .opencode/skills/memory-mine && 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 "memory-mine" agent skill from https://github.com/dimetron/pi-go/tree/main/.pi-go/skills/memory-mine into .opencode/skills/memory-mine/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "memory-mine", 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.
memory-mineMine project files or conversations into the MemPalace memory system.
Memory Mine is an agent skill from dimetron/pi-go. Mine project files or conversations into the MemPalace memory system. Indexes source code and conversation history as searchable palace drawers with semantic embeddings and room assignment.
Its SKILL.md is about 630 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, covering Embeddings. The repository describes itself as: Go implementation of AI coding agent. The licence is MIT.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 24d1f2b. 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:
goFrom 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.
Memory Mine loads about 627 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 275 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 dimetron/pi-go at commit 24d1f2b, republished under its MIT licence (© dimetron). 275 words, ~627 tokens.
.claude/skills/memory-mine/SKILL.md (or your agent's skills folder).Use this skill when the user wants to:
Runs pi memory mine to walk a directory and ingest files as palace drawers:
Source mining (default): Walks the directory tree, chunks source files (1500 chars, 200 overlap), assigns rooms via mempalace.yaml patterns or directory structure, generates embeddings, deduplicates (cosine >= 0.9), and stores as drawers.
Conversation mining (--convos): Parses JSONL (pi-go or Claude Code format) and plaintext conversations, pairs user+assistant turns, and stores as drawers with importance=4.
palace.db exists (run pi memory init . if not)pi memory model download if not)# Mine source files from current directory
pi memory mine .
# Mine source files with explicit wing name
pi memory mine . --wing my-project
# Mine conversation files
pi memory mine ./conversations --convospi memory status to confirm the updated stateThe user can pass arguments after /memory-mine:
. current directory)--wing <name> to override the wing name--convos to mine conversations instead of source filesExamples:
/memory-mine — mine current directory/memory-mine ./src — mine the src directory/memory-mine ./chats --convos — mine conversation filespi binary must be built and available (go build -o pi ./cmd/pi)pi memory init .)pi memory model download).gitignore patternsnode_modules, vendor, .git, build, targetmempalace.yaml for room assignment if present© dimetron, 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 .pi-go/skills/memory-mine of dimetron/pi-go.
Open the folder on GitHubat commit 24d1f2b
Memory Mine 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 |
|---|---|---|---|---|---|---|
| Memory Mine this skilldimetron/pi-go | 207 | — | ~627 | Automated safety check: Pass | MIT | |
| Chroma Vector DatabaseOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~2.3k | Automated safety check: Pass | MIT | |
| CLIP Image-Text MatchingOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~1.7k | Automated safety check: Pass | MIT | |
| SageMaker Serving Image Selectionhuggingface/skills | 11k | 1 repos | ~4.6k | Automated safety check: Pass | Apache-2.0 | |
| Codebase Managementgiancarloerra/SocratiCode | 3.3k | 1 repos | ~1.8k | Automated safety check: Pass | AGPL-3.0 | |
| Sentence-Transformers Training Routerhuggingface/skills | 11k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 |
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.
Orchestra-Research/AI-Research-SKILLs
Explains OpenAI's CLIP model for zero-shot image classification, image-text similarity, semantic image search and content moderation, with install steps and code patterns.
huggingface/skills
Chooses the right serving container and current image URI for deploying a Hugging Face model to a SageMaker endpoint, preferring Hugging Face images over generic ones.
giancarloerra/SocratiCode
Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode.
huggingface/skills
Routes a sentence-transformers training task to the right model type and required reference docs and example scripts, covering bi-encoders, rerankers, sparse and multi-vector models.
rehan-remade/universal-modder
Build cross-game mashups and total conversions, the "Minecraft inside Elden Ring" or "skateboarding in MW2" kind.
dimetron/pi-go
Record a test run, a TUI session, or any terminal command as a GIF with VHS and attach it to a GitHub PR as a release-hosted asset, never a repo commit.
dimetron/pi-go
Generate AGENTS.md files for Go, Rust, TypeScript, and Java projects.
dimetron/pi-go
A skill your agent uses whenever writing tests for Bubble Tea (charmbracelet/bubbletea) TUI applications in Go.
dimetron/pi-go
Index a folder's contents into the MemPalace semantic memory for search and retrieval.
dimetron/pi-go
Nightly sweep of the last 24h of pi-go sessions — anomalous runs, loop aborts, tool error rates, token waste, real prompt-token spend, and whether the observation and palace pipelines are still…
dimetron/pi-go
Tune macOS resource limits and sysctls for best performance with Go development, Docker/OrbStack, and Linux VMs.
Categories
Mine project files or conversations into the MemPalace memory system. Memory Mine is an agent skill from dimetron/pi-go. Mine project files or conversations into the MemPalace memory system.
Memory Mine fits situations like: tasks that involve Embeddings.
Run `npx skills add dimetron/pi-go --skill memory-mine -a claude-code`. Or copy the skill folder (.pi-go/skills/memory-mine in dimetron/pi-go) into .claude/skills/memory-mine in your project. Claude Code loads it when a task matches its description.
Run `npx skills add dimetron/pi-go --skill memory-mine -a codex`. Or copy the skill folder (.pi-go/skills/memory-mine in dimetron/pi-go) into .agents/skills/memory-mine 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 dimetron/pi-go --skill memory-mine -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-mine, .gemini/skills/memory-mine, .github/skills/memory-mine and .opencode/skills/memory-mine in your project.
Going by SKILL.md and its folder, Memory Mine needs the command-line tools its instructions call (go).
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.
Memory Mine is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 627 tokens (SKILL.md is roughly 2.5k 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 Memory Mine: Chroma Vector Database (Orchestra-Research/AI-Research-SKILLs, 13k stars), CLIP Image-Text Matching (Orchestra-Research/AI-Research-SKILLs, 13k stars), SageMaker Serving Image Selection (huggingface/skills, 11k stars) and Codebase Management (giancarloerra/SocratiCode, 3.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
dimetron (a GitHub user) maintains it in dimetron/pi-go, which has 207 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on October 1, 2026.
Source: dimetron/pi-go on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.