Pgvector Semantic Search
timescale/pg-aiguide
A skill your agent uses for setting up vector similarity search with pgvector for AI/ML embeddings, RAG applications, or semantic search.
Manage PostgreSQL databases via the psql CLI. An agent skill from olasunkanmi-SE/codebuddy.
$ npx skills add olasunkanmi-SE/codebuddy --skill postgres -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install olasunkanmi-SE/codebuddy postgres --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/olasunkanmi-SE/codebuddy.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/postgres .claude/skills/postgres && 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 "postgres" agent skill from https://github.com/olasunkanmi-SE/codebuddy/tree/main/skills/postgres into .claude/skills/postgres/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "postgres", 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/olasunkanmi-SE/codebuddy/tree/main/skills/postgresType 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 olasunkanmi-SE/codebuddy --skill postgres -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install olasunkanmi-SE/codebuddy postgres --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/olasunkanmi-SE/codebuddy.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/postgres .agents/skills/postgres && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "postgres" agent skill from https://github.com/olasunkanmi-SE/codebuddy/tree/main/skills/postgres into .agents/skills/postgres/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "postgres", 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 olasunkanmi-SE/codebuddy --skill postgres -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install olasunkanmi-SE/codebuddy postgres --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/olasunkanmi-SE/codebuddy.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/postgres .cursor/skills/postgres && 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 "postgres" agent skill from https://github.com/olasunkanmi-SE/codebuddy/tree/main/skills/postgres into .cursor/skills/postgres/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "postgres", 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/olasunkanmi-SE/codebuddy.git --path skills/postgres--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 olasunkanmi-SE/codebuddy --skill postgres -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install olasunkanmi-SE/codebuddy postgres --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/olasunkanmi-SE/codebuddy.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/postgres .gemini/skills/postgres && 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 "postgres" agent skill from https://github.com/olasunkanmi-SE/codebuddy/tree/main/skills/postgres into .gemini/skills/postgres/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "postgres", 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 olasunkanmi-SE/codebuddy postgresInstalls 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 olasunkanmi-SE/codebuddy --skill postgres -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/olasunkanmi-SE/codebuddy.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/postgres .github/skills/postgres && 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 "postgres" agent skill from https://github.com/olasunkanmi-SE/codebuddy/tree/main/skills/postgres into .github/skills/postgres/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "postgres", 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 olasunkanmi-SE/codebuddy --skill postgres -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install olasunkanmi-SE/codebuddy postgres --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/olasunkanmi-SE/codebuddy.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/postgres .opencode/skills/postgres && 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 "postgres" agent skill from https://github.com/olasunkanmi-SE/codebuddy/tree/main/skills/postgres into .opencode/skills/postgres/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "postgres", 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.
postgresManage PostgreSQL databases via the psql CLI. An agent skill from olasunkanmi-SE/codebuddy.
Postgres is an agent skill from olasunkanmi-SE/codebuddy. Manage PostgreSQL databases via the psql CLI.
Its SKILL.md is about 210 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `install.sh`).
It sits in AI & LLM Engineering. It works with PostgreSQL. The repository describes itself as: An Autonomous AI Software Engineer. The licence is MIT.
Read from SKILL.md and the folder at commit a9b8cd0. 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.
Ships script files (Shell), which the agent can run.
Shell commands in SKILL.md call:
psqlFrom 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.
Postgres loads about 207 tokens when it runs. Until then it costs about 14 tokens; SKILL.md has 43 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 olasunkanmi-SE/codebuddy at commit a9b8cd0, republished under its MIT licence (© olasunkanmi-SE). 43 words, ~207 tokens.
.claude/skills/postgres/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Use psql to interact with PostgreSQL databases.
psql "postgresql://user:password@host:port/dbname"\l\dt\d <table_name>SELECT * FROM table LIMIT 10;\qpsql to be installed in the environment.© olasunkanmi-SE, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in skills/postgres of olasunkanmi-SE/codebuddy.
Open the folder on GitHubat commit a9b8cd0
Postgres 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 |
|---|---|---|---|---|---|---|
| Postgres this skillolasunkanmi-SE/codebuddy | 141 | — | ~207 | Automated safety check: Pass | MIT | |
| Pgvector Semantic Searchtimescale/pg-aiguide | 1.9k | 1 repos | ~3.8k | Automated safety check: Pass | Apache-2.0 | |
| Pixeltablepixeltable/pixeltable | 1.6k | — | ~216 | Automated safety check: Pass | Apache-2.0 | |
| Postgres Hybrid Text Searchtimescale/pg-aiguide | 1.9k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Searching DocumentsGAIK-project/gaik-toolkit | 100 | — | ~4.2k | Automated safety check: Pass | MIT | |
| Cocoindexdavila7/claude-code-templates | 32k | 2 repos | ~6.4k | Automated safety check: Notes | MIT |
timescale/pg-aiguide
A skill your agent uses for setting up vector similarity search with pgvector for AI/ML embeddings, RAG applications, or semantic search.
pixeltable/pixeltable
Build multimodal AI apps with Pixeltable. An agent skill from pixeltable/pixeltable.
timescale/pg-aiguide
A skill your agent uses to implement hybrid search combining BM25 keyword search with semantic vector search using Reciprocal Rank Fusion (RRF).
GAIK-project/gaik-toolkit
Builds and debugs retrieval with the gaik toolkit — PgVectorStore, Ranker, FinnishTextProcessor, RelevanceGate — as hybrid search: pgvector similarity plus Postgres full-text, fused by rank, and the…
davila7/claude-code-templates
Comprehensive toolkit for developing with the CocoIndex library.
ericrisco/rsc-harness
A skill your agent uses when operating a vector store as a data layer — choosing or migrating between Pinecone, Qdrant, Weaviate and pgvector; designing a collection or index (distance metric…
olasunkanmi-SE/codebuddy
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olasunkanmi-SE/codebuddy
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olasunkanmi-SE/codebuddy
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Works with
Categories
Manage PostgreSQL databases via the psql CLI. An agent skill from olasunkanmi-SE/codebuddy. Postgres is an agent skill from olasunkanmi-SE/codebuddy. Manage PostgreSQL databases via the psql CLI.
Postgres fits situations like: AI & LLM Engineering work in your project.
Run `npx skills add olasunkanmi-SE/codebuddy --skill postgres -a claude-code`. Or copy the skill folder (skills/postgres in olasunkanmi-SE/codebuddy) into .claude/skills/postgres in your project. Claude Code loads it when a task matches its description.
Run `npx skills add olasunkanmi-SE/codebuddy --skill postgres -a codex`. Or copy the skill folder (skills/postgres in olasunkanmi-SE/codebuddy) into .agents/skills/postgres 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 olasunkanmi-SE/codebuddy --skill postgres -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/postgres, .gemini/skills/postgres, .github/skills/postgres and .opencode/skills/postgres in your project.
Going by SKILL.md and its folder, Postgres needs a shell for the scripts in its folder and the command-line tools its instructions call (psql). Our summary lists: A Bash shell.
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.
Postgres is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 207 tokens (SKILL.md is roughly 828 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 Postgres: Pgvector Semantic Search (timescale/pg-aiguide, 1.9k stars), Pixeltable (pixeltable/pixeltable, 1.6k stars), Postgres Hybrid Text Search (timescale/pg-aiguide, 1.9k stars) and Searching Documents (GAIK-project/gaik-toolkit, 100 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
olasunkanmi-SE (a GitHub user) maintains it in olasunkanmi-SE/codebuddy, which has 141 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on August 28, 2026.
Source: olasunkanmi-SE/codebuddy on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.