Knowledge Search
dataelement/bisheng
Search the user's knowledge bases and knowledge spaces (企业知识库检索).
Searches docs/solutions/ for relevant past solutions by frontmatter metadata.
Install Learnings Researcher
$ npx skills add udecode/plate --skill learnings-researcher -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install udecode/plate learnings-researcher --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/udecode/plate.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/learnings-researcher .claude/skills/learnings-researcher && 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 "learnings-researcher" agent skill from https://github.com/udecode/plate/tree/main/.agents/skills/learnings-researcher into .claude/skills/learnings-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "learnings-researcher", 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/udecode/plate/tree/main/.agents/skills/learnings-researcherType 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 udecode/plate --skill learnings-researcher -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install udecode/plate learnings-researcher --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/udecode/plate.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/learnings-researcher .agents/skills/learnings-researcher && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "learnings-researcher" agent skill from https://github.com/udecode/plate/tree/main/.agents/skills/learnings-researcher into .agents/skills/learnings-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "learnings-researcher", 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 udecode/plate --skill learnings-researcher -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install udecode/plate learnings-researcher --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/udecode/plate.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/learnings-researcher .cursor/skills/learnings-researcher && 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 "learnings-researcher" agent skill from https://github.com/udecode/plate/tree/main/.agents/skills/learnings-researcher into .cursor/skills/learnings-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "learnings-researcher", 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/udecode/plate.git --path .agents/skills/learnings-researcher--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 udecode/plate --skill learnings-researcher -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install udecode/plate learnings-researcher --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/udecode/plate.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/learnings-researcher .gemini/skills/learnings-researcher && 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 "learnings-researcher" agent skill from https://github.com/udecode/plate/tree/main/.agents/skills/learnings-researcher into .gemini/skills/learnings-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "learnings-researcher", 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 udecode/plate learnings-researcherInstalls 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 udecode/plate --skill learnings-researcher -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/udecode/plate.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/learnings-researcher .github/skills/learnings-researcher && 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 "learnings-researcher" agent skill from https://github.com/udecode/plate/tree/main/.agents/skills/learnings-researcher into .github/skills/learnings-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "learnings-researcher", 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 udecode/plate --skill learnings-researcher -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install udecode/plate learnings-researcher --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/udecode/plate.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/learnings-researcher .opencode/skills/learnings-researcher && 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 "learnings-researcher" agent skill from https://github.com/udecode/plate/tree/main/.agents/skills/learnings-researcher into .opencode/skills/learnings-researcher/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "learnings-researcher", 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
learnings-researcher- GitHub stars
- 17k
- Token cost
- ~2.8k tokens
- SKILL.md length
- 1,031 words
- Files
- 1
- Skills in repo
- 78
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Searches docs/solutions/ for relevant past solutions by frontmatter metadata.
- Works in 7 steps: Extract Keywords from Feature Description → Category-Based Narrowing (Optional but… → Content-Search Pre-Filter (Critical for… → …
- Tasks that involve Knowledge bases
- SKILL.md covers Search Strategy (Grep-First…, Frontmatter Schema Reference, Output Format and Efficiency Guidelines, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Learnings Researcher is an agent skill from udecode/plate. Searches docs/solutions/ for relevant past solutions by frontmatter metadata. Use before implementing features or fixing problems to surface institutional knowledge and prevent repeated mistakes.
Its SKILL.md is about 2.8k 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 Knowledge Management, covering Knowledge bases. The repository describes itself as: Rich-text editor with AI and shadcn/ui.
When your agent uses it
- Tasks that involve Knowledge bases
Example prompts
- “Use the learnings-researcher skill to search docs/solutions/ for relevant past solutions by frontmatter metadata”
- “/learnings-researcher”
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Extract Keywords from Feature Description
- Category-Based Narrowing (Optional but Recommended)
- Content-Search Pre-Filter (Critical for Efficiency)
- Read Frontmatter of Candidates Only
- Score and Rank Relevance
- Full Read of Relevant Files
- Return Distilled Summaries
What it can do on your machine
Read from SKILL.md and the folder at commit 45aee8f. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash and markdown).
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
Learnings Researcher loads about 2.8k tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 1,031 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); files beside SKILL.md 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 1,031 words (~2,836 tokens).
“Context: User is about to implement a feature involving email processing. user: "I need to add email threading to the brief system" assistant: "I'll use the learnings-researcher agent to check docs/solutions/ for any relevant learnings about email processing or brief…”
- name
- learnings-researcher
- model
- inherit
Files
Just SKILL.md in .agents/skills/learnings-researcher of udecode/plate.
Open the folder on GitHubat commit 45aee8f
Compare with similar skills
Learnings Researcher 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 |
|---|---|---|---|---|---|---|
| Learnings Researcher this skilludecode/plate | 17k | — | ~2.8k | Automated safety check: Pass | Custom licence | |
| Knowledge Searchdataelement/bisheng | 12k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | |
| Capture Conversationoutline/outline | 41k | — | ~474 | Automated safety check: Pass | Custom licence | |
| Datachain Knowledgedatachain-ai/datachain | 2.8k | — | ~3k | Automated safety check: Pass | Apache-2.0 | |
| Find And Citeoutline/outline | 41k | — | ~537 | Automated safety check: Pass | Custom licence | |
| Xhs Virtual Productchenjin-cmd/xhs-virtual-product | 729 | — | ~862 | Automated safety check: Pass | MIT |
Similar skills
Capture Conversation
outline/outline
Save the current conversation, a decision, or a set of notes as a document in an Outline collection; use when the user wants to keep what was discussed in their knowledge base.
Datachain Knowledge
datachain-ai/datachain
A skill your agent uses whenever datasets, cloud storage buckets, or data pipelines are mentioned — creating, saving, querying, listing, exploring, deleting, or processing data in S3, GCS, Azure…
Find And Cite
outline/outline
Answer questions from the Outline knowledge base with quotes and links to the source documents; use when the user asks what the team knows, documented, or decided about a topic.
Xhs Virtual Product
chenjin-cmd/xhs-virtual-product
This skill helps plan, select, produce, and market Xiaohongshu (RED) virtual/digital products — templates, knowledge bases, test tools, study materials.
AutoRAG Librarian
Marker-Inc-Korea/AutoRAG
Searches, summarizes, compares and answers questions from an already configured AutoRAG librarian agent over local documents and authorized datasources.
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Categories
Questions about Learnings Researcher
What does Learnings Researcher do?
Searches docs/solutions/ for relevant past solutions by frontmatter metadata. Learnings Researcher is an agent skill from udecode/plate. Searches docs/solutions/ for relevant past solutions by frontmatter metadata.
When should I use Learnings Researcher?
Learnings Researcher fits situations like: tasks that involve Knowledge bases.
How do I install Learnings Researcher in Claude Code?
Run `npx skills add udecode/plate --skill learnings-researcher -a claude-code`. Or copy the skill folder (.agents/skills/learnings-researcher in udecode/plate) into .claude/skills/learnings-researcher in your project. Claude Code loads it when a task matches its description.
How do I install Learnings Researcher in Codex?
Run `npx skills add udecode/plate --skill learnings-researcher -a codex`. Or copy the skill folder (.agents/skills/learnings-researcher in udecode/plate) into .agents/skills/learnings-researcher in your project. Codex loads it when a task matches its description.
Can I use Learnings Researcher 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 udecode/plate --skill learnings-researcher -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/learnings-researcher, .gemini/skills/learnings-researcher, .github/skills/learnings-researcher and .opencode/skills/learnings-researcher in your project.
What does Learnings Researcher need to run?
SKILL.md names no scripts, command-line tools or credentials: Learnings Researcher is instructions for the agent only.
Does Learnings Researcher 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 Learnings Researcher 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. Review the folder before installing.
What licence does Learnings Researcher use?
Learnings Researcher 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 Learnings Researcher use?
About 2.8k tokens (SKILL.md is roughly 11k 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 Learnings Researcher?
Skills that share tags, products or a category with Learnings Researcher: Knowledge Search (dataelement/bisheng, 12k stars), Capture Conversation (outline/outline, 41k stars), Datachain Knowledge (datachain-ai/datachain, 2.8k stars) and Find And Cite (outline/outline, 41k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Learnings Researcher?
udecode (a GitHub organization) maintains it in udecode/plate, which has 16,648 GitHub stars. The repository holds 78 skills in this directory. The repository was last updated on October 10, 2026.
Source: udecode/plate on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.