Agent Builder
shareAI-lab/learn-claude-code
Design and build AI agents for any domain. An agent skill from shareAI-lab/learn-claude-code.
Extract structured insight briefs from community research transcripts or notes.
Install Community Research Insight
$ npx skills add clawdotnet/openclaw.net --skill community-research-insight -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install clawdotnet/openclaw.net community-research-insight --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/clawdotnet/openclaw.net.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/OpenClaw.Gateway/skills/community-research-insight .claude/skills/community-research-insight && 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 "community-research-insight" agent skill from https://github.com/clawdotnet/openclaw.net/tree/main/src/OpenClaw.Gateway/skills/community-research-insight into .claude/skills/community-research-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "community-research-insight", 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/clawdotnet/openclaw.net/tree/main/src/OpenClaw.Gateway/skills/community-research-insightType 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 clawdotnet/openclaw.net --skill community-research-insight -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install clawdotnet/openclaw.net community-research-insight --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdotnet/openclaw.net.git skills-src && mkdir -p .agents/skills && cp -r skills-src/src/OpenClaw.Gateway/skills/community-research-insight .agents/skills/community-research-insight && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "community-research-insight" agent skill from https://github.com/clawdotnet/openclaw.net/tree/main/src/OpenClaw.Gateway/skills/community-research-insight into .agents/skills/community-research-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "community-research-insight", 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 clawdotnet/openclaw.net --skill community-research-insight -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install clawdotnet/openclaw.net community-research-insight --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdotnet/openclaw.net.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/src/OpenClaw.Gateway/skills/community-research-insight .cursor/skills/community-research-insight && 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 "community-research-insight" agent skill from https://github.com/clawdotnet/openclaw.net/tree/main/src/OpenClaw.Gateway/skills/community-research-insight into .cursor/skills/community-research-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "community-research-insight", 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/clawdotnet/openclaw.net.git --path src/OpenClaw.Gateway/skills/community-research-insight--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 clawdotnet/openclaw.net --skill community-research-insight -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install clawdotnet/openclaw.net community-research-insight --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdotnet/openclaw.net.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/src/OpenClaw.Gateway/skills/community-research-insight .gemini/skills/community-research-insight && 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 "community-research-insight" agent skill from https://github.com/clawdotnet/openclaw.net/tree/main/src/OpenClaw.Gateway/skills/community-research-insight into .gemini/skills/community-research-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "community-research-insight", 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 clawdotnet/openclaw.net community-research-insightInstalls 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 clawdotnet/openclaw.net --skill community-research-insight -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/clawdotnet/openclaw.net.git skills-src && mkdir -p .github/skills && cp -r skills-src/src/OpenClaw.Gateway/skills/community-research-insight .github/skills/community-research-insight && 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 "community-research-insight" agent skill from https://github.com/clawdotnet/openclaw.net/tree/main/src/OpenClaw.Gateway/skills/community-research-insight into .github/skills/community-research-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "community-research-insight", 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 clawdotnet/openclaw.net --skill community-research-insight -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install clawdotnet/openclaw.net community-research-insight --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdotnet/openclaw.net.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/src/OpenClaw.Gateway/skills/community-research-insight .opencode/skills/community-research-insight && 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 "community-research-insight" agent skill from https://github.com/clawdotnet/openclaw.net/tree/main/src/OpenClaw.Gateway/skills/community-research-insight into .opencode/skills/community-research-insight/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "community-research-insight", 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
community-research-insight- GitHub stars
- 522
- Token cost
- ~3k tokens
- SKILL.md length
- 265 words
- Files
- 1
- Skills in repo
- 12
- Repo updated
- First seen
- Licence
- MIT
At a glance
Extract structured insight briefs from community research transcripts or notes.
- AI & LLM Engineering work in your project
- SKILL.md covers What It Does, Guardrails, Fallback and Output Contract, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Community Research Insight is an agent skill from clawdotnet/openclaw.net. Extract structured insight briefs from community research transcripts or notes. Produces pain points, stakeholder needs, opportunity maps, risks, and follow-up questions. Requires human review before publication.
Its SKILL.md is about 3k 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: Self-hosted Enterprise and Personal AI + agent runtime in .NET (NativeAOT-friendly). The licence is MIT.
When your agent uses it
- AI & LLM Engineering work in your project
Example prompts
- “/community-research-insight”
What it can do on your machine
Read from SKILL.md and the folder at commit caac06a. 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.
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
Community Research Insight loads about 3k tokens when it runs. Until then it costs about 60 tokens; SKILL.md has 265 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
The full file from clawdotnet/openclaw.net at commit caac06a, republished under its MIT licence (© clawdotnet). 265 words, ~2,963 tokens.
Download SKILL.mdSave it as
.claude/skills/community-research-insight/SKILL.md (or your agent's skills folder).- name
- community-research-insight
- description
- Extract structured insight briefs from community research transcripts or notes. Produces pain points, stakeholder needs, opportunity maps, risks, and follow-up questions. Requires human review before publication.
- kind
- meta
- meta_priority
- 60
- always
- false
- final_text_mode
- step:final_response
- triggers
- community research, research insight, community insight, transcript analysis, 社区研究, 研究洞察, 访谈分析, 社区洞察
- provenance.origin
- openclaw.net
- provenance.license
- MIT
Community Research Insight Extractor
Extracts pain points, stakeholder needs, risks, and practical technology opportunities from community-engaged research discussions. Produces a structured insight brief for human review before publication.
What It Does
| Step | Kind | Purpose |
|---|---|---|
collect | user_input | Collect transcript, context, and audience via chat |
analyze | llm_chat | Extract grounded themes as structured JSON |
analyze_fallback | llm_chat | Produce best-effort grounded JSON if primary analysis fails |
draft | llm_chat | Draft the full 6-section insight brief as structured JSON |
validate | llm_chat | Gate preview on PASS vs REVISE grounding validation |
validation_revise | llm_chat | Explain why the brief is blocked when validation fails |
preview | llm_chat | Render validated findings as human-readable Markdown |
review | user_input | Pause for human approve/revise/reject decision |
final_response | llm_chat | Produce final output based on review decision |
Guardrails
- Never invent quotes, names, dates, or statistics.
- Never attribute views to named people unless present in the source.
- Never recommend replacing community engagement with automation.
- Always separate evidence from inference.
- Always flag missing information rather than filling gaps.
- Always require human review before publication or named attribution.
Fallback
If analyze fails (timeout, provider error, or JSON contract failure),
analyze_fallback runs a single-turn llm_chat on the same transcript and must
satisfy the same JSON output contract. If validate returns REVISE, the preview
path is blocked and validation_revise explains what must be fixed before human
review.
Output Contract
The analyze, analyze_fallback, and draft steps enforce OutputContract JSON
validation. The draft step requires executive_summary, key_pain_points,
stakeholder_needs, opportunity_map, risks_and_cautions, and
follow_up_questions.
Safety
Outputs are decision-support drafts for human review. They are not final professional advice in research, policy, or community engagement contexts. Named attribution and external publication require explicit reviewer approval.
© clawdotnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in src/OpenClaw.Gateway/skills/community-research-insight of clawdotnet/openclaw.net.
Open the folder on GitHubat commit caac06a
Compare with similar skills
Community Research Insight 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 |
|---|---|---|---|---|---|---|
| Community Research Insight this skillclawdotnet/openclaw.net | 522 | — | ~3k | Automated safety check: Pass | MIT | |
| Agent BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| Add Uint Supportpytorch/pytorch | 104k | 2 repos | ~2.3k | Automated safety check: Pass | Custom licence | |
| LLM Benchmarking with lm-evaluation-harnessOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~3k | Automated safety check: Pass | MIT | |
| Segment Anything Model GuideOrchestra-Research/AI-Research-SKILLs | 13k | 8 repos | ~3.3k | Automated safety check: Pass | MIT | |
| 1passwordtrpc-group/trpc-agent-go | 1.9k | 14 repos | ~656 | Automated safety check: Pass | Apache-2.0 |
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Categories
Questions about Community Research Insight
What does Community Research Insight do?
Extract structured insight briefs from community research transcripts or notes. net. Extract structured insight briefs from community research transcripts or notes.
When should I use Community Research Insight?
Community Research Insight fits situations like: AI & LLM Engineering work in your project.
How do I install Community Research Insight in Claude Code?
Run `npx skills add clawdotnet/openclaw.net --skill community-research-insight -a claude-code`. Or copy the skill folder (src/OpenClaw.Gateway/skills/community-research-insight in clawdotnet/openclaw.net) into .claude/skills/community-research-insight in your project. Claude Code loads it when a task matches its description.
How do I install Community Research Insight in Codex?
Run `npx skills add clawdotnet/openclaw.net --skill community-research-insight -a codex`. Or copy the skill folder (src/OpenClaw.Gateway/skills/community-research-insight in clawdotnet/openclaw.net) into .agents/skills/community-research-insight in your project. Codex loads it when a task matches its description.
Can I use Community Research Insight 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 clawdotnet/openclaw.net --skill community-research-insight -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/community-research-insight, .gemini/skills/community-research-insight, .github/skills/community-research-insight and .opencode/skills/community-research-insight in your project.
What does Community Research Insight need to run?
SKILL.md names no scripts, command-line tools or credentials: Community Research Insight is instructions for the agent only.
Does Community Research Insight 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 Community Research Insight 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 Community Research Insight use?
Community Research Insight is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Community Research Insight use?
About 3k tokens (SKILL.md is roughly 12k 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 Community Research Insight?
Skills that share tags, products or a category with Community Research Insight: Agent Builder (shareAI-lab/learn-claude-code, 78k stars), Add Uint Support (pytorch/pytorch, 104k stars), LLM Benchmarking with lm-evaluation-harness (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.
Who maintains Community Research Insight?
clawdotnet (a GitHub organization) maintains it in clawdotnet/openclaw.net, which has 522 GitHub stars. The repository holds 12 skills in this directory. The repository was last updated on October 10, 2026.
Source: clawdotnet/openclaw.net on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.