Bright Data MCP
brightdata/skills
Bright Data MCP handles ALL web data operations. An agent skill from brightdata/skills.
Company, competitor, and market intelligence research using Exa or an equivalent web-search/MCP tool.
Install Company Research
$ npx skills add liangdabiao/exa-research-mcp-skill --skill company-research -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install liangdabiao/exa-research-mcp-skill company-research --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/liangdabiao/exa-research-mcp-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/company-research .claude/skills/company-research && 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 "company-research" agent skill from https://github.com/liangdabiao/exa-research-mcp-skill/tree/main/skills/company-research into .claude/skills/company-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-research", 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/liangdabiao/exa-research-mcp-skill/tree/main/skills/company-researchType 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 liangdabiao/exa-research-mcp-skill --skill company-research -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install liangdabiao/exa-research-mcp-skill company-research --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/exa-research-mcp-skill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/company-research .agents/skills/company-research && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "company-research" agent skill from https://github.com/liangdabiao/exa-research-mcp-skill/tree/main/skills/company-research into .agents/skills/company-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-research", 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 liangdabiao/exa-research-mcp-skill --skill company-research -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install liangdabiao/exa-research-mcp-skill company-research --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/exa-research-mcp-skill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/company-research .cursor/skills/company-research && 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 "company-research" agent skill from https://github.com/liangdabiao/exa-research-mcp-skill/tree/main/skills/company-research into .cursor/skills/company-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-research", 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/liangdabiao/exa-research-mcp-skill.git --path skills/company-research--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 liangdabiao/exa-research-mcp-skill --skill company-research -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install liangdabiao/exa-research-mcp-skill company-research --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/exa-research-mcp-skill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/company-research .gemini/skills/company-research && 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 "company-research" agent skill from https://github.com/liangdabiao/exa-research-mcp-skill/tree/main/skills/company-research into .gemini/skills/company-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-research", 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 liangdabiao/exa-research-mcp-skill company-researchInstalls 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 liangdabiao/exa-research-mcp-skill --skill company-research -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/liangdabiao/exa-research-mcp-skill.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/company-research .github/skills/company-research && 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 "company-research" agent skill from https://github.com/liangdabiao/exa-research-mcp-skill/tree/main/skills/company-research into .github/skills/company-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-research", 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 liangdabiao/exa-research-mcp-skill --skill company-research -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install liangdabiao/exa-research-mcp-skill company-research --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/liangdabiao/exa-research-mcp-skill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/company-research .opencode/skills/company-research && 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 "company-research" agent skill from https://github.com/liangdabiao/exa-research-mcp-skill/tree/main/skills/company-research into .opencode/skills/company-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-research", 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
company-research- GitHub stars
- 110
- Token cost
- ~1.1k tokens
- SKILL.md length
- 462 words
- Files
- 2
- Skills in repo
- 7
- Repo updated
- First seen
- Licence
- None found
At a glance
Company, competitor, and market intelligence research using Exa or an equivalent web-search/MCP tool.
- Works in 5 steps: Clarify scope if needed → Plan query variants → Run focused searches → …
- Requests to research a company
- SKILL.md covers Core Rules, Research Workflow, Dynamic Search Depth and Output Patterns, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Company Research is an agent skill from liangdabiao/exa-research-mcp-skill. Company, competitor, and market intelligence research using Exa or an equivalent web-search/MCP tool. Use for requests to research a company, build competitor lists, find company news, summarize financial/funding/headcount/location facts, discover public LinkedIn/people profiles, or produce cited market landscape briefs in Codex, OpenClaw, and other SKILL.md-compatible agents.
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).
It sits in Productivity & Automation, covering Sales call preparation, Web search and MCP servers. It works with LinkedIn. The repository describes itself as: 基于 Claude Code 和 Exa 搜索引擎的 AI 驱动企业与市场研究工具。核心特性 - 智能公司研究: 自动收集公司信息、新闻、社交媒体动态、财务数据和 LinkedIn 资料 - 竞争对手分析: 快速构建竞争对手列表，分析市场定位 - 市场研究: 跟踪行业趋势、并购活动、技术发展 - 上下文隔离: 所有搜索在独立代理中运行，保持主对话整洁 -….
When your agent uses it
- Requests to research a company
- Build competitor lists
- Find company news
- Summarize financial/funding/headcount/location facts
Example prompts
- “/company-research”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Clarify scope if needed
- Plan query variants
- Run focused searches
- Merge and deduplicate
- Synthesize output
What it can do on your machine
Read from SKILL.md and the folder at commit 6a345be. 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 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
Company Research loads about 1.1k tokens when it runs. Until then it costs about 99 tokens; SKILL.md has 462 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 462 words (~1,106 tokens).
“Use this structure for single-company research:”
- name
- company-research
Files
SKILL.md and 1 other file in skills/company-research of liangdabiao/exa-research-mcp-skill.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit 6a345be
Compare with similar skills
Company Research 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 |
|---|---|---|---|---|---|---|
| Company Research this skillliangdabiao/exa-research-mcp-skill | 110 | — | ~1.1k | Automated safety check: Pass | None | |
| Bright Data MCPbrightdata/skills | 264 | 1 repos | ~3.7k | Automated safety check: Pass | MIT | |
| Coffee ChatLeoYeAI/openclaw-master-skills | 2.2k | — | ~6.6k | Automated safety check: Pass | MIT | |
| Sandbasesandbaseai/cli | 188 | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Meeting Prepmgonto/executive-assistant-skills | 118 | — | ~4.5k | Automated safety check: Pass | None | |
| Huge AI Searchwangwingzero/huge-ai-search | 144 | — | ~563 | Automated safety check: Pass | MIT |
Similar skills
Coffee Chat
LeoYeAI/openclaw-master-skills
Generate a personalized coffee chat playbook for networking conversations.
Sandbase
sandbaseai/cli
Discover better ways to complete tasks. An agent skill from sandbaseai/cli.
Meeting Prep
mgonto/executive-assistant-skills
Prepare briefings for today's meetings — attendee research, email history, past meeting notes, LinkedIn, and company context.
Huge AI Search
wangwingzero/huge-ai-search
Searches the live web through Google AI Mode via Huge AI Search (MCP or CLI).
Mysearch
skernelx/MySearch-Proxy
Install, verify, debug, and use MySearch MCP/Skill. An agent skill from skernelx/MySearch-Proxy.
More from liangdabiao/exa-research-mcp-skill
Renewable Market Research
liangdabiao/exa-research-mcp-skill
Workflow skill for evidence-based renewable energy market research, V4 full country wind-market status reports, source-to-final continuity, project pipeline verification, deduplication, product-fit…
Effective Harnesses
liangdabiao/exa-research-mcp-skill
Long-running agent project harness for Codex, OpenClaw, Claude Code, and other coding agents.
Foreign Trade Research
liangdabiao/exa-research-mcp-skill
Deep foreign-trade and overseas market-entry research for a target country plus product/category.
Foreign Trade Research
liangdabiao/exa-research-mcp-skill
深度外贸市场调研技能。对目标国家+产品领域进行全面竞争对手分析，覆盖品牌商、制造商、经销商，生成含市场格局、定价策略、渠道分析和进入建议的完整调研报告。
Company Research
liangdabiao/exa-research-mcp-skill
Company research using Exa search. An agent skill from liangdabiao/exa-research-mcp-skill.
Effective Harnesses
liangdabiao/exa-research-mcp-skill
长时间运行 Agent 框架 - 项目初始化、feature 管理、进度追踪
Related
Works with
Questions about Company Research
What does Company Research do?
Company, competitor, and market intelligence research using Exa or an equivalent web-search/MCP tool. Company Research is an agent skill from liangdabiao/exa-research-mcp-skill. Company, competitor, and market intelligence research using Exa or an equivalent web-search/MCP tool.
When should I use Company Research?
Company Research fits situations like: requests to research a company; build competitor lists; find company news; summarize financial/funding/headcount/location facts.
How do I install Company Research in Claude Code?
Run `npx skills add liangdabiao/exa-research-mcp-skill --skill company-research -a claude-code`. Or copy the skill folder (skills/company-research in liangdabiao/exa-research-mcp-skill) into .claude/skills/company-research in your project. Claude Code loads it when a task matches its description.
How do I install Company Research in Codex?
Run `npx skills add liangdabiao/exa-research-mcp-skill --skill company-research -a codex`. Or copy the skill folder (skills/company-research in liangdabiao/exa-research-mcp-skill) into .agents/skills/company-research in your project. Codex loads it when a task matches its description.
Can I use Company Research 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 liangdabiao/exa-research-mcp-skill --skill company-research -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/company-research, .gemini/skills/company-research, .github/skills/company-research and .opencode/skills/company-research in your project.
What does Company Research need to run?
SKILL.md names no scripts, command-line tools or credentials: Company Research is instructions for the agent only.
Does Company Research 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 Company Research 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 Company Research use?
No licence was found for Company Research or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Company Research use?
About 1.1k tokens (SKILL.md is roughly 4.4k 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 Company Research?
Skills that share tags, products or a category with Company Research: Bright Data MCP (brightdata/skills, 264 stars), Coffee Chat (LeoYeAI/openclaw-master-skills, 2.2k stars), Sandbase (sandbaseai/cli, 188 stars) and Meeting Prep (mgonto/executive-assistant-skills, 118 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Company Research?
liangdabiao (a GitHub user) maintains it in liangdabiao/exa-research-mcp-skill, which has 110 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on August 8, 2026.
Source: liangdabiao/exa-research-mcp-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.