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Build one company memory from a SQL database, a support ticket export and a folder of documents, linked into one graph by cognee, then answer questions that need several of those sources together.
Install Company Brain Company QA
$ npx skills add topoteretes/cognee --skill company-brain-company-qa -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install topoteretes/cognee company-brain-company-qa --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/topoteretes/cognee.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/company-brain-company-qa .claude/skills/company-brain-company-qa && 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-brain-company-qa" agent skill from https://github.com/topoteretes/cognee/tree/main/.agents/skills/company-brain-company-qa into .claude/skills/company-brain-company-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-brain-company-qa", 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/topoteretes/cognee/tree/main/.agents/skills/company-brain-company-qaType 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 topoteretes/cognee --skill company-brain-company-qa -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install topoteretes/cognee company-brain-company-qa --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/topoteretes/cognee.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/company-brain-company-qa .agents/skills/company-brain-company-qa && 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-brain-company-qa" agent skill from https://github.com/topoteretes/cognee/tree/main/.agents/skills/company-brain-company-qa into .agents/skills/company-brain-company-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-brain-company-qa", 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 topoteretes/cognee --skill company-brain-company-qa -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install topoteretes/cognee company-brain-company-qa --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/topoteretes/cognee.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/company-brain-company-qa .cursor/skills/company-brain-company-qa && 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-brain-company-qa" agent skill from https://github.com/topoteretes/cognee/tree/main/.agents/skills/company-brain-company-qa into .cursor/skills/company-brain-company-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-brain-company-qa", 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/topoteretes/cognee.git --path .agents/skills/company-brain-company-qa--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 topoteretes/cognee --skill company-brain-company-qa -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install topoteretes/cognee company-brain-company-qa --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/topoteretes/cognee.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/company-brain-company-qa .gemini/skills/company-brain-company-qa && 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-brain-company-qa" agent skill from https://github.com/topoteretes/cognee/tree/main/.agents/skills/company-brain-company-qa into .gemini/skills/company-brain-company-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-brain-company-qa", 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 topoteretes/cognee company-brain-company-qaInstalls 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 topoteretes/cognee --skill company-brain-company-qa -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/topoteretes/cognee.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/company-brain-company-qa .github/skills/company-brain-company-qa && 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-brain-company-qa" agent skill from https://github.com/topoteretes/cognee/tree/main/.agents/skills/company-brain-company-qa into .github/skills/company-brain-company-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-brain-company-qa", 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 topoteretes/cognee --skill company-brain-company-qa -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install topoteretes/cognee company-brain-company-qa --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/topoteretes/cognee.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/company-brain-company-qa .opencode/skills/company-brain-company-qa && 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-brain-company-qa" agent skill from https://github.com/topoteretes/cognee/tree/main/.agents/skills/company-brain-company-qa into .opencode/skills/company-brain-company-qa/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "company-brain-company-qa", 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-brain-company-qa- GitHub stars
- 32k
- Token cost
- ~750 tokens
- SKILL.md length
- 374 words
- Files
- 1
- Skills in repo
- 19
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Build one company memory from a SQL database, a support ticket export and a folder of documents, linked into one graph by cognee, then answer questions that need several of those sources together.
- Works in 6 steps: Work out the sources. Ask the user for… → Run → Run the same command without --check,… → …
- Someone wants to connect their companys database
- SKILL.md covers Steps, Rules and Clean up
- Calls uv
What it does
Company Brain Company QA is an agent skill from topoteretes/cognee. Build one company memory from a SQL database, a support ticket export and a folder of documents, linked into one graph by cognee, then answer questions that need several of those sources together. Use when someone wants to connect their company's database, tickets and docs, or asks who owns, decided or is handling something across them. Runs locally; reads the sources, writes only to cognee's memory.
Its SKILL.md is about 750 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 Sales & Support, covering Customer support and SQL. It works with SQL. The repository describes itself as: Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free. The licence is Apache-2.0.
When your agent uses it
- Someone wants to connect their companys database
- Tickets and docs
- Is handling something across them
Example prompts
- “/company-brain-company-qa”
Requirements
- Python 3
Workflow steps
6 steps, taken from the first numbered list in SKILL.md.
- Work out the sources. Ask the user for the ones they want: a database URL (and tables),
- Run
- Run the same command without --check, adding the user's question as
- The answer is everything after [ask] A:. Give it to the user. The [ingest] lines
- Later questions don't need the sources again
- If a script fails, company_qa.py exits 1 with a line naming what went wrong. Run
What it can do on your machine
Read from SKILL.md and the folder at commit 0ec7a9f. 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
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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 Brain Company QA loads about 750 tokens when it runs. Until then it costs about 107 tokens; SKILL.md has 374 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NoteMentions a .env fileSKILL.md:44
question, and don't print `.env` or a database URL's password.
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 topoteretes/cognee at commit 0ec7a9f, republished under its Apache-2.0 licence (© topoteretes). 374 words, ~750 tokens.
Download SKILL.mdSave it as
.claude/skills/company-brain-company-qa/SKILL.md (or your agent's skills folder).- name
- company-brain-company-qa
- description
- Build one company memory from a SQL database, a support ticket export and a folder of documents, linked into one graph by cognee, then answer questions that need several of those sources together. Use when someone wants to connect their company's database, tickets and docs, or asks who owns, decided or is handling something across them. Runs locally; reads the sources, writes only to cognee's memory.
Company brain: company Q&A
Runs the company brain cookbook in examples/cookbooks/company_brain/company_qa/. It
remembers a SQL database, a ticket export and a docs folder in the cognee dataset
company_qa, extracts them with one graph model so the same person, team or project
becomes one node, then answers a question across them. Setup, the scripts and what each
one does are in the cookbook's
README.md.
Run every command from the repo root.
Steps
- Work out the sources. Ask the user for the ones they want: a database URL (and tables),
one or more ticket export files (JSON or CSV), a docs folder. If they have none, or
want to see it work first, pass no sources: the run then uses the sample company (the
[setup]line says so). Tell the user the answer comes from sample data. - Run
uv run python examples/cookbooks/company_brain/company_qa/company_qa.py --checkwith the sources (--database URL [--tables a,b] --tickets FILE [FILE ...] --docs FOLDER), or none for the sample.- Exit 0: go to step 3.
- Exit 2: each
[setup] MISSING:line names one fix. Don't create credentials yourself. Tell the user which line to fix, using the README's "What it needs" table, and stop.
- Run the same command without
--check, adding the user's question as--ask "...". On the sample with no--ask, it asks a question that needs all three sample sources. - The answer is everything after
[ask] A:. Give it to the user. The[ingest]lines say which sources went in. - Later questions don't need the sources again:
uv run python examples/cookbooks/company_brain/company_qa/scripts/ask.py "...". - If a script fails,
company_qa.pyexits 1 with a line naming what went wrong. Run that script fromexamples/cookbooks/company_brain/company_qa/scripts/on its own to look closer.
Show full SKILL.md (91 more words)Show less
Rules
- The sources are the user's company data. Don't quote them beyond what answers the
question, and don't print
.envor a database URL's password. - Every run uses LLM credits, so ingest only when the user asked for it.
- A sample run forgets the cookbook's dataset
company_qabefore it ingests (the[clear]line). On the user's own data, pass--clearonly when they asked to start over: it forgets everything the dataset holds. - Don't pass
--uiunless the user asked to browse the graph: it keeps running until Ctrl+C.
Clean up
uv run cognee-cli forget --dataset company_qa© topoteretes, Apache-2.0. 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 .agents/skills/company-brain-company-qa of topoteretes/cognee.
Open the folder on GitHubat commit 0ec7a9f
Compare with similar skills
Company Brain Company QA 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 Brain Company QA this skilltopoteretes/cognee | 32k | — | ~750 | Automated safety check: Notes | Apache-2.0 | |
| Debugging ExperimentsPostHog/posthog | 40k | — | ~5.4k | Automated safety check: Pass | Custom licence | |
| Sf Datacloud RetrieveJaganpro/sf-skills | 424 | — | ~1.4k | Automated safety check: Pass | MIT | |
| Triaging Warehouse Sync TicketsPostHog/posthog | 40k | — | ~6.3k | Automated safety check: Warn | Custom licence | |
| Suede RevopsJasonColapietro/suede-creator-skills | 127 | — | ~3.8k | Automated safety check: Pass | MIT | |
| Database QueryEXboys/evotown | 647 | — | ~425 | Automated safety check: Pass | MIT |
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Triaging Warehouse Sync Tickets
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Debug a customer's data warehouse source, schema, or table from a support ticket, using PostHog's own production data.
Suede Revops
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Suede-owned revenue-operations discipline. An agent skill from JasonColapietro/suede-creator-skills.
Database Query
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通过 Evotown Database MCP Proxy 对已注册的业务数据库执行只读 SQL 查询。当用户需要查 CRM、订单、报表等结构化数据时使用；禁止直连数据库或写入 SQL。
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Generate safe, read-only PostgreSQL queries from natural language.
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Questions about Company Brain Company QA
What does Company Brain Company QA do?
Build one company memory from a SQL database, a support ticket export and a folder of documents, linked into one graph by cognee, then answer questions that need several of those sources together. Company Brain Company QA is an agent skill from topoteretes/cognee. Build one company memory from a SQL database, a support ticket export and a folder of documents, linked into one graph by cognee, then answer questions that need several of those sources together.
When should I use Company Brain Company QA?
Company Brain Company QA fits situations like: someone wants to connect their companys database; tickets and docs; is handling something across them.
How do I install Company Brain Company QA in Claude Code?
Run `npx skills add topoteretes/cognee --skill company-brain-company-qa -a claude-code`. Or copy the skill folder (.agents/skills/company-brain-company-qa in topoteretes/cognee) into .claude/skills/company-brain-company-qa in your project. Claude Code loads it when a task matches its description.
How do I install Company Brain Company QA in Codex?
Run `npx skills add topoteretes/cognee --skill company-brain-company-qa -a codex`. Or copy the skill folder (.agents/skills/company-brain-company-qa in topoteretes/cognee) into .agents/skills/company-brain-company-qa in your project. Codex loads it when a task matches its description.
Can I use Company Brain Company QA 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 topoteretes/cognee --skill company-brain-company-qa -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-brain-company-qa, .gemini/skills/company-brain-company-qa, .github/skills/company-brain-company-qa and .opencode/skills/company-brain-company-qa in your project.
What does Company Brain Company QA need to run?
Going by SKILL.md and its folder, Company Brain Company QA needs the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Company Brain Company QA access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Company Brain Company QA safe to install?
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Company Brain Company QA use?
Company Brain Company QA is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Company Brain Company QA use?
About 750 tokens (SKILL.md is roughly 3k 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 Brain Company QA?
Skills that share tags, products or a category with Company Brain Company QA: Debugging Experiments (PostHog/posthog, 40k stars), Sf Datacloud Retrieve (Jaganpro/sf-skills, 424 stars), Triaging Warehouse Sync Tickets (PostHog/posthog, 40k stars) and Suede Revops (JasonColapietro/suede-creator-skills, 127 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Company Brain Company QA?
topoteretes (a GitHub organization) maintains it in topoteretes/cognee, which has 31,919 GitHub stars. The repository holds 19 skills in this directory. The repository was last updated on October 9, 2026.
Source: topoteretes/cognee on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.