Company Brain Company QA
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.
FlyRank-specific background — what the company does, the search problem, and the hand-written flags story that the ML internship work builds on.
Custom licenceAuto-check passed
Install Flyrank Context
$ npx skills add flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install flyrank-bih/flyrank-ml-internship-starter flyrank-context --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/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/flyrank/flyrank-context .claude/skills/flyrank-context && 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 "flyrank-context" agent skill from https://github.com/flyrank-bih/flyrank-ml-internship-starter/tree/main/skills/flyrank/flyrank-context into .claude/skills/flyrank-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flyrank-context", 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/flyrank-bih/flyrank-ml-internship-starter/tree/main/skills/flyrank/flyrank-contextType 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 flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install flyrank-bih/flyrank-ml-internship-starter flyrank-context --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/flyrank/flyrank-context .agents/skills/flyrank-context && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "flyrank-context" agent skill from https://github.com/flyrank-bih/flyrank-ml-internship-starter/tree/main/skills/flyrank/flyrank-context into .agents/skills/flyrank-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flyrank-context", 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 flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install flyrank-bih/flyrank-ml-internship-starter flyrank-context --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/flyrank/flyrank-context .cursor/skills/flyrank-context && 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 "flyrank-context" agent skill from https://github.com/flyrank-bih/flyrank-ml-internship-starter/tree/main/skills/flyrank/flyrank-context into .cursor/skills/flyrank-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flyrank-context", 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/flyrank-bih/flyrank-ml-internship-starter.git --path skills/flyrank/flyrank-context--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 flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install flyrank-bih/flyrank-ml-internship-starter flyrank-context --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/flyrank/flyrank-context .gemini/skills/flyrank-context && 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 "flyrank-context" agent skill from https://github.com/flyrank-bih/flyrank-ml-internship-starter/tree/main/skills/flyrank/flyrank-context into .gemini/skills/flyrank-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flyrank-context", 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 flyrank-bih/flyrank-ml-internship-starter flyrank-contextInstalls 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 flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/flyrank/flyrank-context .github/skills/flyrank-context && 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 "flyrank-context" agent skill from https://github.com/flyrank-bih/flyrank-ml-internship-starter/tree/main/skills/flyrank/flyrank-context into .github/skills/flyrank-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flyrank-context", 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 flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install flyrank-bih/flyrank-ml-internship-starter flyrank-context --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/flyrank-bih/flyrank-ml-internship-starter.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/flyrank/flyrank-context .opencode/skills/flyrank-context && 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 "flyrank-context" agent skill from https://github.com/flyrank-bih/flyrank-ml-internship-starter/tree/main/skills/flyrank/flyrank-context into .opencode/skills/flyrank-context/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "flyrank-context", 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
flyrank-context- GitHub stars
- 140
- Token cost
- ~602 tokens
- SKILL.md length
- 308 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
FlyRank-specific background — what the company does, the search problem, and the hand-written flags story that the ML internship work builds on.
- Works in 2 steps: Product flags are outputs, never inputs.… → Honest language is house culture.…
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Flyrank Context is an agent skill from flyrank-bih/flyrank-ml-internship-starter. FlyRank-specific background — what the company does, the search problem, and the hand-written flags story that the ML internship work builds on. Load for context when an assignment references FlyRank's product, flags, or the "beat the rule" framing. (Project-specific: delete this folder when reusing the skill library elsewhere.)
Its SKILL.md is about 600 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: Starter repo for the FlyRank ML Internship - a runnable ML pipeline on real anonymized Google Search data, with Colab notebooks. Fork it, build your capstone in it.
Example prompts
- “s product, flags, or the”
- “/flyrank-context”
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- Product flags are outputs, never inputs. health_score and friends encode a decision
- Honest language is house culture. FlyRank publishes findings as observed / measured /
What it can do on your machine
Read from SKILL.md and the folder at commit 882b73e. 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
Flyrank Context loads about 602 tokens when it runs. Until then it costs about 87 tokens; SKILL.md has 308 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 308 words (~602 tokens).
“What FlyRank is. FlyRank builds content as infrastructure: it researches, writes, publishes content straight into a client's website, then watches search data and optimizes — the full cycle, run by algorithms and AI rather than people doing it by hand.”
- name
- flyrank-context
Files
Just SKILL.md in skills/flyrank/flyrank-context of flyrank-bih/flyrank-ml-internship-starter.
Open the folder on GitHubat commit 882b73e
Compare with similar skills
Flyrank Context 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 |
|---|---|---|---|---|---|---|
| Flyrank Context this skillflyrank-bih/flyrank-ml-internship-starter | 140 | — | ~602 | Automated safety check: Pass | Custom licence | |
| Company Brain Company QAtopoteretes/cognee | 32k | — | ~750 | Automated safety check: Notes | Apache-2.0 | |
| Is This A Problemanthropics/claude-for-legal | 9.6k | 2 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Python Background Jobswshobson/agents | 40k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Company Creatorpaperclipai/paperclip | 99k | — | ~2.9k | Automated safety check: Pass | MIT | |
| Backgroundjeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~2.2k | Automated safety check: Pass | MIT |
Similar skills
- Official
Is This A Problem
anthropics/claude-for-legal
Fast "is this a problem?" answer for the quick Slack question — pattern-matches against your calibration.
Python Background Jobs
wshobson/agents
Python background job patterns including task queues, workers, and event-driven architecture.
Company Creator
paperclipai/paperclip
Create agent company packages that conform to agentcompanies/v1.
Background
jeremylongshore/tons-of-skills-marketplace
A skill your agent uses when the user wants to see, inspect, cancel, or prune background agents fired during prior chain runs.
Company Brainify
garrytan/gbrain
Extract a sanitized shared team/company brain from a personal brain.
More from flyrank-bih/flyrank-ml-internship-starter
All 13 skills in this repoQuerying Big Datasets
flyrank-bih/flyrank-ml-internship-starter
Works with datasets far too big to download or load in pandas — SQL over remote Parquet with DuckDB, aggregate-then-model, iterate on samples.
Building Baselines
flyrank-bih/flyrank-ml-internship-starter
Builds the transparent rule-based baseline every model must beat — a hand-written score with reason codes, ranked output, and precision@K evaluation.
Deploying Static Pages
flyrank-bih/flyrank-ml-internship-starter
Deploys a static page (research paper, portfolio piece) for free from a GitHub repo using GitHub Pages — setup, file layout, verification, and recording the final URL.
Framing ML Problems
flyrank-bih/flyrank-ml-internship-starter
Frames a data/ML problem before any modeling — the decision, the action, the cost of a wrong call, task type, target, and success metric.
Training Honest Models
flyrank-bih/flyrank-ml-internship-starter
Trains a first model the honest way — method chosen to fit the question, compared against the baseline on the same split and metric, errors read before scores are believed.
Writing Honest Claims
flyrank-bih/flyrank-ml-internship-starter
Writes findings in language the evidence can carry — the claim ladder (observed → directional → decision-support, never causal without a design), effect sizes over drama, banned phrasings.
Questions about Flyrank Context
What does Flyrank Context do?
FlyRank-specific background — what the company does, the search problem, and the hand-written flags story that the ML internship work builds on. Flyrank Context is an agent skill from flyrank-bih/flyrank-ml-internship-starter. FlyRank-specific background — what the company does, the search problem, and the hand-written flags story that the ML internship work builds on.
How do I install Flyrank Context in Claude Code?
Run `npx skills add flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a claude-code`. Or copy the skill folder (skills/flyrank/flyrank-context in flyrank-bih/flyrank-ml-internship-starter) into .claude/skills/flyrank-context in your project. Claude Code loads it when a task matches its description.
How do I install Flyrank Context in Codex?
Run `npx skills add flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a codex`. Or copy the skill folder (skills/flyrank/flyrank-context in flyrank-bih/flyrank-ml-internship-starter) into .agents/skills/flyrank-context in your project. Codex loads it when a task matches its description.
Can I use Flyrank Context 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 flyrank-bih/flyrank-ml-internship-starter --skill flyrank-context -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/flyrank-context, .gemini/skills/flyrank-context, .github/skills/flyrank-context and .opencode/skills/flyrank-context in your project.
What does Flyrank Context need to run?
SKILL.md names no scripts, command-line tools or credentials: Flyrank Context is instructions for the agent only.
Does Flyrank Context 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 Flyrank Context 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 Flyrank Context use?
Flyrank Context 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 Flyrank Context use?
About 602 tokens (SKILL.md is roughly 2.4k 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 Flyrank Context?
Skills that share tags, products or a category with Flyrank Context: Company Brain Company QA (topoteretes/cognee, 32k stars), Is This A Problem (anthropics/claude-for-legal, 9.6k stars), Python Background Jobs (wshobson/agents, 40k stars) and Company Creator (paperclipai/paperclip, 99k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Flyrank Context?
flyrank-bih (a GitHub organization) maintains it in flyrank-bih/flyrank-ml-internship-starter, which has 140 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on August 20, 2026.
Source: flyrank-bih/flyrank-ml-internship-starter on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.