Observe Trace
ruvnet/ruflo
Trace agent execution by collecting spans and building a trace tree for a task
Command /tfw-research runs structured Trace-First Workflow research and creates RES plus stage traces.
Custom licenceAuto-check passed
Install Tfw Research
$ npx skills add saubakirov/KZ-IT-telegram-list --skill tfw-research -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install saubakirov/KZ-IT-telegram-list tfw-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/saubakirov/KZ-IT-telegram-list.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/tfw-research .claude/skills/tfw-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 "tfw-research" agent skill from https://github.com/saubakirov/KZ-IT-telegram-list/tree/master/.agents/skills/tfw-research into .claude/skills/tfw-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tfw-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/saubakirov/KZ-IT-telegram-list/tree/master/.agents/skills/tfw-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 saubakirov/KZ-IT-telegram-list --skill tfw-research -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install saubakirov/KZ-IT-telegram-list tfw-research --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/saubakirov/KZ-IT-telegram-list.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/tfw-research .agents/skills/tfw-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 "tfw-research" agent skill from https://github.com/saubakirov/KZ-IT-telegram-list/tree/master/.agents/skills/tfw-research into .agents/skills/tfw-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tfw-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 saubakirov/KZ-IT-telegram-list --skill tfw-research -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install saubakirov/KZ-IT-telegram-list tfw-research --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/saubakirov/KZ-IT-telegram-list.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/tfw-research .cursor/skills/tfw-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 "tfw-research" agent skill from https://github.com/saubakirov/KZ-IT-telegram-list/tree/master/.agents/skills/tfw-research into .cursor/skills/tfw-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tfw-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/saubakirov/KZ-IT-telegram-list.git --path .agents/skills/tfw-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 saubakirov/KZ-IT-telegram-list --skill tfw-research -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install saubakirov/KZ-IT-telegram-list tfw-research --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/saubakirov/KZ-IT-telegram-list.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/tfw-research .gemini/skills/tfw-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 "tfw-research" agent skill from https://github.com/saubakirov/KZ-IT-telegram-list/tree/master/.agents/skills/tfw-research into .gemini/skills/tfw-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tfw-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 saubakirov/KZ-IT-telegram-list tfw-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 saubakirov/KZ-IT-telegram-list --skill tfw-research -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/saubakirov/KZ-IT-telegram-list.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/tfw-research .github/skills/tfw-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 "tfw-research" agent skill from https://github.com/saubakirov/KZ-IT-telegram-list/tree/master/.agents/skills/tfw-research into .github/skills/tfw-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tfw-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 saubakirov/KZ-IT-telegram-list --skill tfw-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 saubakirov/KZ-IT-telegram-list tfw-research --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/saubakirov/KZ-IT-telegram-list.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/tfw-research .opencode/skills/tfw-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 "tfw-research" agent skill from https://github.com/saubakirov/KZ-IT-telegram-list/tree/master/.agents/skills/tfw-research into .opencode/skills/tfw-research/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tfw-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
tfw-research- GitHub stars
- 144
- Token cost
- ~320 tokens
- SKILL.md length
- 129 words
- Files
- 1
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Command /tfw-research runs structured Trace-First Workflow research and creates RES plus stage traces.
- A TFW investigation
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- A research iteration
What it does
Tfw Research is an agent skill from saubakirov/KZ-IT-telegram-list. Command /tfw-research runs structured Trace-First Workflow research and creates RES plus stage traces. Use for /tfw-research, a TFW investigation, a research iteration, or a RES artifact.
Its SKILL.md is about 320 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: Verified catalog of Kazakhstan IT and startup Telegram groups, channels, and bots — in English, Russian, and Kazakh.
When your agent uses it
- A TFW investigation
- A research iteration
Example prompts
- “/tfw-research”
What it can do on your machine
Read from SKILL.md and the folder at commit 13a88a0. 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
Tfw Research loads about 320 tokens when it runs. Until then it costs about 50 tokens; SKILL.md has 129 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 129 words (~320 tokens).
“This repository skill implements the /tfw-research command.”
- name
- tfw-research
Files
Just SKILL.md in .agents/skills/tfw-research of saubakirov/KZ-IT-telegram-list.
Open the folder on GitHubat commit 13a88a0
Compare with similar skills
Tfw 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 |
|---|---|---|---|---|---|---|
| Tfw Research this skillsaubakirov/KZ-IT-telegram-list | 144 | — | ~320 | Automated safety check: Pass | Custom licence | |
| Observe Traceruvnet/ruflo | 74k | — | ~522 | Automated safety check: Notes | MIT | |
| Tracezereight/gitlab-mcp | 2k | 1 repos | ~412 | Automated safety check: Pass | MIT | |
| Distributed Tracingwshobson/agents | 40k | 12 repos | ~527 | Automated safety check: Pass | MIT | |
| Arize Tracegithub/awesome-copilot | 40k | 1 repos | ~5.9k | Automated safety check: Notes | MIT | |
| Evidence-Driven TraceYeachan-Heo/oh-my-claudecode | 40k | — | ~2.6k | Automated safety check: Pass | MIT |
Similar skills
Trace
zereight/gitlab-mcp
Evidence-driven tracing with competing hypotheses in parallel.
Distributed Tracing
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Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks.
- Official
Arize Trace
github/awesome-copilot
Downloads, exports, and inspects existing Arize traces and spans to understand what an LLM app is doing or debug runtime issues.
Evidence-Driven Trace
Yeachan-Heo/oh-my-claudecode
Explains why something happened by generating competing hypotheses, gathering evidence in parallel, ranking explanations and proposing the next discriminating probe.
Trace
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A skill your agent uses when encountering bugs, test failures, runtime errors, broken builds, or "this doesn't work" reports.
More from saubakirov/KZ-IT-telegram-list
All 11 skills in this repoKz Add
saubakirov/KZ-IT-telegram-list
Preview and apply evidence-backed Telegram candidates with exact owner approval
Kz Release
saubakirov/KZ-IT-telegram-list
Prepare a dated verified catalog snapshot and stop before tag or push
Kz Stats
saubakirov/KZ-IT-telegram-list
Verify Kazakhstan Telegram catalog statistics with evidence and owner triage
Tfw Config
saubakirov/KZ-IT-telegram-list
Command /tfw-config audits or changes Trace-First Workflow configuration and propagates values to every registered inline location.
Tfw Docs
saubakirov/KZ-IT-telegram-list
Command /tfw-docs updates Trace-First Workflow project documentation and technical debt after review.
Tfw Handoff
saubakirov/KZ-IT-telegram-list
Command /tfw-handoff executes an approved Trace-First Workflow TS and creates ONB, implementation changes, evidence, and RF.
Questions about Tfw Research
What does Tfw Research do?
Command /tfw-research runs structured Trace-First Workflow research and creates RES plus stage traces. Tfw Research is an agent skill from saubakirov/KZ-IT-telegram-list. Command /tfw-research runs structured Trace-First Workflow research and creates RES plus stage traces.
When should I use Tfw Research?
Tfw Research fits situations like: A TFW investigation; A research iteration.
How do I install Tfw Research in Claude Code?
Run `npx skills add saubakirov/KZ-IT-telegram-list --skill tfw-research -a claude-code`. Or copy the skill folder (.agents/skills/tfw-research in saubakirov/KZ-IT-telegram-list) into .claude/skills/tfw-research in your project. Claude Code loads it when a task matches its description.
How do I install Tfw Research in Codex?
Run `npx skills add saubakirov/KZ-IT-telegram-list --skill tfw-research -a codex`. Or copy the skill folder (.agents/skills/tfw-research in saubakirov/KZ-IT-telegram-list) into .agents/skills/tfw-research in your project. Codex loads it when a task matches its description.
Can I use Tfw 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 saubakirov/KZ-IT-telegram-list --skill tfw-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/tfw-research, .gemini/skills/tfw-research, .github/skills/tfw-research and .opencode/skills/tfw-research in your project.
What does Tfw Research need to run?
SKILL.md names no scripts, command-line tools or credentials: Tfw Research is instructions for the agent only.
Does Tfw 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 Tfw 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 Tfw Research use?
Tfw Research 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 Tfw Research use?
About 320 tokens (SKILL.md is roughly 1.3k 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 Tfw Research?
Skills that share tags, products or a category with Tfw Research: Observe Trace (ruvnet/ruflo, 74k stars), Trace (zereight/gitlab-mcp, 2k stars), Distributed Tracing (wshobson/agents, 40k stars) and Arize Trace (github/awesome-copilot, 40k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Tfw Research?
saubakirov (a GitHub user) maintains it in saubakirov/KZ-IT-telegram-list, which has 144 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on August 29, 2026.
Source: saubakirov/KZ-IT-telegram-list on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.