CodeGraph Agent Eval
colbymchenry/codegraph
Benchmarks how much CodeGraph helps a coding agent on a real repository, comparing runs with and without it for a chosen local or published version.
Interact with freeact agent via tmux for testing. An agent skill from gradion-ai/freeact.
Install Freeact Interaction
$ npx skills add gradion-ai/freeact --skill freeact-interaction -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install gradion-ai/freeact freeact-interaction --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/gradion-ai/freeact.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/freeact-interaction .claude/skills/freeact-interaction && 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 "freeact-interaction" agent skill from https://github.com/gradion-ai/freeact/tree/main/.agents/skills/freeact-interaction into .claude/skills/freeact-interaction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "freeact-interaction", 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/gradion-ai/freeact/tree/main/.agents/skills/freeact-interactionType 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 gradion-ai/freeact --skill freeact-interaction -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install gradion-ai/freeact freeact-interaction --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gradion-ai/freeact.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/freeact-interaction .agents/skills/freeact-interaction && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "freeact-interaction" agent skill from https://github.com/gradion-ai/freeact/tree/main/.agents/skills/freeact-interaction into .agents/skills/freeact-interaction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "freeact-interaction", 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 gradion-ai/freeact --skill freeact-interaction -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install gradion-ai/freeact freeact-interaction --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gradion-ai/freeact.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/freeact-interaction .cursor/skills/freeact-interaction && 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 "freeact-interaction" agent skill from https://github.com/gradion-ai/freeact/tree/main/.agents/skills/freeact-interaction into .cursor/skills/freeact-interaction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "freeact-interaction", 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/gradion-ai/freeact.git --path .agents/skills/freeact-interaction--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 gradion-ai/freeact --skill freeact-interaction -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install gradion-ai/freeact freeact-interaction --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gradion-ai/freeact.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/freeact-interaction .gemini/skills/freeact-interaction && 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 "freeact-interaction" agent skill from https://github.com/gradion-ai/freeact/tree/main/.agents/skills/freeact-interaction into .gemini/skills/freeact-interaction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "freeact-interaction", 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 gradion-ai/freeact freeact-interactionInstalls 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 gradion-ai/freeact --skill freeact-interaction -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/gradion-ai/freeact.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/freeact-interaction .github/skills/freeact-interaction && 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 "freeact-interaction" agent skill from https://github.com/gradion-ai/freeact/tree/main/.agents/skills/freeact-interaction into .github/skills/freeact-interaction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "freeact-interaction", 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 gradion-ai/freeact --skill freeact-interaction -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install gradion-ai/freeact freeact-interaction --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/gradion-ai/freeact.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/freeact-interaction .opencode/skills/freeact-interaction && 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 "freeact-interaction" agent skill from https://github.com/gradion-ai/freeact/tree/main/.agents/skills/freeact-interaction into .opencode/skills/freeact-interaction/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "freeact-interaction", 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
freeact-interaction- GitHub stars
- 130
- Token cost
- ~448 tokens
- SKILL.md length
- 126 words
- Files
- 3 (incl. references)
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Interact with freeact agent via tmux for testing. An agent skill from gradion-ai/freeact.
- Agent Workflows work in your project
- SKILL.md covers Setup, Capturing Output, Sending Input and Approval Prompt, plus 2 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Freeact Interaction is an agent skill from gradion-ai/freeact. Interact with freeact agent via tmux for testing
Its SKILL.md is about 450 tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/image-attachments.md` and `references/slash-commands.md`).
It sits in Agent Workflows. It works with tmux. The repository describes itself as: General-purpose AI agent that acts via code actions through a unified execution interface. The licence is Apache-2.0.
When your agent uses it
- Agent Workflows work in your project
Example prompts
- “/freeact-interaction”
What it can do on your machine
Read from SKILL.md and the folder at commit f31371d. 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 bash).
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
Freeact Interaction loads about 448 tokens when it runs, and up to ~1.1k if it reads all its reference files. Until then it costs about 17 tokens; SKILL.md has 126 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 gradion-ai/freeact at commit f31371d, republished under its Apache-2.0 licence (© gradion-ai). 126 words, ~448 tokens.
Download SKILL.mdSave it as
.claude/skills/freeact-interaction/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.- name
- freeact-interaction
- description
- Interact with freeact agent via tmux for testing
Interacting with Freeact via tmux
Freeact's terminal UI (Textual) requires a real TTY. Use tmux to provide a pseudo-TTY.
Setup
# Start detached tmux session (120x50 recommended for proper rendering)
tmux new-session -d -s agent -x 120 -y 50
tmux set-option -t agent remain-on-exit on
# Start freeact (do NOT redirect stderr, it breaks Textual's terminal detection)
tmux send-keys -t agent 'uv run freeact' EnterWait at least 10 seconds for startup (MCP servers need to initialize).
Capturing Output
Textual renders to the terminal's alternate screen buffer. tmux capture-pane captures it correctly as long as stderr is not redirected.
# Capture visible screen
tmux capture-pane -t agent -p
# Capture with scrollback
tmux capture-pane -t agent -p -S -50Sending Input
Use separate tool calls for sending keys and capturing output. Never chain tmux send-keys and tmux capture-pane in a single bash command -- the shell command text leaks into the Textual prompt.
# Send literal text (use -l to avoid key interpretation)
tmux send-keys -t agent -l 'your message here'Then in a separate call:
tmux send-keys -t agent EnterThen wait and capture in another separate call.
Approval Prompt
# Approve: y, Reject: n, Always: a, Session: s
tmux send-keys -t agent 'y'Quit and Cleanup
tmux send-keys -t agent C-q
sleep 2
tmux kill-session -t agentAdditional guides
- Slash commands - Testing
/skill-nameinvocation via the skill picker - Image attachments - Testing
@pathimage attachments via the file picker
© gradion-ai, 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
SKILL.md and 2 other files (references) in .agents/skills/freeact-interaction of gradion-ai/freeact.
- SKILL.md
- references/image-attachments.md
- references/slash-commands.md
Open the folder on GitHubat commit f31371d
Compare with similar skills
Freeact Interaction 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 |
|---|---|---|---|---|---|---|
| Freeact Interaction this skillgradion-ai/freeact | 130 | — | ~448 | Automated safety check: Pass | Apache-2.0 | |
| CodeGraph Agent Evalcolbymchenry/codegraph | 74k | — | ~950 | Automated safety check: Pass | MIT | |
| Agent of Empires Session Manageragent-of-empires/agent-of-empires | 3.3k | — | ~2.5k | Automated safety check: Pass | MIT | |
| Agent Deckasheshgoplani/agent-deck | 1.1k | — | ~1.8k | Automated safety check: Pass | MIT | |
| Agent of Empires Session Manageragent-of-empires/agent-of-empires | 3.3k | — | ~2.1k | Automated safety check: Pass | MIT | |
| Clawteamwin4r/ClawTeam-OpenClaw | 1.5k | — | ~3.1k | Automated safety check: Pass | MIT |
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Questions about Freeact Interaction
What does Freeact Interaction do?
Interact with freeact agent via tmux for testing. An agent skill from gradion-ai/freeact. Freeact Interaction is an agent skill from gradion-ai/freeact.
When should I use Freeact Interaction?
Freeact Interaction fits situations like: agent Workflows work in your project.
How do I install Freeact Interaction in Claude Code?
Run `npx skills add gradion-ai/freeact --skill freeact-interaction -a claude-code`. Or copy the skill folder (.agents/skills/freeact-interaction in gradion-ai/freeact) into .claude/skills/freeact-interaction in your project. Claude Code loads it when a task matches its description.
How do I install Freeact Interaction in Codex?
Run `npx skills add gradion-ai/freeact --skill freeact-interaction -a codex`. Or copy the skill folder (.agents/skills/freeact-interaction in gradion-ai/freeact) into .agents/skills/freeact-interaction in your project. Codex loads it when a task matches its description.
Can I use Freeact Interaction 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 gradion-ai/freeact --skill freeact-interaction -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/freeact-interaction, .gemini/skills/freeact-interaction, .github/skills/freeact-interaction and .opencode/skills/freeact-interaction in your project.
What does Freeact Interaction need to run?
SKILL.md names no scripts, command-line tools or credentials: Freeact Interaction is instructions for the agent only.
Does Freeact Interaction 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 Freeact Interaction 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 Freeact Interaction use?
Freeact Interaction 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 Freeact Interaction use?
About 448 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 634 tokens, read only when the agent opens those files.
What are the alternatives to Freeact Interaction?
Skills that share tags, products or a category with Freeact Interaction: CodeGraph Agent Eval (colbymchenry/codegraph, 74k stars), Agent of Empires Session Manager (agent-of-empires/agent-of-empires, 3.3k stars), Agent Deck (asheshgoplani/agent-deck, 1.1k stars) and Agent of Empires Session Manager (agent-of-empires/agent-of-empires, 3.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Freeact Interaction?
gradion-ai (a GitHub organization) maintains it in gradion-ai/freeact, which has 130 GitHub stars. The repository was last updated on July 22, 2026.
Source: gradion-ai/freeact on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.