Agent skill

Suede Graph Flo Xr

by JasonColapietro in JasonColapietro/suede-creator-skills

Suede Thought Graph shipping search for a multi-file repo change.

MITAuto-check passedAgent Workflows

Install Suede Graph Flo Xr

skills CLI
$ npx skills add JasonColapietro/suede-creator-skills --skill suede-graph-flo-xr -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install JasonColapietro/suede-creator-skills suede-graph-flo-xr --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/JasonColapietro/suede-creator-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/suede-graph-flo-xr .claude/skills/suede-graph-flo-xr && rm -rf skills-src

Use ~/.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/

Facts

Skill name
suede-graph-flo-xr
GitHub stars
127
Token cost
~3.8k tokens
SKILL.md length
2,064 words
Files
20
Skills in repo
78
Repo updated
First seen
Licence
MIT

At a glance

Suede Thought Graph shipping search for a multi-file repo change.

  • Works in 7 steps: Generate independent implementation… → Score each plan for coverage, evidence,… → KeepBestN deterministically prunes the… → …
  • Competing implementation plans need one evidence-gated selection before any build
  • SKILL.md covers Intake and budget gate, Runtime prerequisites, Run the graph search and Boundaries, plus 3 more sections
  • Runs JavaScript scripts from its folder; calls node

What it does

Suede Graph Flo Xr is an agent skill from JasonColapietro/suede-creator-skills. Suede Thought Graph shipping search for a multi-file repo change. Use when competing implementation plans need one evidence-gated selection before any build. Halts on hazards, collisions, budget exhaustion, or no safe winner. Reads production; never deploys. NOT FOR: bulk independent work (use a separate private worker-fleet pass); findings-only diff review (use suede-code-review); CI or branch-protection wiring (use suede-ci-gate); copy-only shipping (use suede-ship-copy).

Its SKILL.md is about 3.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 22 other files (for example `CARD.md`, `agents/openai.yaml` and `agents/suede-graph-flo-xr-applier.md`).

It sits in Agent Workflows, covering Planning. The repository describes itself as: Open-source AI skills for SEO, AI search visibility, conversion copy, marketing strategy, and business operations. Reusable workflows for Claude Code and Codex, plus code review… The licence is MIT.

When your agent uses it

  • Competing implementation plans need one evidence-gated selection before any build
  • Tasks that involve Planning

Example prompts

  • “/suede-graph-flo-xr”

Requirements

  • Node.js

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Generate independent implementation plans from the scout and research
  2. Score each plan for coverage, evidence, feasibility, safety, and
  3. KeepBestN deterministically prunes the scored beam.
  4. Refute attacks the surviving plans with evidence-backed objections.
  5. Improve repairs plans whose refutations are not fatal.
  6. Aggregate combines compatible surviving lanes without merging conflicting
  7. Select chooses one deterministic winner.

What it can do on your machine

Read from SKILL.md and the folder at commit e5f94d7. 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

    Ships script files (JavaScript, from the files we listed), which the agent can run.

    Shell commands in SKILL.md call:

    • node

    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

Suede Graph Flo Xr loads about 3.8k tokens when it runs. Until then it costs about 124 tokens; SKILL.md has 2,064 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~124
When it runs · the whole SKILL.md, loaded when a task matches
~3.8k

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 JasonColapietro/suede-creator-skills at commit e5f94d7, republished under its MIT licence (© JasonColapietro). 2,064 words, ~3,764 tokens.

Download SKILL.mdSave it as .claude/skills/suede-graph-flo-xr/SKILL.md (or your agent's skills folder). This skill also uses 19 other files; get the full folder from GitHub.
name
suede-graph-flo-xr
description
Suede Thought Graph shipping search for a multi-file repo change. Use when competing implementation plans need one evidence-gated selection before any build. Halts on hazards, collisions, budget exhaustion, or no safe winner. Reads production; never deploys. NOT FOR: bulk independent work (use a separate private worker-fleet pass); findings-only diff review (use suede-code-review); CI or branch-protection wiring (use suede-ci-gate); copy-only shipping (use suede-ship-copy).

Suede Graph Flo XR

Use the bundled workflows/suede-graph-flo-xr.js workflow to search competing plans for one multi-file repository change. It makes an evidence-backed selection before any implementation lane mutates the worktree.

Intake and budget gate

Before launch, require all three inputs:

  • Repo: an absolute repository path. Relative paths and ~ fail closed.
  • Scope: the requested multi-file change, including any protected paths or constraints.
  • Budget: light, standard, or deep.

Also detect and pass optional context when available: deploys (whether the repo has a deploy surface), liveUrl (the read-only production surface), and vault (the external decision/handoff context path). Their absence does not block a non-deploying repository, but do not silently discard known values.

When the user names a model for the workers (workerModel: sonnet, opus, haiku, or fable), pass it: every worker call then runs on that model while orchestration stays on the session model. Omitted, workers inherit the session model silently; if the session sits on an expensive model and the user did not choose it for workers, say so before launch instead of letting the default decide. A run can spend up to 200 worker calls, so an unchosen inherited model is a cost decision nobody made.

If repo or scope is missing, halt. Report the missing input in one line, offer to provide the repo path, describe the desired change, or route a one-file edit to direct implementation, then wait for the user's choice.

State the selected range and projected worst-case calls before launching: light projects and permits 55, standard projects and permits 110, and deep projects and permits 200 total agent calls. Do not infer a budget from scope or silently raise a ceiling. If the user has not chosen one, ask and wait.

Runtime prerequisites

The bundled JavaScript workflow is a Claude Code workflow for macOS. It requires sandbox-exec and the six registered suede-graph-flo-xr-* agent profiles. Install the full suede-skills plugin, the suede-agent-workflows plugin, or use this repository's install.sh, which copies the profiles into ~/.claude/agents.

Claude Workflow exposes no Node process global, so the workflow cannot infer its package namespace. The calling skill must derive it from how this skill was invoked and pass it on every launch. When the invoked name carries a plugin prefix, agentNamespace is that prefix verbatim: suede-skills from the full plugin, suede-agent-workflows from the focused orchestration plugin. A bare invoked name with no prefix, installed by install.sh or copied by hand, takes the empty string. This is runtime context, not a user choice. A missing or unknown value fails before the first agent call.

The workflow also cannot locate its own bundled helper scripts. Pass helperDir: the absolute path of the invoked skill's workflows/helpers directory (for this install, <skill base directory>/workflows/helpers). The clamped Bash commands run these .cjs helpers: the per-spawn clamp cannot verify a rule that is multi-line or longer than roughly 400 characters, so inline node -e payloads are not usable. A missing or whitespace-containing path fails before the first agent call; a missing helper file surfaces as the Scout setup failure. Payload-carrying helper invocations are admitted by pinned prefixes (helper path plus worktree, temp root, or base SHA) rather than exact strings; each helper validates its remaining argv, and the diff attestations, not the clamp, remain the check that what was applied matches the selected bundle.

The selected patch reaches the applier as bounded base64 chunks staged into the run's private temp root, because the clamp verifier cannot parse a command carrying a multi-kilobyte inline payload. Each append carries its offset and an FNV-1a checksum, and --apply verifies total length and payload checksum before decoding, so a mistyped chunk fails fast with a retry instruction instead of producing a corrupt patch.

A skill-folder-only install, a generic skills-CLI install, and the Codex plugin do not by themselves register or execute Claude Workflow agent profiles. In those environments, treat this file as the orchestration contract and route the change to direct implementation; do not claim the bundled workflow ran. To enable it in Claude Code after a manual single-skill copy, also copy the skill's bundled agents/suede-graph-flo-xr-*.md files into ~/.claude/agents and restart Claude Code.

The requested Scout setup command probes /usr/bin/sandbox-exec as its first subprocess, before fetch or worktree creation. If that command is invoked and the probe fails, Scout reports failure before its setup mutation. The returned Scout evidence is still a model attestation, not a host execution receipt. Gate also holds on any later reported sandbox rejection. Never retry an acceptance command outside the sandbox to turn that hold into a pass.

Invoke:

js
Workflow({
  scriptPath: "skills/suede-graph-flo-xr/workflows/suede-graph-flo-xr.js",
  args: { repo, scope, agentBudget, agentNamespace, helperDir, workerModel, deploys, liveUrl, vault }
})

The workflow executes these operations in dependency order:

  1. Generate independent implementation plans from the scout and research evidence.
  2. Score each plan for coverage, evidence, feasibility, safety, and efficiency.
  3. KeepBestN deterministically prunes the scored beam.
  4. Refute attacks the surviving plans with evidence-backed objections.
  5. Improve repairs plans whose refutations are not fatal.
  6. Aggregate combines compatible surviving lanes without merging conflicting file ownership.
  7. Select chooses one deterministic winner.

Only the plan selected by Select may mutate files. Rejected, pruned, and unselected thoughts remain evidence only; never build them speculatively.

Boundaries

The workflow halts before the next agent call or entire mutating batch when its budget is exhausted; it does not undo mutations that completed earlier. It halts before any mutation unless an independent read-only verifier confirms a clean, registered origin/main worktree at one direct ${REPO}.worktrees/ship-* child with the same Git common directory and non-symlink candidate files whose realpaths remain inside it. Case-folded or Unicode-normalized path aliases fail closed before graph search. It also halts for a tracked secret, a live target worktree, a protected-WIP collision, a duplicate file owner, an overflowed safety manifest, or no selectable plan. Scout parses NUL-delimited Git porcelain so both sides of renames remain protected, parses lsof -Fn CWD fields with path-component boundaries, and never discards fresh dirty or live claims merely because committed history was cherry-landed. A selected Build or Fix result that is blocked, missing context, fails, or reports no changed path also halts before the next verification stage; a result that is done with stated concerns proceeds, and its concerns travel into the review stage and the handoff. Patch authors receive the whole scope checklist as contract context, so a name another lane pins is imported, not guessed. On a halt, name the blocker in one line and offer 2–4 applicable resolutions (for example: narrow scope, exempt protected WIP, resolve the collision, choose a higher budget, or provide missing context), and wait. Do not relaunch or mutate while halted.

Show full SKILL.md (979 more words)Show less
Reading a search halt

An empty search used to report no safe graph winner however it ended, so an infrastructure flake and a genuine evidence conflict printed the same line. The halt output now names which happened, and haltDetail carries the counts behind it:

ReasonWhat it means
every candidate lost its score to an agent failureNo thought in the run was ever scored. Infrastructure, not evidence: rerun.
no candidate reached SelectThe search emptied upstream for some other reason; read graph.dropped.
every finalist lost its score before SelectFinalists existed and were pruned as unscored.
every finalist was pruned before SelectFinalists were pruned for a non-score reason.
every finalist carries a degraded or missing scoreFinalists reached Select without a valid score.
every finalist failed deterministic plan eligibilityReal rejection. haltDetail.eligibilityRejections lists every reason.
no safe graph winnerNone of the above fits: read the graph.

haltDetail.infrastructureDegraded is independent of the reason: both can be true at once. Read the reason for what stopped Select and that flag for what degraded the pool feeding it.

Score calls are read-only and idempotent, so a transport-level death is retried: twice per call, capped run-wide at 5% of the agent ceiling, and refused entirely once the remaining budget falls to the reserved floor (20% of the ceiling). A malformed score is never retried: the schema is enforced at the tool layer, so an invalid score is a judgment to keep, not a connection to redial. Every attempt and every refused retry lands in graph.scoreRetries, and scoreReliability rides out in the result on every run, halted or not: a flake that costs two finalists still degrades a run that goes on to ship.

Claude's registered agent profiles enforce tool separation: local readers have no shell, write, or web tools; public-web readers have no local-file or shell tools; patch authors have no mutation tools; and appliers/verifiers have only Bash plus structured output. Patch authors return unified diffs, one clamped applier applies them, and a separately budget-reserved clamped verifier compares the exact path set and diff digest immediately after every Build or Fix Apply, before any reader or Gate call. Patch validation rejects symlinks, gitlinks, binary patches, renames, copies, and file-type transitions before Apply. Gate runs only allowlisted local validation commands under macOS sandbox-exec, with no network, host reads limited to runtime/system roots, the worktree, its .git common directory derived again inside the exact Gate clamp, and the run's private temp root. The model-reported common directory is never interpolated into sandbox permissions. Writes are limited to known generated artifacts and that private temp root. The allowlist includes bounded project-local checks for Node, Python, Go, Rust, Make, Swift Package Manager, Xcode simulator builds with derived data under the private temp root, and offline Gradle validation. Nested module build roots are derived only from selected files under that module's src tree and are rejected if a symlink or realpath can escape the worktree. A second diff attestation runs after Gate and hashes the binary Git diff plus every reported file's mode, size, and bytes, including untracked additions.

Gate removes credential-like and interpreter-injection environment variables, then redirects home, temporary, and cache paths before an acceptance command starts. If a check depends on removed credentials, report it as unverified; never rerun it outside the sandbox merely to obtain a pass.

A successfully applied blocker patch is not treated as semantically cleared. The original blocker remains in fixedBlockersPendingVerification. The Gate attempt records its exact command set and reported output, but it cannot prove those commands ran because the Workflow API exposes no trusted required-tool execution receipt. The workflow therefore sets claimedPassed from the agent report, forces passed:false, sets gateVerified:false, and keeps the verdict and handoff status at hold. Only a trusted outer runner with immutable execution receipts can promote that evidence.

These controls have a precise trust boundary. bashCommandClamp constrains a Bash command when an agent invokes it; Claude Workflow does not provide a required-tool-call receipt, so a structured verifier response remains a model attestation rather than cryptographic proof that Bash ran. Likewise, authority, allowedRepo, allowedFiles, and allowedCommands are audit metadata, not filesystem permissions. Local reader tools are separated from web tools but are not path-sandboxed by the Workflow API. Report these facts in any security-sensitive handoff and do not describe the result as host-certified.

Production inspection is read-only. This skill never deploys, publishes, releases, pushes, merges, changes credentials, deletes or reverts protected work, or claims live verification. It does not choose the user's budget or decide that missing scope can be skipped. Its ship verdict is evidence for the user, not authority to perform an external action.

Handoff and completion

Read the workflow's returned runKey, the validated unique ship-<UUID> leaf from its isolated worktree. On a completed run, use the returned handoff markdown. On a post-Scout halt, write a factual halt handoff from the structured result and graph trace without spending another agent call; include any Build or Fix lanes that completed before the halt. If Scout returns an invalid path before runKey validation, report the halt without writing a run-keyed handoff. Otherwise, save it to .suede-graph-flo-xr/${runKey}/handoff.md at the target repo root, then verify it exists:

bash
test -f ".suede-graph-flo-xr/${runKey}/handoff.md"

Report that path, the selected plan if any, gate result, changed files, commands run, and explicit caveats. A completed local graph does not prove a deployment.

Third-party license

The operation graph and thought-state model in workflows/suede-graph-flo-xr.js adapt Graph of Thoughts by ETH Zurich. The complete upstream BSD notice, conditions, disclaimer, and requested citation travel with this skill at LICENSE.graph-of-thoughts-BSD.txt. Keep that file with every source or binary redistribution of the workflow.

Routing

  • High-volume, well-specified, independent worker tasks → a separate private worker-fleet pass.
  • Findings-only review of an existing diff → suede-code-review.
  • CI, required checks, or branch-protection wiring → suede-ci-gate.
  • Copy-only search and publication readiness → suede-ship-copy.
  • From suede-code-review, suede-ci-gate, or suede-ship-copy: route a multi-file implementation-plan search with one selected mutating winner back to suede-graph-flo-xr.

© JasonColapietro, MIT. 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 19 other files in skills/suede-graph-flo-xr of JasonColapietro/suede-creator-skills.

  • SKILL.md
  • CARD.md
  • LICENSE.graph-of-thoughts-BSD.txt
  • agents/openai.yaml
  • agents/suede-graph-flo-xr-applier.md
  • agents/suede-graph-flo-xr-code-reader.md
  • agents/suede-graph-flo-xr-patch-author.md
  • agents/suede-graph-flo-xr-scout.md
  • agents/suede-graph-flo-xr-verifier.md
  • agents/suede-graph-flo-xr-web-reader.md
  • workflows/helpers/apply-patch.cjs
  • workflows/helpers/candidate-audit.cjs
  • workflows/helpers/diff-digest.cjs
  • workflows/helpers/gate-environment.cjs
  • workflows/helpers/gate-sandbox.cjs
  • workflows/helpers/scout-setup.cjs
  • workflows/suede-graph-flo-xr.js
  • workflows/tests
  • … and 2 more

Open the folder on GitHubat commit e5f94d7

Compare with similar skills

Suede Graph Flo Xr 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.

Suede Graph Flo Xr compared with similar skills
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Paseo Committeegetpaseo/paseo20k1 repos~496Automated safety check: PassCustom licence
Improvefossasia/eventyay-interpretation1.6k10 repos~3.7kAutomated safety check: WarnMIT
Implementation Plan Creatortailcallhq/forgecode7.6k1 repos~1.1kAutomated safety check: PassApache-2.0
Plan Previewu-ichi/reviewable-html-workbench2981 repos~1.8kAutomated safety check: PassMIT

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Questions about Suede Graph Flo Xr

What does Suede Graph Flo Xr do?

Suede Thought Graph shipping search for a multi-file repo change. Suede Graph Flo Xr is an agent skill from JasonColapietro/suede-creator-skills. Suede Thought Graph shipping search for a multi-file repo change.

When should I use Suede Graph Flo Xr?

Suede Graph Flo Xr fits situations like: competing implementation plans need one evidence-gated selection before any build; tasks that involve Planning.

How do I install Suede Graph Flo Xr in Claude Code?

Run `npx skills add JasonColapietro/suede-creator-skills --skill suede-graph-flo-xr -a claude-code`. Or copy the skill folder (skills/suede-graph-flo-xr in JasonColapietro/suede-creator-skills) into .claude/skills/suede-graph-flo-xr in your project. Claude Code loads it when a task matches its description.

How do I install Suede Graph Flo Xr in Codex?

Run `npx skills add JasonColapietro/suede-creator-skills --skill suede-graph-flo-xr -a codex`. Or copy the skill folder (skills/suede-graph-flo-xr in JasonColapietro/suede-creator-skills) into .agents/skills/suede-graph-flo-xr in your project. Codex loads it when a task matches its description.

Can I use Suede Graph Flo Xr 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 JasonColapietro/suede-creator-skills --skill suede-graph-flo-xr -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/suede-graph-flo-xr, .gemini/skills/suede-graph-flo-xr, .github/skills/suede-graph-flo-xr and .opencode/skills/suede-graph-flo-xr in your project.

What does Suede Graph Flo Xr need to run?

Going by SKILL.md and its folder, Suede Graph Flo Xr needs JavaScript for the scripts in its folder and the command-line tools its instructions call (node). Our summary lists: Node.js.

Does Suede Graph Flo Xr 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 Suede Graph Flo Xr 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 Suede Graph Flo Xr use?

Suede Graph Flo Xr is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Suede Graph Flo Xr use?

About 3.8k tokens (SKILL.md is roughly 15k 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 Suede Graph Flo Xr?

Skills that share tags, products or a category with Suede Graph Flo Xr: OpenSpec Guided Onboarding (Fission-AI/OpenSpec, 72k stars), Paseo Committee (getpaseo/paseo, 20k stars), Improve (fossasia/eventyay-interpretation, 1.6k stars) and Implementation Plan Creator (tailcallhq/forgecode, 7.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Suede Graph Flo Xr?

JasonColapietro (a GitHub user) maintains it in JasonColapietro/suede-creator-skills, which has 127 GitHub stars. The repository holds 78 skills in this directory. The repository was last updated on October 10, 2026.

Source: JasonColapietro/suede-creator-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.