speccrew-knowledge-graph-write

speccrew-knowledge-graph-write is a skill for Claude Code, Codex from charlesmu99/speccrew. It costs 54 tokens per session (169 once invoked), scanned A, original, Apache-2.0.

A knowledge-graph writing workflow that adds or updates items, relationships, indexes, and metadata in a project knowledge graph.

In plain words
What is it for?
Use it to write analysis results, initialize a module's graph data, or add its nodes and relationships in batches.
Why use it?
It handles batch updates, duplicate entries, and module setup so other tools do not have to manage graph storage themselves.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/charlesmu99/speccrew/speccrew-knowledge-graph-write
Any agent
npx skills add charlesmu99/speccrew --skill speccrew-knowledge-graph-write
Clone the repo
git clone --depth 1 https://github.com/charlesmu99/speccrew

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for speccrew-knowledge-graph-write

README.md
[![agentmods](https://agentmods.dev/badge/skills/charlesmu99/speccrew/speccrew-knowledge-graph-write.svg)](https://agentmods.dev/skills/charlesmu99/speccrew/speccrew-knowledge-graph-write)
Your own site
<a href="https://agentmods.dev/skills/charlesmu99/speccrew/speccrew-knowledge-graph-write"><img src="https://agentmods.dev/badge/skills/charlesmu99/speccrew/speccrew-knowledge-graph-write.svg" alt="Measured on agentmods" height="20"></a>
Per session 54 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 169 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00054 $0.00169
Opus 5 $0.00027 $0.00084
Sonnet 5 $0.00011 $0.00034
Haiku 4.5 $0.00005 $0.00017

Measured 5d ago against content hash 25195cb474ce, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-05, from the pricing page.

Security

Grade A, and why

speccrew-knowledge-graph-write scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

The scan reads SKILL.md. This mod also ships 1 executable file (scripts/graph-write.js), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.speccrew/skills/speccrew-knowledge-graph-write/SKILL.md · 16 lines

What it actually says

Trigger Scenarios

  • "Write graphData from skill analysis result to graph"
  • "Initialize graph structure for module {module}"
  • "Batch add nodes and edges for module {module}"

AgentFlow Definition

REQUIRED: Before executing this workflow, read the XML workflow specification: speccrew-workspace/docs/rules/agentflow-spec.md Then read and execute the XML workflow in SKILL.xml block-by-block as the authoritative execution plan.

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago First seen · 16 lines · 54 tokens per session scan A 25195cb474ce

Subscribe to this mod's changes

speccrew-knowledge-graph-write is a skill published in the GitHub repository charlesmu99/speccrew (13 stars, last pushed 4mo ago), licensed Apache-2.0. It adds 54 tokens to every session and 169 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other skills, from other repositories

aster-cli

Guidance for using the aster CLI to work in a codebase with an AI agent: chat and edit code, run AI code reviews, apply fixes, and manage sessions, memory, and skills. Use when running or designing aster commands, reviewing a diff or PR with aster, or when the user mentions aster review, aster chat, aster fix, or…

Zfinix/aster · 0 tokens

aster-chat-sessions

Drive aster chat programmatically and manage sessions and memory: one-shot --print/--json answers, --messages-json for caller-owned history, --continue and --session persistence, --allow-edits gating, and the sessions/memory commands. Use when scripting aster chat, integrating it into an editor or agent, or inspecting…

Zfinix/aster · 0 tokens

context-economy

Keeping the conversation small while working with big artifacts: diffs, logs, many files, bulk research. Use when output would be large, when many files need reading, or when a diff or log must be analyzed.

Zfinix/aster · 0 tokens

alego-archive-agent-notes

Use when adding, auditing, pruning, archiving, restoring, or reviewing Agent Notes in alego; checks every new note for superseded active records, classifies implemented notes by future decision value, deletes rejected notes that no longer prevent a tempting fallacy, and applies the frozen archived/{kind} triplet and…

singula-ai/alego · 74 tokens

last30Days

Resolve "last30Days" to a concrete ISO date range relative to your run time — a rolling 30-day window ending today. Returns inclusive civil dates plus exact UTC instants so you have temporal context without computing dates by hand. Read-only: no writes, no network. Use before a "last 30 days" / trailing-month task…

chaitanyagiri/munder-difflin · 83 tokens

md-fetch-summarize

Fetch a URL and return a concise markdown summary of its content. Read-only: no files are written; the summary is returned as output only. Use when asked to "fetch and summarize", "summarize this URL", "what does this page say", or "get the content of ". Proactively suggest when the user pastes a URL and asks what it…

chaitanyagiri/munder-difflin · 93 tokens