A local tool that builds a searchable map of a codebase, including source files, code symbols, documents, and their relationships.

Use it to explore architecture, locate functions and related code, search project concepts, and investigate dependencies across supported languages.

It helps find relevant code and dependencies using several kinds of search instead of relying on one keyword match or reading files one by one.

How hedwig-ai/hedwig-code-graph configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to hedwig-ai/hedwig-code-graph. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/hedwig-ai/hedwig-code-graph/main/.claude/skills/hedwig-cg/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/hedwig-ai/hedwig-code-graph

Made for: Claude Code.

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.

README.md

[![agentmods](https://agentmods.dev/badge/skills/hedwig-ai/hedwig-code-graph/hedwig-cg/github.svg)](https://agentmods.dev/skills/hedwig-ai/hedwig-code-graph/hedwig-cg)

Your own site

<a href="https://agentmods.dev/skills/hedwig-ai/hedwig-code-graph/hedwig-cg"><img src="https://agentmods.dev/badge/skills/hedwig-ai/hedwig-code-graph/hedwig-cg/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/hedwig-ai/hedwig-code-graph/hedwig-cg"><img src="https://agentmods.dev/badge/skills/hedwig-ai/hedwig-code-graph/hedwig-cg.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 42 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 970 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

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.

Model	Per session	Once invoked
Fable 5.1	$0.00042	$0.00970
Opus 5.5	$0.00017	$0.00388
Sonnet 5.5	$0.00008	$0.00194
Haiku 4.5	$0.00004	$0.00097

Measured 2mo ago against content hash 986b29f88f13, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

hedwig-cg 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 2mo ago.

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.

.claude/skills/hedwig-cg/SKILL.md · 104 lines

How it starts

The opening of the file, as written. The whole thing — 104 lines — stays where its author put it; the contents beside it link to each section on GitHub.

hedwig-cg

Builds code graphs from source code and documents. Searches with 5-signal hybrid search (code vector + text vector + graph traversal + FTS5 keyword + community → RRF fusion). Supports 17 languages with deep AST extraction. 100% local.

IMPORTANT: Always use --json flag.

Search (PRIMARY — use this first)

hedwig-cg --json search "database connection pool"       # default: 80 results
hedwig-cg --json search "auth" --fast                    # text model only, faster
hedwig-cg --json search "payment billing" --expand       # two-stage query expansion
hedwig-cg --json search "error handling" --top-k 30      # custom count

Response (~140 bytes/result, compact JSON):

[{"label":"build_graph","kind":"function","file":"hedwig_cg/core/build.py","lines":[15,95],"score":0.073,"sig":"(extractions: list) -> nx.DiGraph","doc":"Build graph from extractions."}]

file + lines: Use to read the code directly
sig / doc: Omitted when empty
score: Higher = more relevant

Search Strategy — Drill Down, Don't Stop at First Results

Don't search once and stop. Use results to discover domain-specific terms, then search deeper.

Example: "결제 관련 코드 찾아봐"

Round 1 — Start broad with natural language:

hedwig-cg --json search "payment processing"

→ Results mention StripeClient, checkout_handler, PaymentProvider

Round 2 — Drill into discovered terms:

hedwig-cg --json search "StripeClient"

→ Results reveal create_charge, refund_payment, validate_card, WebhookHandler

Round 3 — Follow interesting connections:

hedwig-cg --json search "webhook payment callback"

→ Found StripeWebhookHandler, handle_charge_succeeded, update_order_status

Round 4 — Explore the related service:

hedwig-cg --json search "order status update"

→ Found OrderService.complete_order, NotificationService.send_receipt

Now you have the full picture: Stripe → Webhook → Order → Notification.

Read the full file on GitHub · 104 lines

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.

2mo ago First seen · 104 lines · 42 tokens per session scan A 986b29f88f13

Subscribe to this mod's changes

hedwig-cg is a skill published in the GitHub repository hedwig-ai/hedwig-code-graph (49 stars, last pushed 6mo ago), licensed MIT. It adds 42 tokens to every session and 970 once invoked, about $0.0002 per session on Opus 5.5. 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.

Debugging

hedwig-cg next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
hedwig-cghedwig-ai/hedwig-code-graph	Skill	49	6mo ago	MIT	A	42	Claude Code
systematic-debuggingopen-metadata/OpenMetadata	Skill	16k	yesterday	Apache-2.0	A	37	Claude Code
log-error-digestzebbern/claude-code-guide	Skill	4.7k	3d ago	MIT	A	71	Claude Code, Codex
cwv-optimizeradobe/skills	Skill	319	yesterday	Apache-2.0	A	112	Claude Code
ci-fixersipyourdrink-ltd/bernstein	Skill	1.2k	yesterday	Apache-2.0	A	15	Claude Code, Codex
triaging-web-analytics-supportPostHog/posthog	Skill	41k	yesterday	none	A	151	Claude Code, Codex
diagnosing-missing-recordingsPostHog/posthog	Skill	41k	yesterday	none	A	76	Claude Code, Codex

hedwig-code-graph: Skill for Claude Code