Skills/PyPI/graqle

graqle@0.27.0

VERIFIED· not started

Publisher claims: "Persistent organisational intelligence for AI agents. Turn codebases, documents, policies and decisions into a knowledge graph so Claude Code, Cursor and Copilot reason over architecture, dependencies and prior lessons — with confidence scores and evidence. 13 LLM backends + custom, fully offline capable." Observed in sandbox: no network, touches nothing outside the project, writes no memory.

Registry PyPI (MCP server) · listed in the official MCP RegistryPublisher quantamixsol · publishing for 246 daysInstalls 1,487Last detonated 5d ago
$claude mcp add graqle -- uvx graqle
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Coverage

Not started: dependency install failed; the server itself was not observed.
Tested
the dependency install step · every file read, file written and host contacted by what ran
Not tested
server startup · the tool list · tool behavior

What this means for the label: Verified here covers what ran. The server's tools were not exercised with a real credential, so nothing about their behavior is asserted; the credential summary below says what to do with that.

Before you give it your token

It will ask for
ANTHROPIC_API_KEYGEMINI_API_KEYGOOGLE_API_KEYOPENAI_API_KEYConfiguration, not credentials: AWS_DEFAULT_REGION, AWS_LAMBDA_FUNCTION_NAME, AWS_REGION, GRAQLE_READ_ONLY, PYTHONIOENCODING
Where it talks to
graqle.com, graqle.dev (its own)Also huggingface.co — not the publisher's domain; check what for before connecting.
What the honeypot saw
no credential files read · no network
What we could not test
server startup · the tool list · tool behavior

Connect it with a scoped credential, under the guard, and read the third-party hosts first. The code names huggingface.co as well as its own vendor. The guard injects ANTHROPIC_API_KEY, GEMINI_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY only into requests to graqle.com (and its subdomains) and refuses the rest.

$vet-skills run --secrets ANTHROPIC_API_KEY=graqle.com,GEMINI_API_KEY=graqle.com,GOOGLE_API_KEY=graqle.com,OPENAI_API_KEY=graqle.com -- uvx graqle

Never paste a credential into a chat, a ticket or a report, including ours. How the guard holds it.

Is [email protected] safe to install?

KillerSkills ran it in the KillerSkills honeypot sandbox (2 scenarios; not started: dependency install failed; the server itself was not observed) on 2026-11-09 and scored it 84/100 (Verified). In what ran, nothing we could detect went wrong: no undeclared network egress, no credential reads, no persistent instruction writes. What it does with a real credential was not observed; the static findings and the publisher carry the rest of the score. Summary: no network, touches nothing outside the project, writes no memory.

Behavior trace

Honeypot run · 0 s · 2 scenarios · 0 deviations
t+CategoryObserved action
0.0sprocessno install scripts in bundle
0.1sprocessdependency install exit 1 ·
0.1sclaimednot started: dependency install failed (exit 1); the server itself was not observed
0.1sprocessscript backend runs setup only
0.1sprocessno install scripts to re-run

Static findings

HIGH
Auto-update or dynamic fetch configurationgraqle/server/app.py:376 · Auto-update or dynamic fetch configuration — agent may load new code at runtimeFEEDBACK: MCP server doesn't hot-reload KG — after swapping graqle.json,Fix: Pin versions and sources; vendor anything fetched at install time.
AST06
MEDIUM
Python subprocess execution detectedgraqle/cli/main.py:203 · Python subprocess execution detectedsubprocess.Popen(Fix: Build commands from fixed arguments, never from interpolated strings; prefer an API client over shelling out.
AST05
MEDIUM
File type combined with upload actionsdk_self_audit.py:144 · File type combined with upload action — agent may exfiltrate local data filesif any(k in text for k in ["user_input", "request.body", "request.json", "form_data", "file_upload"]):Fix: Remove the call, or declare the host in frontmatter and explain in the README what is sent and why.
AST07
MEDIUM
Python subprocess execution detectedgraqle/cli/main.py:210 · Python subprocess execution detectedsubprocess.Popen(Fix: Build commands from fixed arguments, never from interpolated strings; prefer an API client over shelling out.
AST05
MEDIUM
Destructive file system command detectedDockerfile:8 · Destructive file system command detected&& rm -rf /var/lib/apt/lists/*Fix: Build commands from fixed arguments; do not interpolate untrusted strings into a shell.
AST05

Cost to the agent

Instructions loaded
≈441 tok
2 files · 81 in bundle
Tool list per prompt
≈0 tok
0 tools · 0 per tool
Handshake
no reply
launch to tools/list, stdio
Undocumented tools
0
description under 20 chars · avg 0

Tokens estimated at four characters each. The tool list is re-read by the agent on every turn, so it is the number to compare between servers that do the same job: ranked across the index.

Known vulnerabilities

No advisories in OSV for graqle@0.27.0 as of 5d ago. This is the package itself, not its dependencies.