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io.github.looptech-ai/understand-quickly

looptech-ai Scanned 5d ago

Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.

MCP Registry ↗
B
83 / 100

Versions

0.1.1latest
first seen Jun 5, 2026
PermissionsTool SafetyAuthAnnotationsCode QualityStabilitySpecVuln HistoryAuthorTransparencyCommunity

Tools 4

list_repos
annotations: none low

List entries in the understand-quickly registry. Optional filters: format, tag, status.

get_graph
annotations: none low

Fetch and return the parsed knowledge graph JSON for a registry entry by id.

search_concepts
annotations: none low

Search aggregated concept terms across the registry. By default reads the precomputed stats.json (single GET, cached 60s) and returns matching terms with sample entry ids. If `id` is given, falls back to a single-graph node search. If stats.json is unavailable, falls back to a capped cross-graph node fan-out.

query string
find_graph_for_repo
annotations: none low

Look up a registry entry by `id` (\"owner/repo\") or `github_url` (https or ssh form, with optional .git/branch/path). Returns graph_url + drift metadata, or {found:false, suggestions} with up to 5 fuzzy-matched ids.

Permissions 4

network medium
Server uses network capabilities via: fetch(), httpx, urllib
filesystem low
Server uses filesystem capabilities via: fs sync ops, os
shell high
Server uses shell capabilities via: child_process, spawn(), spawnSync()
env_vars low
Server uses env_vars capabilities via: os.environ, process.env

Scan Findings 21

low
Tool 'list_repos' has no annotations annotation_checker · 100%
low
Tool 'get_graph' has no annotations annotation_checker · 100%
low
Tool 'search_concepts' has no annotations annotation_checker · 100%
low
Tool 'find_graph_for_repo' has no annotations annotation_checker · 100%
info
Sandbox failed to start for behavioral verification behavioral_verifier · 100%
medium
Vulnerable dependency: ajv@8.17.1 (GHSA-2g4f-4pwh-qvx6) dependency_analyzer · 95%
info
package.json metadata manifest_parser · 100%
info
pyproject.toml metadata manifest_parser · 100%
info
Tool: list_repos manifest_parser · 85%
info
Tool: get_graph manifest_parser · 85%
info
Tool: search_concepts manifest_parser · 85%
info
Tool: find_graph_for_repo manifest_parser · 85%
info
Transport: stdio manifest_parser · 90%
info
Required env vars (5) manifest_parser · 80%
info
Sandbox failed to start for output poisoning scan output_poisoning · 100%
medium
Permission: network access detected permission_analyzer · 90%
low
Permission: filesystem access detected permission_analyzer · 90%
high
Permission: shell access detected permission_analyzer · 95%
low
Permission: env_vars access detected permission_analyzer · 90%
info
SBOM generated: 176 components sbom_generator · 100%
medium
No build provenance detected (SLSA L0) slsa_assessor · 90%