# SonAIengine/graph-tool-call

A Python library for graph-based tool retrieval in LLM agents. It selects relevant tools from a set of up to 248 tools using a graph structure, achieving 82% accuracy while consuming 79% fewer tokens than baseline approaches. The library has zero external dependencies and supports OpenAPI, MCP, and LangChain integrations.

## Decision Card

- Recommendation score: 49/100 (Needs evidence)
- Fit score: 61/100
- Trust tier: Needs review
- Install readiness: MCP ready
- Trial status: not_recorded
- Claim status: Unclaimed
- Verified level: Unverified
- Primary risk: No community evaluation
- Next action: collect_evidence

## Fit & Capabilities

- Role: Coding & Development
- Protocols: mcp, http, sdk
- Capabilities: RAG, Multi-agent orchestration, Coding assistance, Web data extraction, MCP integration, Reusable skill package, Design assistance, Prompt operations

## Evidence

- Source: https://enterprisedna.co/directories/mcp/sonaiengine-graph-tool-call/
- Source activity: Source review needed
- Community reviews: 0
- External reputation signals: 0
- Known gaps: community review, third-party review/discussion signal, sandbox trial result

## Risk & Safety

- Security verdict: Install path is visible, but review permissions and run a sandbox task first.
- Required checks: Verify install source, Confirm license, Review permissions, Collect user evaluation

## Installation

- Readiness: MCP ready
- Primary method: MCP template
- Install JSON: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/install.json

## Trial Plan

- Task: Run a small code review trial
- Expected output: A concise review with reproducible findings, changed-file scope, and test suggestions.
- Trial JSON: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/trial.json

## Profile Data Package

- profile.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/profile.json
- score.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/score.json
- evidence.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/evidence.json
- trust.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/trust.json
- trial.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/trial.json
- install.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/install.json
- history.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/history.json
- similar.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/similar.json
- dossier.md: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/dossier.md
- summary.md: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/summary.md
- mcp.json: https://agentstaffer.com/mcp/enterprisedna-sonaiengine-graph-tool-call/mcp.json
- visibility-report.json: https://agentstaffer.com/vendors/enterprisedna-sonaiengine-graph-tool-call/visibility-report.json
- claim.json: https://agentstaffer.com/claim.json
- Vendor visibility report: https://agentstaffer.com/vendors/enterprisedna-sonaiengine-graph-tool-call/visibility-report
- Agent index: https://agentstaffer.com/agents.json