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Evidence-backed tools for AI agents.

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MCP Server

Only tested or caveated evidence counts.

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Showing 11 of 11 components

Fireworks Tech Graph

SKILL
yizhiyanhua-ai
85/100

Claude Code skill for generating production-quality SVG and PNG technical diagrams from natural language system descript...

diagramssvgpng+2
May 1, 20269.6k1 recipe

Understand Anything

SKILL
Lum1104
85/100

Codebase analysis skill that generates knowledge graphs and visual dependency maps to help understand unfamiliar reposit...

codebase-analysisknowledge-graphvisualization
Mar 25, 202677.2k

Codegraphcontext Mcp

MCP
Clauxel
82/100

A paid remote MCP for code graph MCP for AI coding, built to return verdicts, receipts, usage logs,

developmentclauxelcodegraphcontext+2
May 27, 2026

Alaya Mcp

MCP
SecurityRonin
82/100

Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall

developmentsecurityroninalaya+2
May 27, 202613

Code Pathfinder

MCP
Shivasurya
82/100

Code intelligence MCP server: call graphs, type inference, and symbol search for Python/Go.

developmentcodepathfinderpathfinder+2
May 27, 2026140

Memory MCP Server

MCP✓ VERIFIED
Anthropic
80/100

Knowledge graph memory server for persistent entity and relation storage across sessions.

memoryknowledge-graphpersistence+1
Mar 5, 202689.1k5 recipes

SwarmVault

MCP
SwarmClaw AI
80/100

Local-first RAG and LLM-wiki compiler with CLI, MCP server, graph navigation, search, review, and persistent markdown kn...

ragknowledge-basemcp+2
May 1, 20266362 recipes

GraphQL MCP

MCP✓ VERIFIED
Sander Berkouwer
79/100

MCP server that enables AI agents to introspect GraphQL schemas, run queries, and explore API structures for any GraphQL...

graphqlapiintrospection
Mar 25, 20264062 recipes

Schematic

SKILL
Siqi Chen
79/100

Single pure-markdown reverse-engineering skill that analyzes existing code and generates architectural specs, component...

reverse-engineeringspec-generationarchitecture+1
Mar 25, 2026226

Deep Research

MCP
u14app
79/100

Self-hostable deep research app with multi-LLM support, local knowledge base, report editing, knowledge graph generation...

deep-researchmcpknowledge-base+2
May 1, 20264.7k3 recipes

D3.js Visualization Skill

SKILL
Chris von Csefalvay
76/100

Generate interactive D3.js data visualizations with best practices and accessibility.

d3jsvisualizationcharts+1
Mar 3, 2026217