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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 20 of 98 components

GitMCP

MCP
Ido Salomon
83/100

Hosted MCP service that turns any GitHub repository or GitHub Pages site into an agent-readable documentation and code c...

mcpgithubdocumentation+2
May 1, 20268.3k1 recipe

Atlassian MCP

MCP
Atlassian
83/100

Official Atlassian MCP server connecting AI agents to Jira and Confluence via SSE transport, enabling issue tracking, pr...

jiraconfluenceatlassian+1
Mar 25, 2026926

Skill Improver

SKILL
Trail of Bits
83/100

Iteratively reviews and fixes Claude Code skill quality issues until they meet standards. Runs automated fix-review cycl...

skilltrail-of-bitsimprover
May 27, 20266.4k

LangChain MCP Adapters

MCP
LangChain
83/100

Bridges MCP tools into the LangChain/LangGraph ecosystem, letting you use any MCP server as a LangGraph agent tool with...

langchainlanggraphadapter
Mar 25, 20263.6k

Tavily MCP

MCP✓ VERIFIED
Tavily AI
83/100

MCP server for Tavily AI search API, optimized for AI agent use with structured search results, content extraction, and...

tavilysearchresearch+1
Mar 25, 20262.3k

Groupdocs Merger Mcp

MCP
Groupdocs Merger
82/100

MCP server for GroupDocs.Merger — merge, split, and inspect documents via AI agents.

developmentgroupdocsmerger+2
May 27, 2026

GitLab MCP

MCP
zereight
82/100

MCP server for GitLab with 86 tools enabling AI agents to manage merge requests, browse repositories, trigger pipelines,...

gitlabmerge-requestsci-cd
Mar 25, 20261.9k

Security Orchestra

MCP
RobotFleet HQ
82/100

Multi-agent MCP platform for data centers and critical power.

developmentrobotfleetsecurity+2
May 27, 20261 recipe

Agentdomain Mcp

MCP
MarsHeer
82/100

Register and manage internet domains for AI agents via AgentDomain

cloudagentdomainregister+2
May 27, 20263

Testing

MCP✓ VERIFIED
Rog0x
82/100

Test generation, mocks, coverage analysis for AI agents

developmentrog0xtesting+2
May 27, 2026

Suwappu

MCP
0xSoftBoi
82/100

Cross-chain DEX for AI agents. Swap tokens across 7+ chains.

development0xsoftboisuwappu+2
May 27, 20261

Agentic Observability MCP

MCP✓ VERIFIED
Mdfifty50 Boop
82/100

Agent tracing, cost tracking, anomaly detection for LLM agents

developmentmdfifty50boop+2
May 27, 2026

Elasticsearch MCP

MCP
Elastic
82/100

Official Elastic MCP server for Elasticsearch, enabling AI agents to run search queries, manage indices, and perform ana...

elasticsearchsearchanalytics
Mar 25, 20267021 recipe

Agentfolio

MCP✓ VERIFIED
0xbrainkid
82/100

Query AI agent profiles, trust scores, verifications, and marketplace jobs on AgentFolio.

development0xbrainkidagentfolio+2
May 27, 20261

Alaya Mcp

MCP
SecurityRonin
82/100

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

developmentsecurityroninalaya+2
May 27, 202613

Parallel Agents Skill

SKILL
Jesse Vincent
82/100

Orchestrates concurrent subagent workflows for parallelizing large development tasks.

parallelsubagentorchestration+1
Mar 1, 2026265.3k

PinMe

SKILL
Glitter Network
82/100

CLI and Claude Code skills for deploying frontend apps and sharing generated web artifacts from agent workflows.

deploymentfrontendsharing+2
May 1, 20263.7k1 recipe

Groupdocs Markdown Mcp

MCP
Groupdocs Markdown
82/100

MCP server for GroupDocs.Markdown — convert documents to Markdown via AI agents.

developmentgroupdocsmarkdown+2
May 27, 2026

Agentfolio Mcp Server

MCP✓ VERIFIED
0xbrainkid
82/100

AI agent identity verification via SATP on Solana. Trust scores and on-chain attestations.

development0xbrainkidagentfolio+2
May 27, 20261

ClawSpan ShardLink MCP

MCP
Axialon
82/100

Agent-first task marketplace MCP — discover, claim, and deliver paid workspace tasks.

cloudclawspanshardlink+2
May 27, 2026
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