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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.v0.1 · early network
Capabilities/code

Code

Software development, review and analysis.

2.3k records570 liveRefine in search →
Code GenerationCode ReviewSecurity ReviewTestingRefactoringCode DocumentationCode ExecutionDebugging
Webhook.site MCP ServerMCP serverMCP
by zebbern
Unknown

Capture HTTP, email, and DNS callbacks with webhook.site from MCP clients.

NotificationsTesting
pypi:webhook-mcp-server · local packagepublished 4 d ago
skeletongraphMCP serverMCP
by yashdoke7
Unknown

Zero-LLM structural code retrieval for AI coding agents, served over MCP.

Code Generation~100%Knowledge Graphs
pypi:skeletongraph · local packagepublished 2 mo ago
Polis ProtocolMCP serverMCP
by yehudalevy-collab
Unknown

Local-first control plane for coding agents: routing, reservations, and guardrails.

Code Generation~100%Agent Orchestration
pypi:polis-protocol · local packagepublished 3 mo ago
MigraFlow - Database Migration AIMCP serverMCP
by wmeireles
Unknown

AI-powered database migration. Analyze schemas, generate SQL, calculate risks.

RefactoringDatabases
pypi:migraflow-mcp · local packagepublished 4 mo ago
MergetrainMCP serverMCP
by yongjip
Unknown

Queue parallel-agent worktree branches, test together, serialize and recover Git pushes.

Version ControlNotifications~97%Code Generation~75%Testing~66%
pypi:mergetrain · local packagepublished 3 d ago
code-factoryMCP serverMCP
by zrk222
Unknown

Local proof facts for AI coding clients: intent, tests, Graph Ops, and review evidence.

Code Review~100%Testing~100%Version Control~100%Knowledge Graphs~100%Code Generation~75%
pypi:factoryline-code-factory · local packagepublished 32 h ago
CICADAMCP serverMCP
by wende
Unknown

Code intelligence MCP server for 17+ programming languages.

Code Generation~75%Version Control~58%
pypi:cicada-mcp · local packagepublished 6 mo ago
AriadneMCP serverMCP
by whyy9527
Unknown

Deterministic local cross-service API-chain discovery for AI coding agents.

API AccessSecurity Review~75%Knowledge Graphs~62%
pypi:ariadne-mcp · local packagepublished 2 mo ago
VMware DebugMCP serverMCP
by vmware-skills
Unknown

Read-only VMware incident correlation: timeline, spikes, root-cause routing. 2 MCP tools.

Debugging
pypi:vmware-debug · local packagepublished 8 d ago
llms.txt for agentsMCP serverMCP
by llmstxtmcp.dev
Unknown

Any site's llms.txt: find the covering index, read its linked docs as markdown, search sections.

Documentation LookupCode Documentation
no endpoint declared
vulners-mcpMCP serverMCP
by vulnersCom
Unknown

MCP server for the Vulners.com API

Security Review
pypi:vulners-mcp · local packagepublished 11 mo ago
SayDoMCP serverMCP
by vince-gonzalez
Unknown

Does the tool do what it says? Conformance receipts for MCP servers, and unknown when unchecked.

Code Execution
pypi:saydo · local packagepublished 8 d ago
mcp-gitlabMCP serverMCP
by vish288
Unknown

MCP server for GitLab API — projects, MRs, pipelines, CI/CD, approvals, issues, code review.

Code Review~100%Version ControlCI/CD & DeployCRM & Sales~100%
pypi:mcp-gitlab · local packagepublished 16 d ago
LLM SandboxMCP serverMCP
by vndee
Unknown

Securely run LLM-generated code in isolated containers across 7 languages and 3 container backends.

Code Execution~73%
pypi:llm-sandbox · local packagepublished 1 mo ago
fw-context-mcpMCP serverMCP
by turbyho
Unknown

Build-aware code intelligence for embedded C/C++ firmware — libclang, FTS5, call graphs, 33 tools

DatabasesKnowledge Graphs~100%Security Review~75%
pypi:fw-context-mcp · local packagepublished 4 d ago
device-manager-mcpMCP serverMCP
by vladkarpman
Unknown

MCP server for fast Android device interaction with scrcpy acceleration (~50ms latency).

Devices & IoTTesting
pypi:device-manager-mcp · local packagepublished 8 mo ago
cynicalsallyMCP serverMCP
by w1ckedxt
Unknown

Brutally honest code reviews: scores, real issues, and usable fixes. CLI + MCP server.

Code Review~84%
npm:@cynicalsally/cli · local package
testing_repoMCP serverMCP
by vinur1992
Unknown

An MCP server that created for demo

Testing~73%
no endpoint declared
UIAutomator2 MCP ServerMCP serverMCP
by tanbro
Unknown

Android mobile automation with uiautomator2. AI bot for taps, swipes, apps, XPath testing, RPA.

Testing
pypi:uiautomator2-mcp-server · local packagepublished 7 mo ago
ParselboxMCP serverMCP
by thesanjeetc
Unknown

Secure Python sandbox — MCP servers, APIs, shells and host functions as native Python objects.

Code Execution
pypi:parselbox · local packagepublished 12 d ago
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Aliases

code, coding, programming, software