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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 records569 liveRefine in search →
Code GenerationCode ReviewSecurity ReviewTestingRefactoringCode DocumentationCode ExecutionDebugging
securityscanMCP serverMCP
by securityscan-api
Unknown

Security for AI agents: MCP audits, secret redaction, skill vetting, network scans, agent checkout.

Security Review~83%
pypi:securityscan-mcp · local packagepublished 9 d ago
rendercheckMCP serverMCP
by rogermsc
Unknown

Check generated audio, video and stills for defects. Returns a verdict, not more media.

TestingSpeech SynthesisEvaluation & BenchmarksVideo Editing
pypi:rendercheck · local packagepublished 1 mo ago
GAUNTLEXMCP serverMCP
by sanjoy1234
Unknown

Concurrent Builder + Breaker agents generate code and adversarial tests at once, gated in CI.

Code Generation~100%
pypi:gauntlex-ai · local packagepublished 2 mo ago
mcpforgeMCP serverMCP
by saagpatel
Unknown

Generate complete, tested FastMCP 3.x MCP servers from one plain-English sentence.

Code Generation~75%
pypi:fastmcp-builder · local packagepublished 2 mo ago
darwin-memoMCP serverMCP
by rogermsc
Unknown

Self-curating agent memory kept honest by survival-based selection over measured outcomes.

Agent MemoryCode Generation~75%
pypi:darwin-memo · local packagepublished 4 d ago
CUDA-Q DocsMCP serverMCP
by rogerawong
Unknown

CUDA-Q docs, API reference, and runnable examples for AI agents, pinned to your installed version.

Documentation Lookup~100%Code Documentation
pypi:cudaq-docs-mcp · local packagepublished 14 d ago
testingMCP serverMCP
by rog0x
Unknown

Test generation, mocks, coverage analysis for AI agents

Testing~100%
npm:@rog0x/mcp-testing-tools · local package
Llama AI MCPMCP serverMCP
by rocnubie
Unknown

Use Llama AI Chat to test Meta Llama 4 Maverick on code review, long PDFs, and screenshots.

Code Review~84%
no endpoint declared
Content RabbitAgentA2AMCP
by Content Rabbit
Unknown

AI-powered social media management. Create, schedule, and publish posts across Twitter/X, Instagram, LinkedIn, TikTok, Threads, Bluesky, Pinterest, Facebook, and more — over MCP or REST.

Social MediaTeam ChatCalendar & SchedulingCode Generation
https://contentrabbitai.com/api/v1/mcp
prufa-mcpMCP serverMCP
by prufa-dev
Unknown

The full Prufa QA agent over MCP: audits, flows, monitors, gremlin chaos, discovery.

TestingBrowser Automation
pypi:prufa-mcp · local packagepublished 2 mo ago
Prolog ReasonerMCP serverMCP
by rikarazome
Unknown

SWI-Prolog as a logic calculator for LLMs

Code ExecutionReasoning & Planning
pypi:prolog-reasoner · local packagepublished 4 mo ago
projectmemMCP serverMCP
by riponcm
Unknown

Coding agent memory — one local MCP server for every project. Warns before repeating failed fixes.

Code Generation~100%Agent Memory~100%
pypi:projectmem · local packagepublished 7 d ago
Multi-MCPMCP serverMCP
by religa
Unknown

Multi-model AI orchestration MCP server with code review, compare, and debate tools.

Code Review~100%Agent OrchestrationCode Generation~75%
pypi:multi-mcp · local packagepublished 9 mo ago
mockpostMCP serverMCP
by reiarseni
Unknown

Local multi-channel message emulator for E2E testing, with MCP tools for LLM agents.

TestingSMS & VoicePaymentsEmail
pypi:mockpost · local packagepublished 15 d ago
misataMCP serverMCP
by rasinmuhammed
Unknown

Multi-table synthetic data with FK integrity and exact declared aggregates. No real data.

DatabasesTesting
pypi:misata · local packagepublished 2 d ago
first-agentic-csaMCP serverMCP
by ramalamadingdong
Unknown

FRC documentation MCP server for WPILib, REV, CTRE, Redux, and PhotonVision.

Code Documentation
pypi:first-agentic-csa · local packagepublished 6 mo ago
DocPullMCP serverMCP
by raintree-technology
Unknown

Sync public web sources into cited context packs for AI agents, RAG, and MCP clients.

Vector SearchCode DocumentationDeep Web ResearchPackages & Dependencies~75%Data Extraction~71%
pypi:docpull · local packagepublished 3 d ago
biolitMCP serverMCP
by rachadele
Unknown

LLM-assisted biomedical literature screening and extraction for PubMed, GEO, and preprints.

Academic ResearchCode Review~64%
pypi:biolit · local packagepublished 20 d ago
cve-triageMCP serverMCP
by rezearcher
Unknown

x402 CVE triage MCP: EPSS + CISA KEV -> exploit priority, $0.01 per query.

Security Review~100%
https://x402-cve-triage.sigrunner.workers.dev/mcp
mcp-v8MCP serverMCP
by r33drichards
Unknown

Run JavaScript and TypeScript in sandboxed V8 isolates with policy-controlled host capabilities.

Code Execution
oci:docker.io/wholelottahoopla/mcp-js:0.20.1 · local package
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Aliases

code, coding, programming, software