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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/ai

AI Services

Model access, evaluation and agent infrastructure.

1.2k records398 liveRefine in search →
Model AccessEvaluation & BenchmarksPrompt ManagementAgent Discovery
dotnet-template-mcpMCP serverMCP
by YuliiaKovalova
Unknown

MCP server for dotnet new: discover, inspect, preview and create .NET projects from templates.

Prompt Management~100%
no endpoint declared
ememAgentA2A
by Vortx AI Private Limited
Unknown

emem is shared memory for AI agents working together in the real world. One agent writes down what it observed. Another agent reads the same bytes, not a summary of them. Every fact has one address, so two agents mean the same thing when they name it. Every fact is signed, so you can check it witho…

Vector Search~100%Filesystem~100%E-commerce Operations~100%Agent Memory~100%Knowledge Graphs~100%
https://emem.dev/a2a/tasks
Research Repo DoctorMCP serverMCP
by Tom409114
Unknown

Deterministic Artifact Evaluation preflight and run-path grader for research repositories.

Evaluation & Benchmarks~100%Version Control~64%
pypi:rrdoctor · local packagepublished 2 mo ago
humane-proxyMCP serverMCP
by Vishisht16
Unknown

AI safety middleware — detects self-harm and criminal intent in LLM prompts.

Prompt Management~79%
pypi:humane-proxy · local packagepublished 2 mo ago
Profile Setting DirectoryMCP serverMCP
by Wxt-ai
Unknown

Choose a profile setting key

Filesystem~77%Agent Discovery~77%
https://openings-vote-drilling-initially.trycloudflare.com/mcp/profile-setting-directory
Approval Group DirectoryMCP serverMCP
by Wxt-ai
Unknown

Select a reviewer group

Filesystem~77%Agent Discovery~77%
https://openings-vote-drilling-initially.trycloudflare.com/mcp/approval-group-directory
Bench Agent DiscoveryMCP serverMCP
by VirajMishra1
Unknown

Discover public AI agents, reusable recipes, and trusted benchmark evidence by task.

Agent Discovery~83%
https://bench.virajmishratakehome.workers.dev/mcp
aishelf-mcp-serverMCP serverMCP
by Vedant2254
Unknown

MCP server for AIShelf - allows AI model to choose workflows, rules, skills, and prompts for a task

Prompt Management~79%
npm:@aishelf/mcp-server · local package
AlexandriaMCP serverMCP
by The-40-Thieves
Unknown

Search, read, and cite across 152 libraries: 11 tools, 3 prompts, and a full-text resource.

Prompt Management~79%
npm:@the-40-thieves/alexandria-mcp · local package
KawalAgentA2A
by Kawal
Unknown

Evidence about ERC-8004 agents on BNB Smart Chain, gathered by calling them. Kawal dials a declared endpoint and reports whether it answered, asks an agent that claims x402 whether it really charges, and reads who wrote its feedback. Nothing here repeats a registry claim without saying so. The same…

Reporting & Dashboards~89%Payments~88%Agent Discovery~57%
https://kawal-three.vercel.app/api/a2a
tokentrustMCP serverMCP
by RudrenduPaul
Unknown

Verifies token/cost savings claimed by AI context-reduction proxies via MCP tools.

Evaluation & BenchmarksCode Generation~75%Testing~66%
pypi:tokentrust-cli · local packagepublished 27 d ago
slop-evalMCP serverMCP
by RudrenduPaul
Unknown

Wraps the slop-eval CLI as a single generic MCP tool for genericness scoring of AI UI output.

Evaluation & Benchmarks~100%3D & DesignCI/CD & DeployCode Review~64%
pypi:slop-eval-cli · local packagepublished 27 d ago
OuroborosMCP serverMCP
by Q00
Unknown

Pins an acceptance spec; the verify command and expected output never enter the success contract.

Code Generation~75%Prompt Management~64%
pypi:ouroboros-ai · local packagepublished 6 d ago
memtrustMCP serverMCP
by RudrenduPaul
Unknown

Independent, reproducible benchmark harness for agent-memory backends.

Agent MemoryEvaluation & Benchmarks
pypi:memtrust-cli · local packagepublished 27 d ago
inferbenchMCP serverMCP
by RudrenduPaul
Unknown

Benchmarks local LLM inference speed (tokens/sec) on your own hardware via MCP tools.

Evaluation & Benchmarks
pypi:inferbench-cli · local packagepublished 27 d ago
freelancer-payment-protectionMCP serverMCP
by RudrenduPaul
Unknown

Wraps the fpp CLI as a single generic MCP tool for freelancer client payment-risk checks.

Payments~100%DatabasesInvoice Processing~66%Evaluation & Benchmarks~66%
pypi:freelancer-payment-protection-cli · local packagepublished 27 d ago
ChimeraForgeMCP serverMCP
by Sahil170595
Unknown

Local-first LLM deployment planner: GPU/VRAM sizing, cost and latency, with provenance

CI/CD & DeployEvaluation & BenchmarksReasoning & Planning~68%
pypi:chimeraforge · local packagepublished 2 d ago
aiogram-mcpMCP serverMCP
by Py2755
Unknown

MCP server for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts, event streaming

SMS & VoicePrompt Management~79%
pypi:aiogram-mcp · local packagepublished 6 mo ago
agent-evalMCP serverMCP
by RudrenduPaul
Unknown

Statistical regression testing for LLM agents: p-value, effect size, and CI on behavior change.

TestingCI/CD & DeployEvaluation & Benchmarks
pypi:agent-regress-cli · local packagepublished 27 d ago
getpromptsMCP serverMCP
by Sidsaladi9
Unknown

Search 1,000+ battle-tested AI prompts from getprompts.org into Claude Code, Cursor, ChatGPT.

Prompt Management~79%
npm:getprompts-mcp · local package
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Machine query
GET /api/v1/search?capability=ai&status=live
Aliases

ai, llm, model