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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.PrivacyTermsv0.1 · early network
Capabilities/ai

AI Services

Model access, evaluation and agent infrastructure.

3.0k records1846 liveRefine in search →
Model AccessEvaluation & BenchmarksPrompt ManagementAgent Discovery
pepeMCP serverMCP
by omarmhaimdat
Unknown

Load-test a URL, ping it by phase, ramp to find the capacity, compare runs: JSON reports, guardrails

Evaluation & BenchmarksAPI AccessTesting~66%
oci:ghcr.io/omarmhaimdat/pepe:0.41.0 · local packagepublished 10 d ago
KinocutMCP serverMCP
by KyaniteLabs
Unknown

Guardrailed video editing for AI agents: FFmpeg, captions, effects, Hyperframes, and receipts.

Writing & EditingVideo EditingSpeech RecognitionVideo Generation~68%Evaluation & Benchmarks~66%
pypi:kinocut · local packagepublished 9 d ago
BacklotMCP serverMCP
by brekkylab
Unknown

Local emulator for Slack, Gmail, Drive, GitHub, Jira, Notion, S3 and more, with per-document ACLs

Version ControlProject ManagementNotes & DocsTeam ChatEmail
pypi:backlot · local packagepublished 14 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~75%
pypi:ouroboros-ai · local packagepublished 12 d ago
diffctxMCP serverMCP
by nikolay-e
Unknown

Selects the minimum code an LLM needs to review a git diff

Code Review~100%Version Control~94%Filesystem~69%Agent Discovery~69%
pypi:diffctx · local packagepublished 15 d ago
mcp-partner-member-directory-extractorMCP serverMCP
by com.mambabuilt
Unknown

One company row per listing from partner directories and member lists, with domain and tier.

Filesystem~77%Agent Discovery~77%
npm:@mambalabsdev/mcp-partner-member-directory-extractor · local package
SQL Benchmarks LabMCP serverMCP
by rctruta
Unknown

Query pre-computed SQL engine benchmarks. Runs standalone, no server setup required.

DatabasesEvaluation & Benchmarks~100%
pypi:sqlbenchdag · local packagepublished 16 d ago
OpenRouter 工作台 LocalMCP serverMCP
by cyuanxv
Unknown

Local OpenRouter cost analytics, reports, experiments and routing presets over MCP stdio.

Model Access~100%
npm:@cyuanxv/openrouter-analytics-mcp · local package
SetuHQ transit searchMCP serverMCP
by ashfordeOU
Unknown

Search, vet and explain TESS transit candidates with provenance. Candidates, never confirmations.

Evaluation & Benchmarks
pypi:setuhq · local packagepublished 14 d ago
GenPark Prompt Drift Semantic FingerprintMCP serverMCP
by alphaparkinc
Unknown

Prompt template drift and structural fingerprint sentinel detecting unauthorized prompt mutations an

Prompt Management~87%
no endpoint declared
GenPark Jinja-Like Prompt Template RendererMCP serverMCP
by alphaparkinc
Unknown

Safe zero-dependency Jinja-like prompt template parser and renderer supporting for-loops, if-conditi

Prompt Management~100%
no endpoint declared
mcp-trace-inspectorMCP serverMCP
by abhishekash
Unknown

Read local agent-run JSONL traces through MCP for failures, approvals, and run comparisons.

Monitoring & ObservabilityEvaluation & Benchmarks~62%
pypi:agenthawk · local packagepublished 25 d ago
GroundLensMCP serverMCP
by groundlens-dev
Unknown

Guardrails for LLM answers: exact checks against sources, PASS/REVIEW/FAIL, signed records.

Vector SearchEvaluation & Benchmarks~62%
pypi:groundlens · local packagepublished 21 d ago
EvalGate Product MCPMCP serverMCP
by www.evalgate.com
Unknown

Authenticated, organization-scoped MCP tools for EvalGate quality evidence and planning.

Evaluation & Benchmarks~100%
no endpoint declared
EvalForge LiteMCP serverMCP
by thejaredchapman
Unknown

Compare text LLMs across OpenRouter, Bedrock, Vertex AI and Foundry with automated grading.

Model AccessEvaluation & Benchmarks
pypi:evalforge-lite · local packagepublished 22 d ago
Tesla Wrap Generator — Template UtilitiesMCP serverMCP
by stark-ydq
Unknown

Offline Tesla wrap template lookup and PNG dimension, filename and size checks.

Prompt Management~100%
no endpoint declared
SpanHoundMCP serverMCP
by abhishekash
Unknown

Capture local agent traces and inspect failures, approvals, and run comparisons.

Monitoring & ObservabilityEvaluation & Benchmarks~62%
pypi:spanhound · local packagepublished 22 d ago
Open Agent SearchMCP serverMCP
by jayanth-mkv
Unknown

Search the web, news, images, videos and books, and extract page content for AI agents.

Agent Discovery~100%
npm:open-agent-search · local packagepublished 25 d ago
submitby.ai project directoryMCP serverMCP
by submitby.ai
Unknown

No description declared by any source.

Filesystem~77%Agent Discovery~77%
no endpoint declared
mcp-builder-templatesMCP serverMCP
Unknown

A production-grade CLI tool for scaffolding MCP server projects with best practices

CI/CD & Deploy~100%Prompt Management~100%Version Control~78%
pypi:mcp-builder-templates · local packagepublished 11 mo ago
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Aliases

ai, llm, model