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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
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 28 d ago
teamspendMCP serverMCP
by RudrenduPaul
Unknown

Compares AI coding tool spend before and after a migration via MCP tools.

Code Generation~75%Version Control~64%
pypi:teamspend-cli · local packagepublished 28 d ago
taskswarmMCP serverMCP
by RudrenduPaul
Unknown

Wraps the taskswarm CLI as a single generic MCP tool for multi-agent task coordination.

Agent OrchestrationNotificationsReporting & DashboardsCode Generation~75%
pypi:taskswarm-cli · local packagepublished 28 d ago
SpecLeftMCP serverMCP
by SpecLeft
Unknown

Python intent tracing MCP: map specs to pytest tests, monitor implementation progress, offline-only.

TestingCI/CD & Deploy
pypi:specleft · local packagepublished 6 mo 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 28 d ago
skillguardMCP serverMCP
by RudrenduPaul
Unknown

Security scanner for third-party AI agent-skill files (SKILL.md, hooks, scripts) via MCP.

Security ReviewSecurity Scanning~100%
pypi:skillguard-cli · local packagepublished 28 d ago
shimguardMCP serverMCP
by RudrenduPaul
Unknown

Wraps the ShimGuard CLI as a single generic MCP tool for agent-shim provenance checks.

Version ControlSecurity Review~75%Security Scanning~66%
pypi:shimguard-cli · local packagepublished 28 d ago
SAST MCP ServerMCP serverMCP
by Skyrxin
Unknown

11-scanner SAST/DAST MCP server with closed-loop remediation, SBOM/SARIF, and CI integrations

Security ReviewSecurity ScanningReporting & DashboardsIdentity & Access
pypi:sast-mcp-server · local packagepublished 3 mo ago
rosenticMCP serverMCP
by Rosentic
Unknown

Deterministic cross-branch conflict detection for AI coding agents

Code Generation~100%Code Review~100%CI/CD & DeployVersion ControlSecurity Review~75%
pypi:rosentic-mcp · local packagepublished 3 d ago
Qiskit Code Assistant MCP ServerMCP serverMCP
by Qiskit
Unknown

MCP server for the Qiskit Code Assistant intelligent code completion

Code DocumentationVector Search
pypi:qiskit-code-assistant-mcp-server · local packagepublished 5 mo ago
SAGE WrapperMCP serverMCP
by PsYcGoD
Unknown

Command wrapper MCP server for coding agents, compression, workflows, and local automation.

Terminal & ShellDebugging
npm:psycgod-sage · local packagepublished 1 mo ago
patchwork — Codebase Conventions for AI AgentsMCP serverMCP
by SaiNarayana-B
Unknown

Scan any codebase, generate CONVENTIONS.md, expose conventions as MCP tools for AI agents.

Security Review~75%
pypi:patchwork-conventions · local packagepublished 3 mo ago
Literature Review CouncilMCP serverMCP
by Ravicha2
Unknown

Multi-agent literature review: research, peer review, and synthesize grounded reports.

Code Review~100%
pypi:lit-review-council · local packagepublished 3 mo ago
evolveguardMCP serverMCP
by RudrenduPaul
Unknown

Wraps the evolveguard CLI as a single generic MCP tool for agent-skill file safety checks.

Security Review~75%Testing~66%CI/CD & Deploy~56%
pypi:evolveguard-cli · local packagepublished 28 d ago
DevTimeMCP serverMCP
by Shakargy
Unknown

Local-first, read-only MCP server for evidence-backed repository memory.

Version Control~100%Security Review~75%
pypi:devtime-ei · local packagepublished 3 d ago
continuityguardMCP serverMCP
by RudrenduPaul
Unknown

Wraps the ContinuityGuard CLI as a single generic MCP tool for video-clip continuity scans.

Video EditingVideo Generation~68%Testing~56%
pypi:continuityguard-cli · local packagepublished 28 d ago
BoltworkMCP serverMCP
by Squidboy30
Unknown

AI services via Bitcoin Lightning — PDF summarisation, code review, translation and more.

Markets & TradingCode Review~84%
pypi:boltwork-mcp · local packagepublished 4 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 28 d ago
agent-observabilityMCP serverMCP
by RudrenduPaul
Unknown

AI agent observability with deterministic record/replay for debugging agent failures.

DebuggingMonitoring & Observability
pypi:agent-observability-trace-cli · local packagepublished 29 d ago
agentic-ledgerMCP serverMCP
by ShekharBhardwaj
Unknown

Local-first flight recorder for AI agents: sessions, costs, loop runs, and stuck-loop flags.

Monitoring & ObservabilityDebuggingAccounting~71%
pypi:agentic-ledger · local packagepublished 9 d ago
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code, coding, programming, software