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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
GraqleMCP serverMCP
by com.graqle
Unknown

Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning.

Knowledge GraphsReasoning & PlanningRefactoringAgent OrchestrationSecurity Review~75%
pypi:graqle · local packagepublished 1 mo ago
Pine Labs SDK API Documentation MCP ServerMCP serverMCP
by prakhargour10
Unknown

List and fetch official Pine Labs SDK API documentation via MCP tools.

Code Documentation~100%
oci:docker.io/prakhargour/utility-mcp-server:1.0.3 · local package
universal-test-frameworkMCP serverMCP
by phoenice-labs
Unknown

Polyglot MCP test generation with 8-section contract enforcement across Python, TS, Java, Go, C++.

Testing
pypi:universal-test-framework · local packagepublished 5 mo ago
versoMCP serverMCP
by nvlang
Unknown

MCP server to read Verso-generated documentation sites (e.g., the Lean Language Reference).

Code Documentation
pypi:verso-mcp · local packagepublished 4 mo ago
Serena MCP: the IDE for your agentMCP serverMCP
by oraios
Unknown

A powerful toolkit for coding, providing semantic retrieval and editing capabilities.

Code Generation~75%
pypi:serena-agent · local packagepublished 1 mo ago
safe-fix-mcpMCP serverMCP
by pamela-0
Unknown

Finds real dead code and proposes a safe, test-gated branch+PR to remove it.

Security Review~75%
pypi:safe-fix-mcp · local packagepublished 18 d ago
NIRA REPL MCPMCP serverMCP
by pachote
Unknown

Secure code execution sandbox for Claude — run Python, JavaScript, and shell commands

Code ExecutionTerminal & Shell~84%
pypi:nira-repl · local packagepublished 3 mo ago
golden-dataset-mcpMCP serverMCP
by nipunkhanderia
Unknown

Version-controlled golden datasets and RAG evaluation, no API key needed.

Evaluation & BenchmarksVector SearchTesting~66%
pypi:golden-dataset-mcp · local packagepublished 3 mo 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%Prompt Management~64%
pypi:diffctx · local packagepublished 20 d ago
mcp-console-automationMCP serverMCP
by ooples
Unknown

MCP server for AI-driven console application automation and monitoring

Code Generation~75%
npm:mcp-console-automation · local package
MCP Debug RecorderMCP serverMCP
by oaslananka
Unknown

Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage.

Debugging~100%
npm:mcp-debug-recorder · local package
GitLab Documentation MCP ServerMCP serverMCP
by nunolima
Unknown

Searchable access to GitLab documentation from multiple repositories with full-text search.

Code Documentation~100%Version Control~100%
oci:docker.io/nunolima/gitlab-docs-mcp:18.7 · local package
VulnFeedMCP serverMCP
by infai-tech
Unknown

Dependency vulnerability scanner with EPSS scoring. 9 MCP tools. Free tier + x402.

Security ReviewPaymentsSecurity Scanning~100%
pypi:vulnfeed-mcp · local packagepublished 2 mo ago
Documentation ExtractorMCP serverMCP
by nirholas
Unknown

Extract llms.txt from any docs site - Mintlify Docusaurus GitBook parser

Code Documentation~83%
no endpoint declared
terminal-mcpMCP serverMCP
by mkpvishnu
Unknown

MCP server for interactive terminal sessions — SSH, REPLs, database CLIs, TUI apps

Terminal & ShellCode Execution
pypi:terminal-mcp · local packagepublished 22 d ago
sonarqube-mcpMCP serverMCP
by mshegolev
Unknown

SonarQube MCP — projects, metrics, quality gate, issues, worst-metric ranking.

Security Review~75%
pypi:sonarqube-mcp · local packagepublished 29 d ago
rigor-mcpMCP serverMCP
by mrnh
Unknown

Verified statistical inference for AI agents: hypothesis tests, correlation, effect sizes, power.

Testing~66%
pypi:rigor-mcp · local packagepublished 20 d ago
redconMCP serverMCP
by natiixnt
Unknown

Deterministic context packing for AI coding agents; measured 83% fewer input tokens, local.

Code Generation~100%
pypi:redcon · local packagepublished 25 d ago
OpenOCD DebuggerMCP serverMCP
by microhenrio
Unknown

Debug microcontrollers via OpenOCD: flash, breakpoints, memory, registers and variables.

Debugging
pypi:openocd-mcp · local packagepublished 2 mo ago
jobdMCP serverMCP
by musharna
Unknown

Self-hostable GPU-aware job broker: submit, route by VRAM, babysit jobs across machines via MCP.

Scheduling & CronCode Execution
pypi:jobd · local packagepublished 5 d ago
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code, coding, programming, software