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Search MCP servers and agent skills by name, description, category or topic — 32 results.

Agent Skill Active

NVIDIA/Megatron-Bridge/perf-cuda-graphs

Validate and use CUDA graph capture in Megatron Bridge, including local full-iteration graphs and Transformer Engine scoped graphs for attention, MLP, and MoE modules.

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/TensorRT-LLM/perf-torch-cuda-graphs

Apply CUDA Graphs to PyTorch workloads — API selection (torch.compile, PyTorch make_graphed_callables, TE make_graphed_callables, MCore CudaGraphManager, FullCudaGraphWrapper, m...

2.8k Python Updated today Score 84
Agent Skill Active

Lum1104/understand-anything

Interactive codebase knowledge graphs via multi-agent LLM analysis

77.1k TypeScript Updated 3d ago Score 90
Agent Skill Active

NVIDIA/TensorRT-LLM/ad-conf-check

Check whether AutoDeploy YAML configs were actually applied by analyzing server logs and optionally graph dumps (AD_DUMP_GRAPHS_DIR).

2.8k Python Updated today Score 84
Agent Skill Active

NVIDIA/TensorRT-LLM/ad-graph-dump

Enable and interpret TensorRT-LLM AutoDeploy FX graph text dumps via AD_DUMP_GRAPHS_DIR.

2.8k Python Updated today Score 84
MCP Server Active

Mibayy/token-savior

Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.

1.1k Python Updated yesterday Score 75
MCP Server Active

varun29ankuS/shodh-memory

Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.

238 Rust Updated yesterday Score 74
MCP Server Active

fabio-rovai/open-ontologies

AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.

222 Rust Updated 5d ago Score 73
MCP Server Active

SimplyLiz/CodeMCP

Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.

108 Go Updated 4d ago Score 70
MCP Server Active

nikolai-vysotskyi/trace-mcp

Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics — routes, ORM relations, component rendering, DI trees — for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory.

95 TypeScript Updated today Score 70
MCP Server Active

PhpCodeArcheology/PhpCodeArcheology

PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer.

86 PHP Updated today Score 69
MCP Server Active

FROWNINGdev/django-orm-lens

Django ORM static-analysis MCP server. Nine read-only tools (`list_apps`, `list_models`, `describe_model`, `find_relations`, `cascade_preview`, `er_diagram`, `describe_migration_dependency`, `suggest_indexes`, `signal_graph`) that expose Django schema, relationships (FK/M2M/O2O, on_delete, related_name), migration deps, missing indexes, and signal graphs — no DB, no Django boot, no credentials. Co

48 Python Updated today Score 67
MCP Server Active

MarcelRoozekrans/roslyn-codelens-mcp

Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.

39 C# Updated today Score 66
MCP Server Active

contextstream/mcp-server

Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, and decision tracking. 90.0% on LongMemEval-S. Works across Cursor, Claude Code, Windsurf, and any MCP client. `npx -y @contextstream/mcp-server`

39 TypeScript Updated 16d ago Score 66
Agent Skill Active

apollographql/apollo-connectors

Integrate REST APIs into GraphQL supergraphs using Apollo Connectors

101 Shell Updated 3d ago Score 65
MCP Server Active

SaravananJaichandar/world-model-mcp

Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`.

21 Python Updated 2d ago Score 63
MCP Server Active

marzukia/charted

Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via `uvx --from charted[mcp] charted-mcp`.

11 Python Updated 20d ago Score 61
MCP Server Maintained

ZengLiangYi/ChatCrystal

Local-first AI PKM memory server for coding conversations. Imports Claude Code, Cursor, Codex CLI, Trae, and GitHub Copilot chats into notes, semantic search, tag graphs, Markdown exports, and reusable MCP memory. `npx -y chatcrystal mcp`

51 TypeScript Updated 1mo ago Score 60
MCP Server Maintained

Disentinel/grafema

Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. `npm install -g grafema`

36 Rust Updated 1mo ago Score 59
MCP Server Active

Zhonghao1995/Agentic-MIKE-Plus

MCP server (10 tools) for a headless, natural-language DHI MIKE+ urban-water modelling workflow: model inspection, parameter read/edit, headless simulation runs with parsed QA status, `.res1d` results reading, and plotting (hydrographs, time series, network maps). Read/plot is license-free; run/edit need Windows + a MIKE+ 2026 license. Works with Claude Code, Codex, OpenClaw, and Hermes.

5 Python Updated 26d ago Score 58
MCP Server Active

turbyho/fw-context-mcp

Build-aware code intelligence for embedded C/C++ firmware. Indexes your project from compile_commands.json via libclang into SQLite+FTS5. 31 MCP tools for symbol search, call graphs, hotspot analysis, dead code detection, and vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS.

6 Python Updated today Score 53
MCP Server Active

liftkkkk/owl-mcp

MCP server for OWL/TTL/RDF ontologies. Supports SPARQL queries, HermiT/Pellet reasoning, and CRUD operations on knowledge graphs. Works with Claude Desktop, Cursor, and Windsurf.

1 Python Updated 21d ago Score 53
MCP Server Stale

MikeRecognex/mcp-codebase-index

Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.

61 Python Updated 5mo ago Score 51
MCP Server Maintained

woladi/macos-vision-mcp

Local OCR and image analysis via Apple Vision Framework. Wraps macOS's native Vision API to expose OCR for images and PDFs (with reading-order paragraphs, bounding boxes, line/paragraph IDs, and confidence), face / barcode / QR / document-corner detection, and image classification — all as MCP tools any client (Claude Code, Claude Desktop, Cursor, Codex CLI) can call. ~97% token savings vs sending

6 JavaScript Updated 1mo ago Score 51
MCP Server Active

Eltortilla1/synapse-code-mcp

Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.

3 TypeScript Updated 5d ago Score 51
MCP Server Stale

srclight/srclight

Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.

52 Python Updated 3mo ago Score 50
MCP Server Maintained

nk3750/jitapi

Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.

7 Python Updated 1mo ago Score 47
MCP Server Stale

rushikeshmore/CodeCortex

Persistent codebase knowledge layer for AI coding agents. Pre-digests codebases into structured knowledge (symbols, dependency graphs, co-change patterns, architectural decisions) via tree-sitter native parsing (28 languages) and serves via MCP. 14 tools, ~85% token reduction. Works with Claude Code, Cursor, Codex, and any MCP client.

7 TypeScript Updated 3mo ago Score 42
MCP Server Stale

penfieldlabs/penfield-mcp

Penfield: persistent memory with hybrid search (BM25 + vector + graph), 24 relationship types for knowledge graphs, context checkpoints for cognitive handoff, artifact storage, and personality system. Works across Claude, Cursor, Windsurf, and any MCP client.

6 Dockerfile Updated 3mo ago Score 41
MCP Server Stale

LadislavSopko/mcp-ai-server-visual-studio

MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.

42 HTML Updated 4mo ago Score 34
MCP Server Inactive

r-huijts/oorlogsbronnen-mcp

Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)

15 TypeScript Updated 1y ago Score 32
MCP Server Stale

vdmeu/registrum-mcp

UK Companies House data via the Registrum API — search companies, get enriched profiles, structured financials parsed from iXBRL filings, director history, and corporate network graphs.

1 TypeScript Updated 4mo ago Score 21