forloopcodes/contextplusPublic

Semantic Intelligence for Large-Scale Engineering. Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.

AI summary: Advanced context management tool for LLMs, optimizing token usage and relevance.

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TypeScriptMITCreated Feb 27, 2026Last push 25d ago+3 stars this week+5 this month

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since Apr 26, 2026
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2K stars as of Aug 7, 2026, tracked back to Apr 26, 2026. Historical curve reconstructed from public GitHub event archives, calibrated to the current total.

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derived from tracked data
  • Permissive license

    MIT

What contextplus does

Contextplus intelligently manages the context window for large language models. It uses chunking, embedding, and retrieval techniques to ensure only the most relevant information is sent to the API, saving tokens and improving response quality. The tool dynamicly prunes and summarizes older context while retaining crucial facts. It helps developers build complex LLM applications without hitting context limits.

AI developers building applications that require extensive context or memory. Familiarity with embeddings and LLM APIs is required.

  • Dynamic Pruning: Automatically removes irrelevant or redundant information from the context window.
  • Semantic Retrieval: Uses embeddings to fetch the most pertinent historical context for the current query.
  • Token Optimization: Minimizes token usage to reduce API costs and improve response latency.
  • Fact Retention: Identifies and preserves critical facts even as context is compressed.
  • Framework Agnostic: Integrates easily with various LLM providers and application frameworks.

Where teams use it

Long-running Chats

Maintaining coherent conversations with chatbots over extended periods without losing context.

Document QA

Efficiently querying massive documents by only providing relevant chunks to the LLM.

Cost Reduction

Significantly lowering LLM API bills by optimizing the tokens sent per request.

Agent Memory

Providing long-term, organized memory for autonomous AI agents.

Getting started: npm install @forloopcodes/contextplus

README

main branch

Context+

Semantic Intelligence for Large-Scale Engineering.

Context+ is an MCP server designed for developers who demand 99% accuracy. By combining RAG, Tree-sitter AST, Spectral Clustering, and Obsidian-style linking, Context+ turns a massive codebase into a searchable, hierarchical feature graph.

Video.Project.5.mp4

Tools

Discovery

Tool Description
get_context_tree Structural AST tree of a project with file headers and symbol ranges (line numbers for functions/classes/methods). Dynamic pruning shrinks output automatically.
get_file_skeleton Function signatures, class methods, and type definitions with line ranges, without reading full bodies. Shows the API surface.
semantic_code_search Search by meaning, not exact text. Uses embeddings over file headers/symbols and returns matched symbol definition lines.
semantic_identifier_search Identifier-level semantic retrieval for functions/classes/variables with ranked call sites and line numbers.
semantic_navigate Browse codebase by meaning using spectral clustering. Groups semantically related files into labeled clusters.

Analysis

Tool Description
get_blast_radius Trace every file and line where a symbol is imported or used. Prevents orphaned references.
run_static_analysis Run native linters and compilers to find unused variables, dead code, and type errors. Supports TypeScript, Python, Rust, Go.

Code Ops

Tool Description
propose_commit The only way to write code. Validates against strict rules before saving. Creates a shadow restore point before writing.
get_feature_hub Obsidian-style feature hub navigator. Hubs are .md files with [[wikilinks]] that map features to code files.

Version Control

Tool Description
list_restore_points List all shadow restore points created by propose_commit. Each captures file state before AI changes.
undo_change Restore files to their state before a specific AI change. Uses shadow restore points. Does not affect git.

Memory & RAG

Tool Description
upsert_memory_node Create or update a memory node (concept, file, symbol, note) with auto-generated embeddings.
create_relation Create typed edges between nodes (relates_to, depends_on, implements, references, similar_to, contains).
search_memory_graph Semantic search with graph traversal — finds direct matches then walks 1st/2nd-degree neighbors.
prune_stale_links Remove decayed edges (e^(-λt) below threshold) and orphan nodes with low access counts.
add_interlinked_context Bulk-add nodes with auto-similarity linking (cosine ≥ 0.72 creates edges automatically).
retrieve_with_traversal Start from a node and walk outward — returns all reachable neighbors scored by decay and depth.

Complementary server: pmll-memory-mcp (npx pmll-memory-mcp) is a separate MCP server by @drQedwards that adapts Context+'s long-term memory graph and adds short-term KV context memory, Q-promise deduplication, and a solution engine on top. See drQedwards/PPM for details.

Setup

Quick Start (npx / bunx)

No installation needed. Add Context+ to your IDE MCP config.

For Claude Code, Cursor, and Windsurf, use mcpServers:

{
  "mcpServers": {
    "contextplus": {
      "command": "bunx",
      "args": ["contextplus"],
      "env": {
        "OLLAMA_EMBED_MODEL": "nomic-embed-text",
        "OLLAMA_CHAT_MODEL": "gemma2:27b",
        "OLLAMA_API_KEY": "YOUR_OLLAMA_API_KEY"
      }
    }
  }
}

For VS Code (.vscode/mcp.json), use servers and inputs:

{
  "servers": {
    "contextplus": {
      "type": "stdio",
      "command": "bunx",
      "args": ["contextplus"],
      "env": {
        "OLLAMA_EMBED_MODEL": "nomic-embed-text",
        "OLLAMA_CHAT_MODEL": "gemma2:27b",
        "OLLAMA_API_KEY": "YOUR_OLLAMA_API_KEY"
      }
    }
  },
  "inputs": []
}

If you prefer npx, use:

  • "command": "npx"
  • "args": ["-y", "contextplus"]

Or generate the MCP config file directly in your current directory:

npx -y contextplus init claude
bunx contextplus init cursor
npx -y contextplus init opencode

Supported coding agent names: claude, cursor, vscode, windsurf, opencode.

Config file locations:

IDE Config File
Claude Code .mcp.json
Cursor .cursor/mcp.json
VS Code .vscode/mcp.json
Windsurf .windsurf/mcp.json
OpenCode opencode.json

CLI Subcommands

  • init [target] - Generate MCP configuration (targets: claude, cursor, vscode, windsurf, opencode).
  • skeleton [path] or tree [path] - (New) View the structural tree of a project with file headers and symbol definitions directly in your terminal.
  • [path] - Start the MCP server (stdio) for the specified path (defaults to current directory).

Including paths excluded by the workspace .gitignore

If your workspace .gitignore excludes a sub-directory that you still want indexed (common in monorepos where sub-projects under repos/, packages/, or vendor/ are gitignored at the top level), use --include or CONTEXTPLUS_EXTRA_ROOTS to add the paths back.

CLI form (repeatable):

bunx contextplus /path/to/workspace \
  --include repos/lacuna \
  --include repos/graphrag-core

Environment variable (fallback when no --include flag is set; uses the system path separator — : on Unix, ; on Windows):

CONTEXTPLUS_EXTRA_ROOTS=repos/lacuna:repos/graphrag-core \
  bunx contextplus /path/to/workspace

In .mcp.json the env form is usually more ergonomic:

{
  "mcpServers": {
    "contextplus": {
      "command": "bunx",
      "args": ["contextplus", "/path/to/workspace"],
      "env": {
        "CONTEXTPLUS_EXTRA_ROOTS": "repos/lacuna:repos/graphrag-core"
      }
    }
  }
}

Each path listed is walked independently of the workspace root, with a fresh ignore scope. Each path's own .gitignore is respected. Paths are validated at startup; invalid entries (non-existent, not a directory, outside the workspace) emit a stderr warning and are skipped.

Nested .gitignore files inside the workspace and inside each extra root are loaded and merged with inherited rules, matching git and ripgrep behavior.

From Source

npm install
npm run build

Embedding Providers

Context+ supports two embedding backends controlled by CONTEXTPLUS_EMBED_PROVIDER:

Provider Value Requires Best For
Ollama (default) ollama Local Ollama server Free, offline, private
OpenAI-compatible openai API key Gemini (free tier), OpenAI, Groq, vLLM

Ollama (Default)

No extra configuration needed. Just run Ollama with an embedding model:

ollama pull nomic-embed-text
ollama serve

Google Gemini (Free Tier)

Full Claude Code .mcp.json example:

{
  "mcpServers": {
    "contextplus": {
      "command": "npx",
      "args": ["-y", "contextplus"],
      "env": {
        "CONTEXTPLUS_EMBED_PROVIDER": "openai",
        "CONTEXTPLUS_OPENAI_API_KEY": "YOUR_GEMINI_API_KEY",
        "CONTEXTPLUS_OPENAI_BASE_URL": "https://generativelanguage.googleapis.com/v1beta/openai",
        "CONTEXTPLUS_OPENAI_EMBED_MODEL": "text-embedding-004"
      }
    }
  }
}

Get a free API key at Google AI Studio.

OpenAI

{
  "mcpServers": {
    "contextplus": {
      "command": "npx",
      "args": ["-y", "contextplus"],
      "env": {
        "CONTEXTPLUS_EMBED_PROVIDER": "openai",
        "OPENAI_API_KEY": "sk-...",
        "OPENAI_EMBED_MODEL": "text-embedding-3-small"
      }
    }
  }
}

Other OpenAI-compatible APIs (Groq, vLLM, LiteLLM)

Any endpoint implementing the OpenAI Embeddings API works:

{
  "mcpServers": {
    "contextplus": {
      "command": "npx",
      "args": ["-y", "contextplus"],
      "env": {
        "CONTEXTPLUS_EMBED_PROVIDER": "openai",
        "CONTEXTPLUS_OPENAI_API_KEY": "YOUR_KEY",
        "CONTEXTPLUS_OPENAI_BASE_URL": "https://your-proxy.example.com/v1",
        "CONTEXTPLUS_OPENAI_EMBED_MODEL": "your-model-name"
      }
    }
  }
}

Note: The semantic_navigate tool also uses a chat model for cluster labeling. When using the openai provider, set CONTEXTPLUS_OPENAI_CHAT_MODEL (default: gpt-4o-mini).

For VS Code, Cursor, or OpenCode, use the same env block inside your IDE's MCP config format (see Config file locations table above).

Architecture

Three layers built with TypeScript over stdio using the Model Context Protocol SDK:

Core (src/core/) - Multi-language AST parsing (tree-sitter, 43 extensions), gitignore-aware traversal, Ollama vector embeddings with disk cache, wikilink hub graph, in-memory property graph with decay scoring.

Tools (src/tools/) - 17 MCP tools exposing structural, semantic, operational, and memory graph capabilities.

Git (src/git/) - Shadow restore point system for undo without touching git history.

Runtime Cache (.mcp_data/) - created on server startup; stores reusable file, identifier, and call-site embeddings to avoid repeated GPU/CPU embedding work. A realtime tracker refreshes changed files/functions incrementally.

Config

Variable Type Default Description
CONTEXTPLUS_EMBED_PROVIDER string ollama Embedding backend: ollama or openai
OLLAMA_EMBED_MODEL string nomic-embed-text Ollama embedding model
OLLAMA_API_KEY string - Ollama Cloud API key
OLLAMA_CHAT_MODEL string llama3.2 Ollama chat model for cluster labeling
CONTEXTPLUS_OPENAI_API_KEY string - API key for OpenAI-compatible provider (alias: OPENAI_API_KEY)
CONTEXTPLUS_OPENAI_BASE_URL string https://api.openai.com/v1 OpenAI-compatible endpoint URL (alias: OPENAI_BASE_URL)
CONTEXTPLUS_OPENAI_EMBED_MODEL string text-embedding-3-small OpenAI-compatible embedding model (alias: OPENAI_EMBED_MODEL)
CONTEXTPLUS_OPENAI_CHAT_MODEL string gpt-4o-mini OpenAI-compatible chat model for labeling (alias: OPENAI_CHAT_MODEL)
CONTEXTPLUS_EMBED_BATCH_SIZE string (parsed as number) 8 Embedding batch size per GPU call, clamped to 5-10
CONTEXTPLUS_EMBED_CHUNK_CHARS string (parsed as number) 2000 Per-chunk chars before merge, clamped to 256-8000
CONTEXTPLUS_MAX_EMBED_FILE_SIZE string (parsed as number) 51200 Skip non-code text files larger than this many bytes
CONTEXTPLUS_EMBED_NUM_GPU string (parsed as number) - Optional Ollama embed runtime num_gpu override
CONTEXTPLUS_EMBED_MAIN_GPU string (parsed as number) - Optional Ollama embed runtime main_gpu override
CONTEXTPLUS_EMBED_NUM_THREAD string (parsed as number) - Optional Ollama embed runtime num_thread override
CONTEXTPLUS_EMBED_NUM_BATCH string (parsed as number) - Optional Ollama embed runtime num_batch override
CONTEXTPLUS_EMBED_NUM_CTX string (parsed as number) - Optional Ollama embed runtime num_ctx override
CONTEXTPLUS_EMBED_LOW_VRAM string (parsed as boolean) - Optional Ollama embed runtime low_vram override
CONTEXTPLUS_EMBED_TRACKER string (parsed as boolean) true Enable realtime embedding refresh on file changes
CONTEXTPLUS_EMBED_TRACKER_MAX_FILES string (parsed as number) 8 Max changed files processed per tracker tick, clamped to 5-10
CONTEXTPLUS_EMBED_TRACKER_DEBOUNCE_MS string (parsed as number) 700 Debounce window before tracker refresh

Test

npm test
npm run test:demo
npm run test:all
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When work happens

weekday and hour
SunMonTueWedThuFriSat036912151821Sun 0:00 — 0 commitsSun 1:00 — 1 commitsSun 2:00 — 0 commitsSun 3:00 — 0 commitsSun 4:00 — 0 commitsSun 5:00 — 0 commitsSun 6:00 — 0 commitsSun 7:00 — 0 commitsSun 8:00 — 0 commitsSun 9:00 — 0 commitsSun 10:00 — 0 commitsSun 11:00 — 0 commitsSun 12:00 — 0 commitsSun 13:00 — 2 commitsSun 14:00 — 2 commitsSun 15:00 — 0 commitsSun 16:00 — 0 commitsSun 17:00 — 0 commitsSun 18:00 — 0 commitsSun 19:00 — 0 commitsSun 20:00 — 0 commitsSun 21:00 — 0 commitsSun 22:00 — 0 commitsSun 23:00 — 0 commitsMon 0:00 — 0 commitsMon 1:00 — 0 commitsMon 2:00 — 0 commitsMon 3:00 — 0 commitsMon 4:00 — 0 commitsMon 5:00 — 0 commitsMon 6:00 — 0 commitsMon 7:00 — 1 commitsMon 8:00 — 0 commitsMon 9:00 — 0 commitsMon 10:00 — 0 commitsMon 11:00 — 1 commitsMon 12:00 — 0 commitsMon 13:00 — 1 commitsMon 14:00 — 0 commitsMon 15:00 — 1 commitsMon 16:00 — 0 commitsMon 17:00 — 3 commitsMon 18:00 — 4 commitsMon 19:00 — 0 commitsMon 20:00 — 0 commitsMon 21:00 — 1 commitsMon 22:00 — 1 commitsMon 23:00 — 0 commitsTue 0:00 — 2 commitsTue 1:00 — 0 commitsTue 2:00 — 0 commitsTue 3:00 — 0 commitsTue 4:00 — 0 commitsTue 5:00 — 0 commitsTue 6:00 — 1 commitsTue 7:00 — 1 commitsTue 8:00 — 0 commitsTue 9:00 — 0 commitsTue 10:00 — 0 commitsTue 11:00 — 0 commitsTue 12:00 — 0 commitsTue 13:00 — 0 commitsTue 14:00 — 0 commitsTue 15:00 — 0 commitsTue 16:00 — 0 commitsTue 17:00 — 0 commitsTue 18:00 — 0 commitsTue 19:00 — 0 commitsTue 20:00 — 0 commitsTue 21:00 — 0 commitsTue 22:00 — 0 commitsTue 23:00 — 3 commitsWed 0:00 — 0 commitsWed 1:00 — 0 commitsWed 2:00 — 3 commitsWed 3:00 — 1 commitsWed 4:00 — 1 commitsWed 5:00 — 0 commitsWed 6:00 — 0 commitsWed 7:00 — 0 commitsWed 8:00 — 0 commitsWed 9:00 — 0 commitsWed 10:00 — 0 commitsWed 11:00 — 0 commitsWed 12:00 — 0 commitsWed 13:00 — 0 commitsWed 14:00 — 1 commitsWed 15:00 — 0 commitsWed 16:00 — 0 commitsWed 17:00 — 0 commitsWed 18:00 — 0 commitsWed 19:00 — 0 commitsWed 20:00 — 0 commitsWed 21:00 — 0 commitsWed 22:00 — 0 commitsWed 23:00 — 0 commitsThu 0:00 — 0 commitsThu 1:00 — 0 commitsThu 2:00 — 0 commitsThu 3:00 — 0 commitsThu 4:00 — 0 commitsThu 5:00 — 0 commitsThu 6:00 — 0 commitsThu 7:00 — 0 commitsThu 8:00 — 0 commitsThu 9:00 — 0 commitsThu 10:00 — 0 commitsThu 11:00 — 0 commitsThu 12:00 — 0 commitsThu 13:00 — 0 commitsThu 14:00 — 0 commitsThu 15:00 — 0 commitsThu 16:00 — 0 commitsThu 17:00 — 0 commitsThu 18:00 — 3 commitsThu 19:00 — 0 commitsThu 20:00 — 1 commitsThu 21:00 — 0 commitsThu 22:00 — 0 commitsThu 23:00 — 0 commitsFri 0:00 — 1 commitsFri 1:00 — 0 commitsFri 2:00 — 0 commitsFri 3:00 — 0 commitsFri 4:00 — 0 commitsFri 5:00 — 0 commitsFri 6:00 — 0 commitsFri 7:00 — 0 commitsFri 8:00 — 0 commitsFri 9:00 — 0 commitsFri 10:00 — 0 commitsFri 11:00 — 0 commitsFri 12:00 — 1 commitsFri 13:00 — 0 commitsFri 14:00 — 0 commitsFri 15:00 — 2 commitsFri 16:00 — 1 commitsFri 17:00 — 3 commitsFri 18:00 — 5 commitsFri 19:00 — 2 commitsFri 20:00 — 0 commitsFri 21:00 — 2 commitsFri 22:00 — 0 commitsFri 23:00 — 0 commitsSat 0:00 — 0 commitsSat 1:00 — 0 commitsSat 2:00 — 0 commitsSat 3:00 — 0 commitsSat 4:00 — 0 commitsSat 5:00 — 0 commitsSat 6:00 — 2 commitsSat 7:00 — 0 commitsSat 8:00 — 0 commitsSat 9:00 — 1 commitsSat 10:00 — 1 commitsSat 11:00 — 0 commitsSat 12:00 — 1 commitsSat 13:00 — 3 commitsSat 14:00 — 5 commitsSat 15:00 — 6 commitsSat 16:00 — 7 commitsSat 17:00 — 3 commitsSat 18:00 — 1 commitsSat 19:00 — 3 commitsSat 20:00 — 2 commitsSat 21:00 — 1 commitsSat 22:00 — 4 commitsSat 23:00 — 2 commits
Commit volume by weekday and hour (UTC). Larger dots mean more commits.

Who is committing

last 52 weeks
Maintainer commits92 (82%)
Community commits20 (18%)

112 commits in total over the last year.

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