sigmap
★ 645
vs
keypaste
★ 452
sigmap vs keypaste
sigmap: SigMap builds a deterministic, auditable signature-and-evidence map of your codebase without LLM calls or embeddings. It allows AI agents, CI, and reviewers to trust and verify code references, significantly reducing token usage and improving task success rates.; keypaste: Keypaste is a secure, KeePass-compatible vault for managing logins and project secrets, offering local storage without network accounts. It integrates with AI agents, requiring explicit user approval before releasing any sensitive information, and provides an audit log of all access requests.
01
TL;DR
sigmapDev Tooling · ★ 645
Grounding AI agents with trustworthy, auditable code context to prevent hallucination and ensure factual accuracy.
keypasteDev Tooling · ★ 452
Managing and securing personal and project-specific logins.
02
Side-by-Side Comparison
Field
sigmapkeypasteCategory
Dev Tooling
Dev Tooling
Stars
★ 645
★ 452
License
MIT
AGPL-3.0
Install Command
npm install -g sigmap
curl -fLO https://dl.keypaste.com/v0.3.0/keypaste-0.3.0-osx-arm64.tar.gz && tar -xzf keypaste-0.3.0-osx-arm64.tar.gz && mkdir -p ~/.local/bin && mv keypaste keypaste-mcp ~/.local/bin/
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
AI Code Grounding, Code Analysis, LLM Context Management
Secret Management, Password Manager, KeePass
03
Features
sigmap01Deterministic, Auditable, and Verifiable Code Mapping: Generates byte-stable code maps without LLM inference, ensuring consistent and trustworthy output for AI.
02Zero Dependencies and Offline Functionality: Runs locally with no external dependencies, vector databases, or hosted services, ensuring full privacy and offline use.
03AI Answer Grounding and Fabrication Detection (`sigmap verify`): Flags fabricated files, imports, and symbols in AI answers by tracing them to real line anchors in the codebase.
04Broad Language Support: Supports 35+ programming languages, including TypeScript, Python, Go, Rust, Java, and R.
05Model-Agnostic and Agent/IDE Integrations: Works with cloud LLMs (GPT-4, Claude), local LLMs (Ollama), open-source agents (Aider), and popular IDEs (VS Code, JetBrains, Neovim).
keypaste01Secure KeePass-compatible local vault for logins and environment variables.
02Multi-Party Control (MCP) approval for AI agent secret access with an audit log.
03Inject-only command execution to provide secrets to processes without exposing them on disk.
04Project-based secret management with environment profiles (dev, staging, prod).
05Built-in secure password and passphrase generation.
04
Use Cases
sigmap↳Grounding AI agents with trustworthy, auditable code context to prevent hallucination and ensure factual accuracy.
↳Verifying AI-generated code, plans, and answers within CI/CD pipelines to maintain code quality and prevent errors.
↳Assisting code reviewers by flagging fabricated code references or inconsistencies in AI-assisted pull requests.
↳Providing rich, deterministic context for local LLMs and open-source agents, enhancing their performance without API costs or privacy concerns.
↳Scaffolding new code and directories based on established project conventions, ensuring consistency and adherence to architectural guidelines.
keypaste↳Managing and securing personal and project-specific logins.
↳Securely injecting environment variables into development and deployment commands.
↳Controlling and auditing AI agent access to sensitive credentials.
↳Replacing insecure .env files for project secrets with a KeePass-backed solution.
05
Best For
sigmapTrendingHidden Gem
keypasteHidden Gem
FAQ
FAQ
What is the difference between sigmap and keypaste?
Both sigmap and keypaste are in the Dev Tooling category. sigmap has 645 stars, while keypaste has 452 stars.
Which is better, sigmap or keypaste?
The best choice depends on your use case. Choose sigmap if Grounding AI agents with trustworthy, auditable code context to prevent hallucination and ensure factual accuracy., and keypaste if Managing and securing personal and project-specific logins..
Is sigmap free or open source?
Yes, sigmap is open source on GitHub (MIT).
Is keypaste free or open source?
Yes, keypaste is open source on GitHub (AGPL-3.0).
Cloud Infrastructure
AdDeploy on DigitalOcean
Host your MCP servers, Docker containers, and AI agents with $200 free credit over 60 days.
→