MCP servers and skills: search, filter by where they run, and compare.
Physics-based validation of simulation results: receipts with per-check verdicts, via MCP.
Hosted by authorNo licenseFew starsNo key
deterministic-design — a Claude Code skill that renders your UI and proves it's balanced + usable: deterministic layout audit + vision-judged usability.
SkillMIT★ 4Few starsNo key
Governance gateway for AI agents — bounded, auditable, session-aware control with MCP proxy, shell proxy & HTTP API. Works with Cursor, Claude Code, Codex, and any MCP-compatible agent.
Node.jsMIT★ 83No key
Deterministic angel number meanings via MCP, with x402 USDC paid interpretations on Base.
Hosted by authorNo licenseFew starsNo key
Deterministic knowledge for AI agents: search, fetch, cite and verify a 48M-entry knowledge base.
Hosted by authorNo licenseFew starsNo key
Deterministic compiler for system architecture. Blueprint IR → validated FastAPI/Express, OpenAPI, Docker. archrad validate | export | validate-drift — no LLM in the OSS CLI.
MCPLink only★ 1Few stars
Checks a beekeeping varroa treatment rotation for resistance risk and withdrawal-period conflicts.
Hosted by authorNo licenseFew starsNo key
Deterministic MCP tool flows for AI agents. Remove unnecessary LLM calls between predictable tool steps.
PythonApache-2.0★ 6No key
Repairs truncated or malformed LLM JSON outputs (trailing commas, markdown fences, single quotes).
Hosted by authorNo licenseFew starsNo key
Post-scrape data cleaner, no LLM: repairs mojibake, HTML, invisible chars. Plus a verdict.
Hosted by authorNo licenseFew starsNo key
Deterministic CI scanner and surface-risk scoring for MCP (Model Context Protocol) servers.
PythonApache-2.0★ 21No key
Deterministic execution & evolution layer between AI intent and production software — turning structured intent into reviewable, reproducible code. 🔥
SkillMIT★ 9No key
The design language that makes your AI harness better at design.
SkillApache-2.0★ 82kNo key
Knolo turns documents into a verifiable Knowledge Image (.knolo): one portable file you can mount, query, and prove. Deterministic retrieval, cryptographic roots, fail-closed verification. Local-first
Node.jsApache-2.0★ 56No key
Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, e
PythonApache-2.0★ 127kNo key
Model-driven synthetic test data for CI/CD and analytics - deterministic, privacy-preserving, and domain-aware. Includes Python APIs, XML pipelines, and MCP/IDE integration to orchestrate realistic da
PythonMIT★ 116No key
Shared, governed system of record for human-agent systems
Node.jsMIT★ 34No key
Secure, fast, efficient, battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in multi-language ruleset (NPE,
SkillApache-2.0★ 48kNo key
Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context survive resets. Reverse engineering is
PythonMIT★ 1.3kNo key
~97% token reduction for AI coding sessions — zero deps, 38 languages, MCP server
Node.jsMIT★ 647No key
The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run
SkillApache-2.0★ 1.3kNo key
Reliability testing for MCP servers: deterministic faults, bounded recovery, and executable regressions.
Node.jsApache-2.0★ 2Few starsNo key
CSOAI Ltd — Council of AI. GSPC AI-behaviour measurement, signed evidence and free verification. Evidence bundles and provider-change feeds. Measurement, not certification.
PythonMIT★ 3Few starsNo key
Design intelligence engine for AI coding tools (Claude Code, Cursor, Windsurf). Deterministic anti-AI-slop linter with 152 rules, 160 brand specs, a 7-axis synthesizer, an MCP server (18 tools), 25 co
SkillMIT★ 80No key
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