Point it at a running MCP server. It tells you what that server actually does.
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Updated
Sep 18, 2026 - Python
Point it at a running MCP server. It tells you what that server actually does.
Universal open standard for LLM inference I/O: the model I/O counterpart to MCP
Independent interoperability research on authority coverage for agent-selected values, with AP2 v0.2 omission-semantics vectors.
Conformance checks for axis interaction in OpenType COLR v1 variable fonts. Verifies I(a,b) = v(a,b) - v(a,0) - v(0,b) + v(0,0) against a font's own variation store.
Cross-implementation conformance corpus for RFC 5545 RRULE, with expected values derived from the spec rather than any one library
Delivery-receipt spec for AI agent workspaces: conservation equation + independent-verdict runner + cross-team fixture exchange. Multi-team maintenance welcome.
Deterministic, auditable receiver-side reliance decisions for agent handoffs, re-derivable from published bytes.
Assurance and conformance toolkit for reproducible verification of AI-assisted software engineering.
MOS 6502 and WDC 65C816 CPU emulator in Python, cycle accurate. Sixteen parts chosen at construction, held to the manufacturers' data sheets and to a per-opcode suite: 17,900,000 state cases and 17,870,080 cycle-exact cases compared, zero failures. 100% branch coverage, no dependencies
Independent Agent Control Standard conformance testing, AI agent runtime security benchmark, adversarial side-effect validation, AgBOM, OpenTelemetry, and control economics.
INTERPLANE: open interoperability protocol between AI models and agent runtimes. Models express intent. Runtimes retain authority.
Executable identity and persistence regime kernel for Structural Explainability (SE); defines regime profiles, transformation families, and testable identity behavior (PRS/BRK/INH).
Boundary-aware JSONL fixture for scheduler counter evidence and abstention
Independent conformance verification for projnanda/nandatown: cross-process determinism, registry reachability, and the vacuous-pass defect.
14 named silent-failure modes — validation that passes while nothing is being checked. Each with a runnable reproduction, a fixing recipe and a negative control, plus a self-testing linter. ITU FG-TIDA reference.
API 中转站检测工具:一条命令检查任意 OpenAI 兼容接口(含自建网关、本地推理服务)的模型列表、SSE 流式、工具调用、JSON 模式、Responses API(Codex 可用性)、图片输入、错误格式与首字延迟,输出脱敏 JSON / Markdown 报告;只验协议兼容,不判定模型真伪 | OpenAI-compatible API conformance checker: CLI + GitHub Action
Language-agnostic conformance test suite for HCL (HashiCorp Configuration Language), in the spirit of test262 and web-platform-tests. 3,644 tests of the native and JSON syntaxes, a rule inventory of the spec, adapters for hashicorp/hcl and hcl-rs, and parse validity results for python-hcl2, bc-python-hcl2 and tree-sitter-hcl.
Bounded Python reference distribution for replaying finite software-change review records and checking conformance.
Standard-library Python text renderer and test bench for A3UI surfaces (truth class, age, permitted actions).
The NEC uPD77C25 as Nintendo shipped it across four microcodes. The DSP-2 is modelled with its commands proved rather than sampled: the tile conversion exhaustively over all 256 bits, the merge over every input it accepts, and the whole chip differentially against a reference validated on 71,970,987 recorded bytes.
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