Normalize GLM-style tool-call responses for OpenAI-compatible Python clients, including sync, async and streaming adapters.
ctxfeed is a local MCP project-context backend that shards a whole repo into GLM-5.2's 1M-token window with cache-aware ingest ordering
Run-level exposure gauge for coding agents on local models — tracks wall-clock, state mutations, and token burn since last human review, forces a pause at thresholds.
v0.2.0: fix — init now captures wired-config keys written as '- ' list bullets (markdown/YAML lists previously parsed to a mangled key and were dropped); feature — check surfaces an amber pricing.unit delta when a successor switches quote currency instead of going silent; version bumped lockstep across all surfaces + CHANGELOG.
Probe OpenAI-compatible tool-call responses, retry supported request repairs, and report per-layer validation results.
国产大模型工具调用契约差分测试器
Per-task reasoning-budget governor for Qwen3.8 coding agents: profile think traces, learn class budgets, and advise via an OpenAI-compatible streaming proxy.
v0.2.0: non-UTF-8 or unreadable input now exits cleanly with code 2 instead of a raw traceback; new --output-ratio flag projects output-token cost under an explicit output-length assumption; version surfaces bumped in lockstep with a new CHANGELOG and consistency tests.
本地 CN 模型 tool-call JSON 运行期修复代理，让 Claude Code 接 Qwen3/DeepSeek 不再静默崩溃
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