{"repo":"slavaZim/episodiq","free":true,"listed":false,"github":"https://github.com/slavaZim/episodiq","clone":"git clone https://github.com/slavaZim/episodiq.git","description":"Economical human-readable logs and structural (event pattern) retrieval for agentic trajectories","language":"Python","stars":48,"topics":["ai-agents","observability","devtools","llmops"],"license":null,"category":"ai-agents","readme_excerpt":"Episodiq Episodiq is an LLM proxy that captures agent trajectories and represents each one as a sequence of typed action-observation tokens — a sequence- / pattern-based alternative to text-embedding retrieval. The same representation drives: - Human-readable logs at 98% lower annotation cost. Annotate one representative per cluster, reuse for every trajectory. Zero LLM calls in the hot path. (details →) - Per-snapshot fail-similarity score. Running fail-prediction signal from KNN voting over neighbours found by trajectory-pattern retrieval — matching action-observation sequences, not text. (benchmark →) - Loop detection. Surfaces stuck repeating-action patterns — useful even when the agent isn't broken (e.g. token-waste monitoring). - Action-predictability signal. Flags steps where the next action is highly constrained vs steps where the agent could plausibly branch many ways. - Drop-in proxy. OpenAI or Anthropic API, any LLM client / agent framework. Base URL change and additional header. --- With Episodiq: Trajectory d6cd3603 [failure] 89 steps, 2.1s fail similarity=0.67 variance high=15 low=2 loops=7 unclassified=23 ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── 16 +0.5s o: tool str replace editor configuring MySQL dialect syntax and mappings fail similarity=0.85 loop x2 -> a: tool execute bash searches for class definitions in codebase ⋮ 30 +0.7s o: tool execute bash with SQL parsing/AST ana","default_branch":null,"files":null,"tree":[],"storefront":"/r/slavaZim","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/slavaZim/episodiq/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}