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git clone https://github.com/r5rana/agentware.git
cd agentware
git checkout 3c25cdd
claude "hi"
git clone https://github.com/r5rana/agentware.git
cd agentware
git checkout 3c25cdd
codex "hi"

This installs agentware, the open-source engine behind memfor. No tagged release yet. These commands pin commit 3c25cdd.

Apache-2.0. No memfor account. Needs macOS or Linux (Windows via WSL), git, Python 3, bash, jq, and Claude Code or Codex.

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Run e8cb9c5 Own gold set (private corpus), recorded 25 June 2026, 09:09:41 UTC.

  • dirty tree · not cited
  • determinism ok
  • private corpus · not reproducible
Benchmark metrics
Metric Value Definition
Recall@5 0.9554 Mean over questions of |evidence ∩ top-k| / |evidence|.
nDCG@5 0.9329 With binary relevance.
MRR 0.9393 Mean of 1/rank of the first evidence session.
Precision@5 0.2143 Mean over questions of |evidence ∩ top-k| / k. It can't reach 1 when a question has fewer than k evidence sessions, so it is shown on receipts only.
Conditions
Queries 56
k 5
Strategy bm25
Gold path benchmarks/recall-gold.json
Tests ran 298
Tests failed 35
Environment Hardware, OS and Python version: not recorded for this run.
Ledger row 79
Raw row 
{"ablation": null, "checks": {"determinism_ok": true, "index_validate_ok": true, "test_pass_rate": 0.8825503355704698, "tests_failed": 35, "tests_ran": 298}, "commit": "e8cb9c5", "committed": "2026-06-25T06:37:05Z", "dirty": true, "gold_path": "benchmarks/recall-gold.json", "metrics": {"context_tokens_mean": 4029.285714285714, "latency_ms_mean": 8.235761822496508, "latency_ms_p50": 8.19072850572411, "mrr": 0.9393069727891156, "ndcg_at_k": 0.9329032950598203, "precision_at_k": 0.21428571428571427, "recall_at_k": 0.9553571428571429}, "mode": "eval", "num_queries": 56, "reliability": 94.69, "run": "2026-06-25T09:09:41Z", "schema": "agentware-bench/v1", "strategy": "bm25", "subject": "chore(autocommit-message-fix): agentware-autocommit-message-derivation, agentware-init", "top_k": 5}
reliability is an internal composite health score (0–100), not a benchmark metric.
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