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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 ef10608 Own gold set (private corpus), recorded 26 June 2026, 01:30:45 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 0.9395 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 382
Tests failed 2
Environment Hardware, OS and Python version: not recorded for this run.
Ledger row 97
Raw row 
{"ablation": null, "checks": {"determinism_ok": true, "index_validate_ok": true, "test_pass_rate": 0.9947643979057592, "tests_failed": 2, "tests_ran": 382}, "commit": "ef10608", "committed": "2026-06-25T18:26:15Z", "dirty": true, "gold_path": "benchmarks/recall-gold.json", "metrics": {"context_tokens_mean": 4086.7678571428573, "latency_ms_mean": 9.975605572565525, "latency_ms_p50": 9.821396000916138, "mrr": 0.9394841269841271, "ndcg_at_k": 0.9329032950598203, "precision_at_k": 0.21428571428571427, "recall_at_k": 0.9553571428571429}, "mode": "eval", "num_queries": 56, "reliability": 98.06, "run": "2026-06-26T01:30:45Z", "schema": "agentware-bench/v1", "strategy": "bm25", "subject": "feat(benchmarks): add reproducible benchmarks results for cross verification", "suite": null, "top_k": 5}
reliability is an internal composite health score (0–100), not a benchmark metric.
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