memfor
GitHub
Display
Theme
Motion
memfor
Theme
Motion 
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.

Send setup steps to my computer Join the Teams waitlist

Run ef10608 Own gold set (private corpus), recorded 25 June 2026, 22:37:18 UTC.

  • dirty tree · not cited
  • determinism ok
  • private corpus · not reproducible
Benchmark metrics
Metric Value Definition
Recall@5 0.6161 Mean over questions of |evidence ∩ top-k| / |evidence|.
nDCG@5 0.5244 With binary relevance.
MRR 0.5251 Mean of 1/rank of the first evidence session.
Precision@5 0.1321 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 tag
Gold path benchmarks/recall-gold.json
Tests ran 338
Tests failed 2
Environment Hardware, OS and Python version: not recorded for this run.
Ledger row 89
Raw row 
{"ablation": null, "checks": {"determinism_ok": true, "index_validate_ok": true, "test_pass_rate": 0.9940828402366864, "tests_failed": 2, "tests_ran": 338}, "commit": "ef10608", "committed": "2026-06-25T18:26:15Z", "dirty": true, "gold_path": "benchmarks/recall-gold.json", "metrics": {"context_tokens_mean": 1400.6785714285713, "latency_ms_mean": 0.011607964552240446, "latency_ms_p50": 0.010812495020218194, "mrr": 0.5251488095238096, "ndcg_at_k": 0.5244158851719039, "precision_at_k": 0.13214285714285715, "recall_at_k": 0.6160714285714286}, "mode": "eval", "num_queries": 56, "reliability": 84.47, "run": "2026-06-25T22:37:18Z", "schema": "agentware-bench/v1", "strategy": "tag", "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.
Esc