{"id":"textworld--gh-microsoft-textworld","name":"TextWorld","url":"https://github.com/microsoft/TextWorld","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/textworld--gh-microsoft-textworld","family":"memory-research","section":"Memory benchmarks & evaluation","sections":["Memory benchmarks & evaluation"],"tier":3,"last_verified_at":"2026-10-28","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":{"storage":[{"value":"n/a","primary":true,"reason":"not applicable — eval dataset, not a system"}],"retrieval":[{"value":"n/a","primary":true,"reason":"not applicable — eval dataset, not a system"}],"persistence":[{"value":"n/a","primary":true,"reason":"not applicable — eval dataset, not a system"}],"update":[{"value":"read-only","primary":true,"reason":null}],"unit":[{"value":"n/a","primary":true,"reason":"not applicable — eval dataset, not a system"}],"governance":[{"value":"n/a","primary":true,"reason":"not applicable — eval dataset, not a system"}],"conflict":[{"value":"n/a","primary":true,"reason":"not applicable — read-only evaluation dataset"}]},"cells":{"type":{"value":"Text-adventure RL benchmark — procedurally-generated IF games","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"desc":{"value":"Microsoft Research's TextWorld — a sandbox for training and evaluating RL agents on text-based games. Procedurally generates interactive-fiction games of tunable difficulty (map size, quest length, ingredients) with full ground-truth knowledge graphs. Used as the basis for the FirstTextWorld and TextWorld Challenge competitions.","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"claims":{"value":"Microsoft Research; ICML 2018; ground-truth KG for every generated game enables ablation studies on memory architectures","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"modalities":{"value":"text only (natural-language IF games)","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"created":{"value":"2018-06 (Côté et al. arXiv 1806.11532)","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","last_verified_at":"2026-05-14","source_class":"repo"},"latest-release":{"value":"not applicable — not OSS","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"license":{"value":"MIT","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"gh":{"value":"1.3k★ Python","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","last_verified_at":"2026-05-14","source_class":"repo"},"mindshare":{"value":"Microsoft Research; standard benchmark for text-adventure agent research","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","last_verified_at":"2026-05-14","source_class":"repo"},"citations":{"value":"500+ cites — Côté et al. CGW@IJCAI 2018","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","last_verified_at":"2026-05-14","source_class":"repo"},"funding":{"value":"not applicable — not commercial","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"customers":{"value":"not applicable — not commercial","citation":null,"status":"not-applicable","tier":"T3"},"pricing":{"value":"not applicable — open benchmark; free to use","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"compliance":{"value":"not applicable — not commercial","citation":null,"status":"not-applicable","tier":"T3"},"data-handling":{"value":"not applicable — not commercial","citation":null,"status":"not-applicable","tier":"T3"},"deployment":{"value":"not applicable — run locally","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"hq":{"value":"not applicable — not a company","citation":null,"status":"not-applicable","tier":"T3"},"founders":{"value":"Marc-Alexandre Côté, Ákos Kádár, Xingdi Yuan, Ben Kybartas, Tavian Barnes, Emery Fine, James Moore, Matthew Hausknecht, Layla El Asri, Mahmoud Adada, Wendy Tay, Adam Trischler (Microsoft Research Montreal)","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"volume":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"perf":{"value":"not applicable — does not compete on benchmarks","citation":null,"status":"not-applicable","tier":"T3"},"repro":{"value":"Independently reproduced — FirstTextWorld Challenge winners","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"code-release":{"value":"Code public","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"api-surface":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"latency":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"throughput":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"backend-storage":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"multi-tenancy":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"encryption":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"sso-rbac":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"embedding-model":{"value":"not applicable — eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"consistency":{"value":"not applicable","citation":null,"status":"not-applicable","tier":"T3"},"versioning":{"value":"not applicable — static benchmark","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"tombstoning":{"value":"not applicable — static benchmark","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"schema-evolution":{"value":"not applicable — fixed evaluation dataset","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"namespace":{"value":"not applicable","citation":null,"status":"not-applicable","tier":"T3"},"contradiction":{"value":"not applicable","citation":null,"status":"not-applicable","tier":"T3"},"forgetting":{"value":"not applicable — static benchmark","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"mcp-support":{"value":"not applicable — benchmark / evaluation harness","citation":null,"status":"not-applicable","tier":"T3"},"a2a-support":{"value":"not applicable — benchmark / evaluation harness","citation":null,"status":"not-applicable","tier":"T3"},"otel":{"value":"not applicable — benchmark / evaluation harness","citation":null,"status":"not-applicable","tier":"T3"},"webhooks":{"value":"not applicable — benchmark / evaluation harness","citation":null,"status":"not-applicable","tier":"T3"},"import-export":{"value":"not applicable — benchmark / evaluation harness","citation":null,"status":"not-applicable","tier":"T3"},"integration-count":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"orchestration":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"programmatic-control":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"vendor-benchmarks":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"pricing-specifics":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"agent-abstraction":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"memory-primitives":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"llm-lock":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"runtimes":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"session-handling":{"value":"not applicable — wrong section","citation":null,"status":"not-applicable","tier":"T3"},"validated-verticals":{"value":"not applicable - eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"time-to-running":{"value":"not applicable - eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"anti-fit":{"value":"not applicable - eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"optimised-for":{"value":"not applicable - eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"adjacent-infrastructure":{"value":"not applicable - eval dataset, not a system","citation":null,"status":"not-applicable","tier":"T3"},"pros":{"value":"Procedural generation gives unlimited variants; ground-truth KGs enable rigorous memory-architecture evaluation; lightweight (text-only).","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"cons":{"value":"Pure text limits transfer to embodied agents; quest structures simpler than human-authored IF; less popular post-LLM-era (LLMs nearly solve handcrafted IF zero-shot).","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"links":{"value":"github.com/microsoft/TextWorld arxiv 1806.11532","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"obs-langsmith":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-opentelemetry":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-datadog":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-helicone":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-weave":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-langfuse":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-arize":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-custom":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-token-budget":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-prompt-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-semantic-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-batching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-model-routing":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-streaming-only":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-observability-cost-attribution":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-langsmith-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-braintrust":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-weights-and-biases-agent":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-helicone-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-custom-test-harness":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-human-loop":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-production-traffic-replay":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"commit-trajectory":{"value":"[{\"ym\":\"2018-06\",\"cum\":3},{\"ym\":\"2018-07\",\"cum\":18},{\"ym\":\"2018-08\",\"cum\":53},{\"ym\":\"2018-09\",\"cum\":82},{\"ym\":\"2018-10\",\"cum\":132},{\"ym\":\"2018-11\",\"cum\":169},{\"ym\":\"2018-12\",\"cum\":200},{\"ym\":\"2019-01\",\"cum\":214},{\"ym\":\"2019-02\",\"cum\":269},{\"ym\":\"2019-03\",\"cum\":279},{\"ym\":\"2019-04\",\"cum\":294},{\"ym\":\"2019-05\",\"cum\":303},{\"ym\":\"2019-06\",\"cum\":306},{\"ym\":\"2019-07\",\"cum\":312},{\"ym\":\"2019-08\",\"cum\":321},{\"ym\":\"2019-09\",\"cum\":325},{\"ym\":\"2019-11\",\"cum\":348},{\"ym\":\"2019-12\",\"cum\":350},{\"ym\":\"2020-01\",\"cum\":354},{\"ym\":\"2020-02\",\"cum\":396},{\"ym\":\"2020-03\",\"cum\":414},{\"ym\":\"2020-04\",\"cum\":419},{\"ym\":\"2020-06\",\"cum\":427},{\"ym\":\"2020-08\",\"cum\":440},{\"ym\":\"2020-09\",\"cum\":449},{\"ym\":\"2020-11\",\"cum\":468},{\"ym\":\"2021-05\",\"cum\":487},{\"ym\":\"2021-06\",\"cum\":491},{\"ym\":\"2021-08\",\"cum\":494},{\"ym\":\"2021-09\",\"cum\":509},{\"ym\":\"2021-10\",\"cum\":527},{\"ym\":\"2021-12\",\"cum\":530},{\"ym\":\"2022-01\",\"cum\":533},{\"ym\":\"2022-02\",\"cum\":538},{\"ym\":\"2022-08\",\"cum\":541},{\"ym\":\"2022-09\",\"cum\":544},{\"ym\":\"2022-11\",\"cum\":545},{\"ym\":\"2022-12\",\"cum\":548},{\"ym\":\"2023-04\",\"cum\":549},{\"ym\":\"2023-05\",\"cum\":571},{\"ym\":\"2023-11\",\"cum\":611},{\"ym\":\"2023-12\",\"cum\":615},{\"ym\":\"2024-01\",\"cum\":617},{\"ym\":\"2024-02\",\"cum\":621},{\"ym\":\"2024-07\",\"cum\":626},{\"ym\":\"2024-09\",\"cum\":634},{\"ym\":\"2024-10\",\"cum\":638},{\"ym\":\"2024-11\",\"cum\":639},{\"ym\":\"2024-12\",\"cum\":640},{\"ym\":\"2025-01\",\"cum\":651},{\"ym\":\"2026-01\",\"cum\":659}]","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","last_verified_at":"2026-05-14","source_class":"repo"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"not applicable — not published as a package","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"cost-input-usd-per-mtok":{"value":"0","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"cost-output-usd-per-mtok":{"value":"0","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"cost-tier":{"value":"free","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"cost-pricing-model":{"value":"free-tier","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"cost-last-verified":{"value":"2026-06-29","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"capability-composite-score":{"value":"not applicable — benchmark / evaluation tool, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-band":{"value":"not applicable — benchmark / evaluation tool, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-benchmark-sources":{"value":"not applicable — benchmark / evaluation tool, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"capability-last-verified":{"value":"not applicable — benchmark / evaluation tool, not a capable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-tags":{"value":"not applicable — benchmark environment, not a deployable system","citation":null,"status":"not-applicable","tier":"T3"},"use-case-anti-tags":{"value":"not applicable — benchmark environment, not a deployable system","citation":null,"status":"not-applicable","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"","citation":null,"status":"no-data","tier":"T3"},"licensing-bucket":{"value":"open-source","citation":"https://github.com/microsoft/TextWorld","status":"real-data","tier":"T1","source_class":"repo"},"positioning-platform-vs-product":{"value":"","citation":null,"status":"no-data","tier":"T3"},"taxonomy-three-layer-rollup":{"value":"agent-infra","citation":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/docs/schema/section-to-three-layer-rollup.json","status":"real-data","tier":"T1","source_class":"repo"},"developer-activity-opendigger":{"value":"{\"activity\":18.35,\"as_of\":\"2026-09\",\"openrank_12mo\":1.27,\"openrank_current\":1.26,\"participants\":8}","citation":"https://oss.open-digger.cn/github/microsoft/TextWorld/openrank.json","status":"real-data","tier":"T2","last_verified_at":"2026-10-28","source_class":"third-party"},"freshness-date":{"value":"2026-10-28","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/textworld--gh-microsoft-textworld","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"","citation":null,"status":"no-data","tier":"T3"},"sdk-languages":{"value":"","citation":null,"status":"no-data","tier":"T3"},"protocol-support":{"value":"","citation":null,"status":"no-data","tier":"T3"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":30,"third_party_cells":1},"edges":{"outgoing":[],"incoming":[]},"history":[],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}