{"id":"long-context-agents","slug":"long-context-agents","name":"Long-context agent workflows","shortName":"Long-context agent workflows","problemStatement":"Need 200K–1M context for large docs, codebases, or multi-hour agent state.","whenNotTopPick":"Quality on tool use matters more than raw context — then Anthropic; enterprise GCP already → Vertex; want Kimi K3 1M ctx at $3/$15 — moonshot.","categoryIds":["cat-inference-apis","cat-media-gen"],"depotPickProviderId":"google-ai","depotPickRationale":"Capability includes context window + needle quality. Gemini often wins value at 1M; Claude strong at high quality long context.","runnersUpIds":["anthropic","openai","moonshot","ai21"],"weights":{"capabilityFit":0.25,"pricePerformance":0.18,"latencyReliability":0.15,"developerDx":0.15,"privacyPosture":0.1,"lockInRisk":0.07,"maturity":0.1},"methodologyNotes":"Capability includes context window + needle quality. Gemini often wins value at 1M; Claude strong at high quality long context.","tags":["long"],"depth":{"whenNotToUse":{"text":"Quality on tool use matters more than raw context — then Anthropic; enterprise GCP already → Vertex; want Kimi K3 1M ctx at $3/$15 — moonshot.","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"anthropic","name":"Anthropic","overallForJob":8.42,"pickOverallForJob":8.43,"beatsPickOn":["capabilityFit","latencyReliability","developerDx","privacyPosture"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":6,"runnerUpLockInRisk":6.5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[{"id":"openai-mrcr","name":"OpenAI MRCR","license":"MIT","sourceUrl":"https://huggingface.co/datasets/openai/mrcr/raw/main/README.md"}],"migration":"The pick has lower stored lock-in risk than runner-up Anthropic (6 vs 6.5). Self-host fallback listed for this job: OpenAI MRCR.","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"freshness":{"pick":{"score":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-10-19","ageDays":8,"stale":false,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":19,"pricingRowsReconfirmed":3,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}}},"depotPick":{"id":"google-ai","slug":"google-ai","name":"Google AI (Gemini)","tagline":"Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality…","overall":8.43},"runnersUp":[{"id":"anthropic","slug":"anthropic","name":"Anthropic","tagline":"Depot default for serious coding and production agents. Prefer Sonnet for cost/quality; reserve Opus for hard…","overall":8.42},{"id":"openai","slug":"openai","name":"OpenAI","tagline":"Default when you want maximum capability and ecosystem glue. Multi-home critical paths behind OpenAI-compat…","overall":8.22},{"id":"moonshot","slug":"moonshot","name":"Moonshot (Kimi)","tagline":"Long-context runner when Gemini procurement is blocked and you want 1M ctx at $3/$15. Google AI stays Depot…","overall":7.9},{"id":"ai21","slug":"ai21","name":"AI21 Labs","tagline":"Enterprise RAG niche player. Only pick if you already standardized on AI21 or need their specific stack.","overall":7.5}]}