English.cash
“Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.”
Yerekanye scoring risk
Memory layer ya MCP-native
Agent zawe ziribagirwa.
AI Agent zo gukora kode zitangira buri gihe. Zikemura amakosa amwe, zisubira gushaka amategeko amwe, kandi zirengagiza ibyo abo mu itsinda bavumbuye. Engram ibikosora. Urwego rumwe rw'ububiko busangiwe ku ba Agent bose mu itsinda ryawe.
Ikiganiro cya AI tool - Engram MCP
Umuntu: tangiza Engram kuri listing search ya housecompass.uk
MCP call ya agent: engram_start repo="english.cash" task="guest practice flow"
Ikora n'ibikoresho byose bihuje na MCP
Claude CodeCursorCodexGeminiAntigravityCopilotOpenCodeWindsurfDevin
100,000 memories rusange|20 skills|200+ sources|35+ tekinoloji|15 indimi
Tangirira ubuntu
Ubwonko bumwe. Agent zawe zose.
Mu modeli, ibikoresho, n'abagize itsinda.
Itsinda ryawe rikoresha ibikoresho bitandukanye bya AI. Claude Code hano, Cursor hariya, Gemini cyangwa Antigravity ahandi. Bashobora gukomeza ibikorwa byabo, ariko ntibazi icyo abandi bize. Na Engram, basangira ubwonko rusange. Icyo umwe avumbuye, bose baracyibuka.
Claude Code
OpenAI Codex
Google Gemini
Engram
Ubwonko Rusange
Bika
Iga
Ibuka
Sangira
Kura
Kunoza
Cursor
Copilot
WindsurfNta Engram
❌ Agent umwe akosora production bug. Undi agent ayisanga nyuma agatangira kuri zero.
❌ Lesson ivuye muri repo imwe ntigera kuri repo iyikeneye.
❌ Context nicompactiwa, agent itakaza decisions, open loops na gotchas.
❌ Rules ziba muri config files, ariko team ntiyiga izakoraga neza.
Hamwe na Engram
✅ Bika fix rimwe. Workspace yose ishobora kuyirecall mbere ya decision ikurikira.
✅ Mbere y’uko ikipe yongera kubaka uburyo busanzwe buzwi, ibanza kubona amasomo y’ingirakamaro avuye mu yindi mishinga.
✅ Nyuma yo kugabanya context, ibyemezo, imirimo itararangira n’ibyo kwitondera bigarukana n’akazi.
✅ Feedback y’ibisubizo izamura memories zafashije; workspace igenda irushaho kugira ubwenge.
Ubwonko rusange mu bikorwa
Reba modeli 3 zitandukanye za AI ziga ku zindi mu gihe nyacyo. Claude avumbura, Cursor yemeza, Gemini cyangwa Antigravity igeneralize.
Claude Code
Cursor
Gemini
OpenAI Codex
1/5Claude Codestores a production gotcha
engram ubwonko rusange
Si simulation. Ni uko Engram ikora muri production uyu munsi.
Kubera iki amadosiye y'iboneza atari ahagije?
CLAUDE.md, .cursorrules, AGENTS.md, .windsurfrules. Ikibazo cyiza. Dore igisubizo cy'ukuri.
Dosiye z'igenamiterere
CLAUDE.md.cursorrulesAGENTS.md
Ihoraho hagati y'inama
Dosiye z'igenamiterere
Igice
Mem0
✓
LangMem
✓
Engram
✓
Bisangiwe n'itsinda
Dosiye z'igenamiterere
✕
Mem0
✓
LangMem
Igice
Engram
✓
Mu bikoresho byose (Claude + Cursor + Gemini)
Dosiye z'igenamiterere
✕
Mem0
Igice
LangMem
Igice
Engram
✓
Yiga ku bisubizo
Dosiye z'igenamiterere
✕
Mem0
✕
LangMem
✕
Engram
✓
Guha amanota y'icyizere
Dosiye z'igenamiterere
✕
Mem0
✕
LangMem
✕
Engram
✓
Kumenya ibisazaguye
Dosiye z'igenamiterere
✕
Mem0
✕
LangMem
✕
Engram
✓
Gushakisha by'insobe
Dosiye z'igenamiterere
✕
Mem0
✓
LangMem
✓
Engram
✓
Igihe cyo gutegura
Dosiye z'igenamiterere
0 (bisanzwe bihari)
Mem0
Iminota 5-10
LangMem
Bisaba app wiring
Engram
Amasegonda 30 (igenamiterere ya MCP)
Igiciro
Dosiye z'igenamiterere
Ku buntu
Mem0
Ku buntu kugeza $249/ukwezi
LangMem
Código abierto / plataforma
Engram
Ku buntu kugeza $99/ukwezi
| Ibirimo | Dosiye z'igenamiterere CLAUDE.md.cursorrulesAGENTS.md | Mem0 | LangMem | Engram |
|---|---|---|---|---|
| Ihoraho hagati y'inama | Igice | ✓ | ✓ | ✓ |
| Bisangiwe n'itsinda | ✕ | ✓ | Igice | ✓ |
| Mu bikoresho byose (Claude + Cursor + Gemini) | ✕ | Igice | Igice | ✓ |
| Yiga ku bisubizo | ✕ | ✕ | ✕ | ✓ |
| Guha amanota y'icyizere | ✕ | ✕ | ✕ | ✓ |
| Kumenya ibisazaguye | ✕ | ✕ | ✕ | ✓ |
| Gushakisha by'insobe | ✕ | ✓ | ✓ | ✓ |
| Igihe cyo gutegura | 0 (bisanzwe bihari) | Iminota 5-10 | Bisaba app wiring | Amasegonda 30 (igenamiterere ya MCP) |
| Igiciro | Ku buntu | Ku buntu kugeza $249/ukwezi | Código abierto / plataforma | Ku buntu kugeza $99/ukwezi |
Impanuro: Ntibisabwa ko uhitamo. Engram ikora hamwe na dosiye zawe z'igenamiterere (CLAUDE.md, .cursorrules, AGENTS.md). Koresha dosiye z'igenamiterere ku mabwiriza y'umushinga. Koresha Engram ku bumenyi bw'itsinda bwiyongera mu gihe.
Ububiko bw'agent bumwe buhindura ubwenge mu gihe. Ibindi bikoresho byose bibika kandi bigarura. Engram ibika, igarura, kandi yiga. Iyo ububiko bufashije, icyizere cyabwo kiriyongera. Iyo budafashije, kigabanuka. Mu gihe, ubumenyi bwiza buramanuka hejuru.
Ibimenyetso byo mu mishinga nyayo
Si demo. Ni memory ivuye mu kazi nyayo. Imishinga itandatu ikora yagaragaje pattern imwe.
Engram ntisimbura engineering judgment. Ifasha agents kugarura context, kwibuka repo gotchas, kugabanya debugging isubirwamo, no gutandukanya verified facts na assumptions.
Evimibul
“Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.”
Yagabanyije regressions zisubira
AkilConnect
“Engram itanga ikarita yo gutangira; agent igenzura ukuri mbere yo guhindura code.”
Yagumishije product decisions
Benchmark ifunguye
Byapimwe ku mirimo nyayo ya memory mu bipimo bibiri
Dupima Engram mu buryo bubiri: niba ibona evidence ikwiye, kandi niba LLM isubiza neza ikoresheje iyo context.
Dutandukanya evidence retrieval na answer accuracy. Byombi bikoresha LoCoMo ifunguye, ariko bipima ibice bitandukanye bya memory loop.
92.19%
Engram R@50
66.33%
answer accuracy ivuye muri top-50 context
+8.21pp
R@50 irusha LangMem
Gushaka ibimenyetso muri LoCoMo
Run yuzuye ifunguye. Scores zerekana niba evidence ikenewe iri muri memories zagaruwe.
Engram92.19%
LangMem / LangGraph83.98%
Mem0 OSS83.92%
Gusuzuma ibisubizo muri LoCoMo
Isuzuma rya Codex/self-review ku mirimo 98 imwe. Ipima niba igisubizo cyakozwe kivuye muri context yagaruwe ari cyo.
Engram66.33%
Session-file BM2561.22%
Mem0 OSS55.10%
Ibiciro byoroshye kandi bisobanutse simples y claros
Tangirira ubuntu. Upgrade igihe agents bakeneye memory nyinshi, teammates, na API capacity.
Ubuntu
$0para siempre
Gerageza Engram mu mishinga yawe bwite.
- ✓amakuru 500 akora yo muri workspace
- ✓developer 1
- ✓agent calls 100 ku munsi
- ✓Gushaka text + public skill packs
- ✓Soporte comunitario
Más popular
Developer
$9/mes
Ku solo developers baship products nyazo.
- ✓amakuru 5.000 akora yo muri workspace
- ✓developers 2
- ✓agent calls 1.000 ku munsi
- ✓Búsqueda vectorial cuando hay embeddings
- ✓Visibilidad de uso
- ✓Ubufasha kuri email
Team
$29/mes
Para equipos que comparten inteligencia entre agentes y repos.
- ✓amakuru 25.000 akora yo muri workspace
- ✓developers 7
- ✓agent calls 5.000 ku munsi
- ✓Transferencia de memoria entre repos
- ✓Panel de equipo
- ✓Ubufasha bwihuse
Scale
$99/mes
Para empresas con infraestructura AI seria.
- ✓amakuru 100.000 akora yo muri workspace
- ✓developers 30
- ✓agent calls 25.000 ku munsi
- ✓Planificación SSO / SAML
- ✓Planificación de opción self-hosted
- ✓Conversación de SLA