Ibisobanuro bya tools za MCP

Command imwe yo gutangira.
Memory tools zisobanutse.

Koresha setup rimwe hanyuma restart AI tool. Nyuma yaho Engram igaragara nka MCP tools hamwe na startup guidance; reba focused tools hasi igihe uzikeneye.

1. Igikorwa cyumuntu

Shyiramo rimwe

Ukoresha command imwe muri terminal: npx engram-tools@0.3.6 --setup <api-key>. Yandika MCP config kuri Claude Code, Cursor, Gemini, Antigravity, Codex, OpenCode, na VS Code/Copilot aho bishoboka.

$ npx -y engram-tools@0.3.6 --setup <api-key>
2. Igikorwa cya agent

Hamagara tools muri AI app

Ntukoresha engram_start muri shell. Nyuma ya setup, client yereka agent Engram tools na startup guidance. Sobanura task bisanzwe; client niyirengagiza guidance, paste context prompt ngufi rimwe.

Wowe: Kora kuri iyi repo/task. Koresha context ya Engram mbere yo kupanga.
3. Impamvu bikora

MCP igaragaza Engram nka tools

Nyuma ya restart, AI client ipakira Engram MCP server. Agent ibona engram_start, engram_store, engram_recall, AGENTS.md guidance, na Claude slash helpers.

Agent ibona: engram_start, engram_store, engram_recall...

Message ya mbere nziza ku agent

Engram iyobora agent no muri MCP. Iyi prompt isobanura session ya mbere kandi ifasha agent gukoresha recall, cross-pollination na rehydrate igihe gikwiye.

Email yo gutangira nayo irabifite. Hano ni fallback niba AI client itabonye MCP startup guidance.

Call engram_start with this project context:
  project: <product or client>
  repo: <repo slug>
  role: <role>
  market: <domain or market>
  stack: <main technologies>
  task: <current task>
Before choosing an approach, call engram_recall.
If another repo may have solved this pattern, call engram_cross_pollinate.
If this chat was compacted or resumed, call engram_rehydrate.

Config yihariye ya client

Setup command ibyandika automatically. Izi ngero zerekana format nyayo ku clients zidakoresha JSON isanzwe.

Antigravity

Gemini flow ya Google ishobora kujyana users muri Antigravity. Engram yandika config rusange ya Gemini na files za Antigravity.

// ~/.gemini/config/mcp_config.json
// ~/.gemini/antigravity/mcp_config.json
{
  "mcpServers": {
    "engram": {
      "command": "npx",
      "args": ["-y", "engram-tools", "mcp"]
    }
  }
}

OpenCode

OpenCode ikoresha command array aho gukoresha mcpServers isanzwe. Setup iyandika automatically.

// ~/.config/opencode/opencode.json
{
  "mcp": {
    "engram": {
      "type": "local",
      "command": ["npx", "-y", "engram-tools", "mcp"],
      "enabled": true
    }
  }
}

Codex

Codex ikoresha TOML. Engram ihindura gusa table ya engram ikagumana indi config ya Codex.

# ~/.codex/config.toml
[mcp_servers.engram]
type = "stdio"
command = "npx"
args = ["-y", "engram-tools", "mcp"]

Tools

Hitamo tool urebe

Core loop

Tools za flow isanzwe na recovery nyuma ya compaction.

Advanced na checkpoints

Zigume zihari, ariko zikoreshwe gusa hari trigger nyayo.

Hitamo tool urebe
engram_start

Yikoreshe igihe agent ikeneye gutangira session.

engram_start

Tool ya Engram yo gutangira session.

Yikoreshe igihe agent ikeneye gutangira session.

agent_tool
si ngombwa
string

Agaciro ka configuration kuri iyi tool call.

project
byiza kuyitanga
string

Agaciro ka configuration kuri iyi tool call.

repo
byiza kuyitanga
string

Agaciro ka configuration kuri iyi tool call.

role
si ngombwa
string

Agaciro ka configuration kuri iyi tool call.

market
si ngombwa
string

Agaciro ka configuration kuri iyi tool call.

task
byiza kuyitanga
string

Agaciro ka configuration kuri iyi tool call.

stack
si ngombwa
string[]

Agaciro ka configuration kuri iyi tool call.

context
si ngombwa
string

Agaciro ka configuration kuri iyi tool call.

include_skills
si ngombwa
boolean

Agaciro ka configuration kuri iyi tool call.

limit
si ngombwa
number

Agaciro ka configuration kuri iyi tool call.

MCP ni iki?

Ubuziranenge butuma Engram ishoboka.

📡

Ubuziranenge bufunguye bwa Anthropic

MCP (Model Context Protocol) ni ubuziranenge bufunguye bwakozwe na Anthropic. Butuma AI agent zishobora guhuzwa n'ibikoresho byo hanze n'amasoko y'amakuru binyuze mu interface yoroshye kandi ikoreshwa hose.

🔌

USB ya AI

Bitekereze nk'USB ya AI: ubuziranenge bumwe, buri gikoresho gikora. Nta guhuzanya by'umwihariko, nta SDK z'abanyabwite, nta guhambirwa n'umutangabikorwa. Niba igikoresho cyawe kivuga MCP, gikora.

🧠

Engram ni MCP server

Buri gikoresho cya AI gihuje na MCP gishobora guhuzwa na Engram. Claude Code, Cursor, Gemini, Antigravity, Copilot, OpenCode, Windsurf, Devin. Niba gishyigikira MCP, gishyigikira Engram.

⚡

Nta mbaraga zo guhuzanya

Nta SDK irakenewe. Nta kode yo guhuzanya idasanzwe. Ongeraho Engram kuri MCP config ya agent yawe kandi ibone ibikoresho 8 bishya by'ububiko ako kanya.

Uko bihuzwa

Agent Yawe

Claude, Cursor, n’ibindi

MCP
➞

Engram

MCP server

bika/garura
➞

Ububiko bw'Itsinda

PostgreSQL + pgvector

Workspace ni umupaka wa team

Koresha workspace imwe kuri team. Repo na project names bitunganya memory imbere yayo. Tumira teammates muri dashboard kugira ngo buri wese agire key ye.

Repo ya frontend

Tools

Claude CodeCursorCopilot
Inyandiko45

API repo

Tools

Claude CodeWindsurf
Inyandiko128

Repo ya mobile

Tools

CursorDevin
Inyandiko67

Workspace isobanuye iki

  • ✓Workspace ni umupaka wa private memory kuri team cyangwa company.
  • ✓Repo na projects bitunganya memories imbere y’uwo mupaka.
  • ✓Tumira teammates muri dashboard kugira ngo buri wese akoreshe key itandukanye.
  • ✓Agents muri workspace imwe bashobora reuse private lessons hagati ya repos.
  • ✓Workspaces zitandukanye ziguma isolated; public memory ishobora kongera quality y’ibisubizo.
workspace-sync.sh
$ engram_get_context({ repo: "api-backend" })

Tangira imbere, ntabwo kuva ku busa

Buri workspace nshya itangira na memories rusange 100,000 zifite inkomoko ku bikoresho bya agent, MCP, RAG/search, security, ops, engineering docs na product/devex.

100K
Memory rusange
7
Imiryango y’amasoko
20
Skill guides za step-by-step
🔄
330+
Uburyo
Uburyo bwemejwe
Uburyo

Uburyo bwemejwe ku mirimo isanzwe. Urugero: "Ishusho y'inzira ya API: try-catch wrapper, gusuzuma ibinjira, kugenzura kwemeza, hanyuma logic y'ubucuruzi." Amashusho agukubiye UKO ukora ikintu neza.

📏
170+
Amategeko
Amategeko n'ibyiciro by'itsinda
Amategeko

Amategeko y'itsinda n'ibyiciro byo gukora kode. Urugero: "Buri gihe koresha migration za Prisma, ntukoreshe SQL ALTER TABLE ifunguye." Amategeko abika kode yawe iteye kimwe.

⚠️
155+
Imitego
Imitego n'ibitunguranye
Imitego

Ibintu bimenya cyangwa bikutungura. Urugero: "async/await muri forEach NTIBIKORA uko utekerezaga. Koresha for...of." Imitego igufasha kutagomba amasaha menshi y'ikosa.

🔧
215+
Ibisubizo
Ibikosora byageragejwe
Ibisubizo

Ibikosora byageragejwe ku bibazo bisanzwe. Urugero: "Kutahuza neza muri Next.js: koresha useEffect ku logic ya client gusa." Ibisubizo biguha igisubizo, ntabwo igipimo gusa.

📦
100+
Ibiteganijwe
Bihariye framework
Ibiteganijwe

Ubumenyi buhariye verisiyo ya frameworks. Urugero: "Prisma 7 isabwa ishusho y'adapter PrismaPg." Ibiteganijwe birinda ibitunguranye by'igurishiriza.

🎓
20
Amayobora y'ubushobozi
Amayobora intambwe ku ntambwe
Amayobora y'ubushobozi

Amayobora intambwe ku ntambwe ku mirimo igoye. Urugero: "Ubushobozi bwo gusuzuma kode: intambwe 15 kuva gukurura ishami kugeza kwemeza." Ubushobozi buha agent yawe ubuhanga ubukeneye.

Amasoko: Igikubiyemo: React, Next.js, Vue, Angular, Python, Go, Rust, TypeScript, PostgreSQL, Docker, Kubernetes, AWS na 25+ ikoranabuhanga byindi. Nanone ubushobozi bw'ubucuruzi: Ubuyobozi bw'ibicuruzwa, Ubucuruzi, Kwamamaza, HR, Amategeko, Imari n'ibindi.

Abandi agents batangira nta kintu bafite. Uwawe atangirana na memories rusange 100,000 zifite inkomoko, guides 20 za step-by-step, na memory yihariye ya team ikura kuva ku munsi wa mbere.

Memory banks ebyiri. Agent umwe uzi gukora neza.

Ubumenyi bwa public kuri bose. Ubumenyi bwa private ku ikipe yawe.

🌍
100K

Public memory bank

  • ✓Memories rusange 100,000 zifite inkomoko
  • ✓Agent tools, MCP, RAG/search, security, ops na devex
  • ✓Guides 20 za step-by-step
  • ✓Best-practice patterns, gotchas, solutions na evidence checks
  • ✓Ivugururwa uko public bank ikura
  • ✓Disponible para todos los usuarios de Engram
Gratis en todos los planes
🔒
byatandukanijwe

Private memory bank

  • ✓Ubumenyi bwihariye bw’ikipe yawe
  • ✓Conventions zihariye za codebase yawe
  • ✓Decisiones internas de arquitectura
  • ✓Aprendizajes de incidentes y post-mortems
  • ✓Ntibigera bisangizwa hanze ya workspace yawe
  • ✓Byatandukanijwe, encrypted, kandi bigarukira kuri workspace
Tu ventaja competitiva
El agente hace recall
↓
Busca primero en privado
↓
Enriquece con público
↓
Mejores resultados combinados
Recall ihuriweho

Private memory mbere. Public knowledge yuzuzamo ibibura.

Engram ibanza gushaka knowledge ya workspace yawe, hanyuma ikongeramo public practices zifite sources na guides iyo bifasha.

engram_start

Ubufasha n’ibitekerezo

Dufashe kunoza Engram

Niba setup iteye urujijo, tool ikora bidasanzwe, cyangwa pricing limit isa n’itari yo, andika hano. Message ihita itugeraho.

Ubufasha n’ibitekerezo

Duteze imbere iki?

Bugs, setup steps ziteye urujijo, pricing questions, na product ideas bihita bigera kuri Engram team.

Hasigaye inyuguti 100/10